CN114282947A - Live broadcast advertisement resource delivery control method, system, device, equipment and storage medium - Google Patents
Live broadcast advertisement resource delivery control method, system, device, equipment and storage medium Download PDFInfo
- Publication number
- CN114282947A CN114282947A CN202111612884.2A CN202111612884A CN114282947A CN 114282947 A CN114282947 A CN 114282947A CN 202111612884 A CN202111612884 A CN 202111612884A CN 114282947 A CN114282947 A CN 114282947A
- Authority
- CN
- China
- Prior art keywords
- information
- live broadcast
- delivery
- target
- revenue
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Images
Landscapes
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
本申请涉及一种直播广告资源投放控制方法、系统、装置、设备及存储介质,属于网络直播技术领域。本申请中,利用目标直播广告资源在历史时间段的成本信息和收益信息构建和训练效益转换模型,得到目标时间内目标直播广告资源的第一收益预测信息,在第一收益预测信息未达到预设的收益目标时,获取暂停时间内目标直播广告资源的收益信息并重新计算目标直播广告资源的收益预测信息,避免由于网络异常导致的数据接收延迟,造成直播广告资源收益计算有误,使得优质直播广告资源被错误停止投放,同时,可以及时关闭低收益的直播广告资源,降低直播广告资源投放控制成本,提高广告投放效益。
The present application relates to a method, system, device, device and storage medium for controlling the delivery of live broadcast advertising resources, and belongs to the technical field of network live broadcast. In this application, a benefit conversion model is constructed and trained by using the cost information and income information of the target live broadcast advertising resources in the historical time period, and the first income prediction information of the target live broadcast advertising resources within the target time is obtained. When the revenue target is set, obtain the revenue information of the target live advertising resources during the pause time and recalculate the revenue forecast information of the target live advertising resources, so as to avoid the delay in data reception caused by network anomalies, resulting in incorrect calculation of the revenue of the live advertising resources, so that the high quality If the live broadcast advertising resources are stopped by mistake, at the same time, the low-yield live broadcast advertising resources can be closed in time to reduce the control cost of live broadcast advertising resources and improve the advertising efficiency.
Description
技术领域technical field
本申请涉及网络直播技术领域,特别是涉及一种直播广告资源投放控制方法、系统、装置、设备及存储介质。The present application relates to the technical field of live broadcast, and in particular, to a method, system, device, device and storage medium for controlling the delivery of live broadcast advertising resources.
背景技术Background technique
随着互联网技术的发展,在直播间观看主播的直播视频组件成为人们的日常娱乐活动。直播平台可以通过在各大媒体投放直播活动的广告看来提高直播软件的市场占用率和直播观看率,但是,随着观看直播的用户规模数量的日渐增长,投放广告吸引的用户量减小,投放广告的成本日渐增加。With the development of Internet technology, watching the live video component of the anchor in the live broadcast room has become people's daily entertainment activities. The live broadcast platform can increase the market occupancy rate and live broadcast viewing rate of live broadcast software by placing advertisements for live broadcast events in major media. However, with the increasing number of users watching live broadcasts, the number of users attracted by advertisements decreases. The cost of advertising is increasing day by day.
发明内容SUMMARY OF THE INVENTION
基于此,本申请的目的在于,提供一种直播广告资源投放控制方法、系统、装置、设备及存储介质,提出一种直播广告资源投放控制方法,可以及时关闭低收益的直播广告资源,降低直播广告资源投放控制成本,提高广告投放效益。Based on this, the purpose of this application is to provide a method, system, device, equipment and storage medium for controlling the delivery of live broadcast advertising resources, and to propose a method for controlling the delivery of live broadcast advertising resources, which can close low-yield live broadcast advertising resources in time and reduce the Advertising resource delivery to control costs and improve advertising delivery efficiency.
根据本申请实施例的第一方面,提供一种直播广告资源投放控制方法,所述直播广告资源投放控制方法包括:According to a first aspect of the embodiments of the present application, a method for controlling the delivery of live advertising resources is provided, and the method for controlling the delivery of live advertising resources includes:
从投放渠道服务器端获取目标直播广告资源在历史时间段的成本信息和收益信息;Obtain the cost information and income information of the target live advertising resources in the historical time period from the server side of the delivery channel;
根据所述历史时间段的成本信息和收益信息,构建和训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型;constructing and training a benefit conversion model for obtaining the revenue prediction information of the target live broadcast advertising resources within the target time period according to the cost information and benefit information of the historical time period;
利用所述效益转换模型获取目标时间内目标直播广告资源的第一收益预测信息;Using the benefit conversion model to obtain the first revenue forecast information of the target live broadcast advertising resources within the target time;
若所述第一收益预测信息未达到预设的收益目标,向所述投放渠道服务器端发送暂停投放请求,获取暂停时间内目标直播广告资源的收益信息;其中,所述暂停投放请求包括预设的暂停时间;If the first revenue forecast information does not reach the preset revenue target, send a request for pause delivery to the server of the delivery channel to obtain revenue information of the target live broadcast advertising resources within the pause time; wherein the request for pause delivery includes preset the suspension time;
根据所述暂停时间内目标直播广告资源的收益信息、所述历史时间段的成本信息和收益信息,重新训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型,利用所述重新训练的效益转换模型获取目标时间内目标直播广告资源的第二收益预测信息;According to the income information of the target live broadcast advertising resources during the pause time, the cost information and the income information of the historical time period, retrain the benefit conversion model for obtaining the income prediction information of the target live broadcast advertising resources within the target time, and use the The retrained benefit conversion model obtains the second revenue forecast information of the target live broadcast advertising resources within the target time;
若所述第二收益预测信息仍未达到预设的收益目标,将所述目标直播广告资源标识为关停直播广告资源,向投放渠道服务器端发送关停请求,以使所述投放渠道服务器端停止投放所述关停直播广告资源。If the second revenue forecast information has not yet reached the preset revenue target, the target live broadcast advertising resource is identified as the closed live broadcast advertising resource, and a shutdown request is sent to the delivery channel server side, so that the delivery channel server side Stop serving the said closed live inventory.
根据本申请实施例的第二方面,提供一种直播广告资源投放控制系统,包括服务器端和观众端;According to a second aspect of the embodiments of the present application, a system for controlling the delivery of live advertising resources is provided, including a server side and a viewer side;
投放渠道服务器端获取目标直播广告资源在历史时间段的成本信息和收益信息并发送至服务器端;The server side of the delivery channel obtains the cost information and income information of the target live advertising resources in the historical time period and sends them to the server side;
服务器端利用所述效益转换模型获取目标时间内目标直播广告资源的第一收益预测信息;The server uses the benefit conversion model to obtain the first revenue prediction information of the target live broadcast advertising resources within the target time;
服务器端在所述第一收益预测信息未达到预设的收益目标时,向所述投放渠道服务器端发送暂停投放请求,获取暂停时间内目标直播广告资源的收益信息;其中,所述暂停投放请求包括预设的暂停时间;When the first revenue forecast information does not reach the preset revenue target, the server sends a request for pause delivery to the server side of the delivery channel, and obtains revenue information of the target live broadcast advertising resources within the pause time; wherein, the request for pause delivery including preset pause times;
服务器端根据所述暂停时间内目标直播广告资源的收益信息、所述历史时间段的成本信息和收益信息,重新训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型,利用所述重新训练的效益转换模型获取目标时间内目标直播广告资源的第二收益预测信息;The server retrains the benefit conversion model used to obtain the revenue prediction information of the target live advertising resources within the target time according to the revenue information of the target live advertising resources during the pause time, the cost information and the revenue information of the historical time period, and uses The retrained benefit conversion model obtains the second revenue prediction information of the target live broadcast advertising resources within the target time;
服务器端在所述第二收益预测信息仍未达到预设的收益目标时,将所述目标直播广告资源标识为关停直播广告资源,向投放渠道服务器端发送关停请求,以使所述投放渠道服务器端停止投放所述关停直播广告资源。When the second revenue forecast information has not yet reached the preset revenue target, the server side identifies the target live broadcast advertising resource as the closed live broadcast advertising resource, and sends a shutdown request to the delivery channel server, so that the delivery The channel server side stops delivering the said closed live broadcast advertising resources.
根据本申请实施例的第三方面,提供一种直播广告资源投放控制装置,所述装置包括:According to a third aspect of the embodiments of the present application, a device for controlling the delivery of live advertising resources is provided, the device comprising:
历史信息获取模块,用于从投放渠道服务器端获取目标直播广告资源在历史时间段的成本信息和收益信息;The historical information acquisition module is used to acquire the cost information and income information of the target live advertising resources in the historical time period from the server side of the delivery channel;
模型训练模块,用于根据所述历史时间段的成本信息和收益信息,构建和训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型;a model training module, used for constructing and training a benefit conversion model for obtaining the revenue prediction information of the target live broadcast advertising resources within the target time period according to the cost information and benefit information of the historical time period;
第一预测模块,用于利用所述效益转换模型获取目标时间内目标直播广告资源的第一收益预测信息;a first prediction module, configured to obtain the first revenue prediction information of the target live broadcast advertising resources within the target time by using the benefit conversion model;
暂停模块,用于若所述第一收益预测信息未达到预设的收益目标,向所述投放渠道服务器端发送暂停投放请求,获取暂停时间内目标直播广告资源的收益信息;其中,所述暂停投放请求包括预设的暂停时间;A pause module, configured to send a pause delivery request to the delivery channel server if the first revenue forecast information does not reach the preset revenue target, and obtain revenue information of the target live broadcast advertising resources within the pause time; wherein the pause The serving request includes a preset pause time;
第二预测模块,用于根据所述暂停时间内目标直播广告资源的收益信息、所述历史时间段的成本信息和收益信息,重新训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型,利用所述重新训练的效益转换模型获取目标时间内目标直播广告资源的第二收益预测信息;The second prediction module is configured to retrain a method for obtaining the revenue prediction information of the target live broadcast advertising resources within the target time according to the income information of the target live broadcast advertising resources during the pause time, the cost information and the income information of the historical time period. a benefit conversion model, using the retrained benefit conversion model to obtain the second revenue forecast information of the target live broadcast advertising resources within the target time;
关停模块,用于若所述第二收益预测信息仍未达到预设的收益目标,将所述目标直播广告资源标识为关停直播广告资源,向投放渠道服务器端发送关停请求,以使所述投放渠道服务器端停止投放所述关停直播广告资源。The shutdown module is configured to identify the target live broadcast advertising resource as the shutdown live broadcast advertising resource if the second revenue forecast information has not yet reached the preset revenue target, and send a shutdown request to the delivery channel server, so that The server side of the delivery channel stops delivering the closed live broadcast advertising resources.
根据本申请实施例的第四方面,提供一种电子设备,包括:处理器和存储器;其中,所述存储器存储有计算机程序,所述计算机程序适于由所述处理器加载并执行任意一项所述的直播广告资源投放控制方法。According to a fourth aspect of the embodiments of the present application, an electronic device is provided, including: a processor and a memory; wherein, the memory stores a computer program, and the computer program is adapted to be loaded by the processor and execute any item The described method for controlling the delivery of live advertising resources.
根据本申请实施例的第五方面,提供一种计算机可读存储介质,其上储存有计算机程序,该计算机程序被处理器执行时实现任意一项所述的直播广告资源投放控制方法。According to a fifth aspect of the embodiments of the present application, there is provided a computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, implements any one of the methods for controlling the delivery of live advertising resources.
本申请中,利用目标直播广告资源在历史时间段的成本信息和收益信息构建和训练效益转换模型,得到目标时间内目标直播广告资源的第一收益预测信息,在第一收益预测信息未达到预设的收益目标时,获取暂停时间内目标直播广告资源的收益信息并重新计算目标直播广告资源的收益预测信息,避免由于网络异常导致的数据接收延迟,造成直播广告资源收益计算有误,使得优质直播广告资源被错误停止投放,同时,可以及时关闭低收益的直播广告资源,降低直播广告资源投放控制成本,提高广告投放效益。In this application, a benefit conversion model is constructed and trained by using the cost information and income information of the target live broadcast advertising resources in the historical time period, and the first income prediction information of the target live broadcast advertising resources within the target time is obtained. When the revenue target is set, obtain the revenue information of the target live advertising resources during the pause time and recalculate the revenue forecast information of the target live advertising resources, so as to avoid the delay in data reception caused by network anomalies, resulting in incorrect calculation of the revenue of the live advertising resources, so that the high quality The delivery of live broadcast advertising resources is wrongly stopped. At the same time, low-yield live broadcast advertising resources can be closed in time to reduce the control cost of live broadcast advertising resources and improve the efficiency of advertising delivery.
应当理解的是,以上的一般描述和后文的细节描述仅是示例性和解释性的,并不能限制本申请。It is to be understood that both the foregoing general description and the following detailed description are exemplary and explanatory only and are not limiting of the present application.
为了更好地理解和实施,下面结合附图详细说明本申请。For better understanding and implementation, the present application is described in detail below with reference to the accompanying drawings.
附图说明Description of drawings
图1为本申请一个实施例提供的一种直播广告资源投放控制方法的应用环境的示意图;1 is a schematic diagram of an application environment of a method for controlling the delivery of live advertising resources provided by an embodiment of the present application;
图2为本申请一个实施例提供的一种直播广告资源投放控制方法的流程图;FIG. 2 is a flowchart of a method for controlling the delivery of live advertising resources provided by an embodiment of the present application;
图3为本申请一个实施例提供的一种直播广告资源投放控制装置的结构示意图;FIG. 3 is a schematic structural diagram of a device for controlling the delivery of live advertising resources according to an embodiment of the present application;
图4为本申请一个实施例提供的一种电子设备的结构示意图。FIG. 4 is a schematic structural diagram of an electronic device according to an embodiment of the present application.
具体实施方式Detailed ways
为使本申请的目的、技术方案和优点更加清楚,下面将结合附图对本申请实施例方式作进一步地详细描述。In order to make the objectives, technical solutions and advantages of the present application clearer, the embodiments of the present application will be described in further detail below with reference to the accompanying drawings.
应当明确,所描述的实施例仅仅是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其它实施例,都属于本申请保护的范围。It should be clear that the described embodiments are only a part of the embodiments of the present application, but not all of the embodiments. Based on the embodiments in the present application, all other embodiments obtained by those of ordinary skill in the art without creative work fall within the protection scope of the present application.
下面的描述涉及附图时,除非另有表示,不同附图中的相同数字表示相同或相似的要素。以下示例性实施例中所描述的实施方式并不代表与本申请相一致的所有实施方式。相反,它们仅是如所附权利要求书中所详述的、本申请的一些方面相一致的装置和方法的例子。Where the following description refers to the drawings, the same numerals in different drawings refer to the same or similar elements unless otherwise indicated. The implementations described in the illustrative examples below are not intended to represent all implementations consistent with this application. Rather, they are merely examples of apparatus and methods consistent with some aspects of the present application, as recited in the appended claims.
在本申请的描述中,需要理解的是,术语“第一”、“第二”、“第三”等仅用于区别类似的对象,而不必用于描述特定的顺序或先后次序,也不能理解为指示或暗示相对重要性。对于本领域的普通技术人员而言,可以根据具体情况理解上述术语在本申请中的具体含义。在本申请和所附权利要求书中所使用的单数形式的“一种”、“所述”和“该”也旨在包括多数形式,除非上下文清楚地表示其他含义。在此所使用的词语“如果”/“若”可以被解释成为“在……时”或“当……时”或“响应于确定”。此外,在本申请的描述中,除非另有说明,“多个”是指两个或两个以上。“和/或”,描述关联对象的关联关系,表示可以存在三种关系,例如,A和/或B,可以表示:单独存在A,同时存在A和B,单独存在B这三种情况。字符“/”一般表示前后关联对象是一种“或”的关系。In the description of this application, it should be understood that the terms "first", "second", "third", etc. are only used to distinguish similar objects, and are not necessarily used to describe a specific sequence or sequence, nor can understood as indicating or implying relative importance. For those of ordinary skill in the art, the specific meanings of the above terms in this application can be understood according to specific situations. As used in this application and the appended claims, the singular forms "a," "the," and "the" are intended to include the plural forms as well, unless the context clearly dictates otherwise. The words "if"/"if" as used herein may be interpreted as "at the time of" or "when" or "in response to determining". Also, in the description of the present application, unless otherwise specified, "a plurality" means two or more. "And/or", which describes the association relationship of the associated objects, means that there can be three kinds of relationships, for example, A and/or B, which can mean that A exists alone, A and B exist at the same time, and B exists alone. The character "/" generally indicates that the associated objects are an "or" relationship.
请参阅图1,图1为本申请一个实施例提供的一种直播广告资源投放控制方法的应用场景示意图,该应用场景包括本申请实施例提供的服务器端10、投放渠道服务器端20和客户端30。Please refer to FIG. 1 . FIG. 1 is a schematic diagram of an application scenario of a method for controlling the delivery of live advertising resources provided by an embodiment of the present application. 30.
服务器端10为直播广告资源投放方,服务器端10与投放渠道服务器端20连接,投放渠道服务器端20和客户端30连接,服务器端10将待投放的直播广告资源发送至投放渠道服务器端20,投放渠道服务器端20将广告投放至客户端30。The
投放渠道服务器端20配置有用于进行广告直投的直投引擎,用于进行广告混排的混排引擎,以及和该混排引擎关联的程序化引擎,该程序化引擎用于将所述混排引擎进行混排后确定出的目标广告投放到客户端30。The delivery
观众端30所指向的硬件,本质上是指计算机设备,具体地,如图1所示,其可以是智能手机、智能交互平板和个人计算机等类型的计算机设备。所述投放渠道服务器端20和所述观众端30均可以通过公知的网络接入方式接入互联网,与服务器端10建立数据通信链路。The hardware pointed to by the
投放渠道服务器端20获取目标直播广告资源在历史时间段的成本信息和收益信息并发送至服务器端;The
服务器端10利用所述效益转换模型获取目标时间内目标直播广告资源的第一收益预测信息;The
服务器端10在所述第一收益预测信息未达到预设的收益目标时,向所述投放渠道服务器端发送暂停投放请求,获取暂停时间内目标直播广告资源的收益信息;其中,所述暂停投放请求包括预设的暂停时间;When the first revenue forecast information does not reach the preset revenue target, the
服务器端10根据所述暂停时间内目标直播广告资源的收益信息、所述历史时间段的成本信息和收益信息,重新训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型,利用所述重新训练的效益转换模型获取目标时间内目标直播广告资源的第二收益预测信息;The
服务器端10在所述第二收益预测信息仍未达到预设的收益目标时,将所述目标直播广告资源标识为关停直播广告资源,向投放渠道服务器端发送关停请求,以使所述投放渠道服务器端停止投放所述关停直播广告资源。When the second revenue forecast information has not yet reached the preset revenue target, the
实施例:Example:
下面将结合附图,对本申请实施例提供的一种直播广告资源投放控制方法进行详细介绍。A method for controlling the delivery of live advertising resources provided by the embodiments of the present application will be described in detail below with reference to the accompanying drawings.
请参阅图2,本申请实施例提供一种直播广告资源投放控制方法,可以应用于服务器端10中,包括如下步骤:Referring to FIG. 2 , an embodiment of the present application provides a method for controlling the delivery of live advertising resources, which can be applied to the
S101:从投放渠道服务器端获取目标直播广告资源在历史时间段的成本信息和收益信息;S101: Obtain the cost information and income information of the target live broadcast advertising resources in the historical time period from the server side of the delivery channel;
目标直播广告资源可以为用户选定的待控制的直播广告资源,其可以包括至少一个直播广告资源。The target live broadcast advertisement resource may be the live broadcast advertisement resource to be controlled selected by the user, which may include at least one live broadcast advertisement resource.
需要说明的是,本申请所述目标直播广告资源为已经在投放渠道服务器端进行投放了一段时间直播广告资源。It should be noted that the target live broadcast advertising resources described in this application are the live broadcast advertising resources that have been placed on the server side of the delivery channel for a period of time.
在该步骤S101中,服务器端可以通过向投放渠道服务器端发送收益请求指令,该收益请求指令可以包括请求返回的目标直播广告资源的标识、ID等身份信息,投放渠道服务器端响应于收益请求指令返回的目标直播广告资源在历史时间段的成本信息和收益信息至服务器端。In this step S101, the server side may send a revenue request instruction to the delivery channel server side, and the revenue request instruction may include identity information such as the identifier and ID of the target live broadcast advertising resource returned by the request, and the delivery channel server side responds to the revenue request instruction. The returned cost information and revenue information of the target live advertising resources in the historical time period are sent to the server.
成本信息为投放所述目标直播广告资源消耗的成本,其可以根据目标直播广告资源的投放时间、投放定向及投放渠道服务器端的投放报价等信息得到。The cost information is the cost consumed by placing the target live broadcast advertising resources, which can be obtained according to information such as the delivery time of the target live broadcast advertising resources, the delivery orientation, and the delivery quotation on the server side of the delivery channel.
收益信息为投放所述目标直播广告资源后服务器端可以获得的收益,例如,可以为直播广告资源的曝光率、点击率或者直播软件注册用户的转化率等。The income information is the income that can be obtained by the server after placing the target live broadcast advertisement resource, for example, it may be the exposure rate of the live broadcast advertisement resource, the click rate, or the conversion rate of the registered users of the live broadcast software, etc.
S102:根据所述历史时间段的成本信息和收益信息,构建和训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型;S102: Build and train a benefit conversion model for obtaining the revenue prediction information of the target live broadcast advertising resources within the target time period according to the cost information and benefit information of the historical time period;
效益转换模型用于获取目标时间内目标直播广告资源的收益预测信息,这里的目标时间可以是用户设定的未来一段时间。The benefit conversion model is used to obtain the revenue forecast information of the target live broadcast advertising resources within the target time, and the target time here may be a future period set by the user.
效益转换模型用于建立时间段、成本信息和收益信息之间的映射关系,本步骤中,利用历史时间段的成本信息和收益信息构建和训练效益转换模型,效益转换模型可以反映时间段、成本信息和收益信息之间的映射关系。The benefit conversion model is used to establish the mapping relationship between the time period, cost information and benefit information. In this step, the cost information and benefit information of the historical time period are used to construct and train the benefit conversion model. The benefit conversion model can reflect the time period, cost The mapping relationship between information and revenue information.
本申请的效益转换模型可以用于计算较大预算下的直播广告资源的收益,涉及的计算参数较多,数据计算量较大,为了提高直播广告资源投放效率,在一个实施例中,在构建和训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型之前,还包括以下步骤:The benefit conversion model of the present application can be used to calculate the income of live broadcast advertising resources under a larger budget, which involves many calculation parameters and a large amount of data calculation. And before training the benefit conversion model used to obtain the revenue prediction information of the target live broadcast advertising resources within the target time, it also includes the following steps:
获取投放渠道服务器端投放的最低预算值;Get the minimum budget value of the distribution channel server-side delivery;
根据目标直播广告资源在历史时间段的预算值和点击率,构建和训练点击率预测模型;Build and train a CTR prediction model based on the budget value and CTR of the target live advertising resources in the historical period;
将所述最低预算值输入所述点击率预测模型,获取点击率预测值;Inputting the minimum budget value into the click-through rate prediction model to obtain a click-through rate prediction value;
若所述点击率预测值低于预设的点击率阈值,将所述目标直播广告资源标识为关停直播广告资源,向投放渠道服务器端发送关停请求,以使所述投放渠道服务器端停止投放所述关停直播广告资源。If the predicted value of the click-through rate is lower than the preset click-through rate threshold, the target live broadcast advertising resource is identified as the closed live broadcast advertising resource, and a shutdown request is sent to the delivery channel server to stop the delivery channel server. Serve the shut down live broadcast inventory.
其中,历史时间段的预算值可以从所述成本信息获取,历史时间段的点击率可以从所述收益信息得到。Wherein, the budget value of the historical time period can be obtained from the cost information, and the click-through rate of the historical time period can be obtained from the income information.
若利用点击率预测模型计算得到的点击率预测值低于预设的点击率阈值,即表示目标直播广告资源无法满足投放渠道服务器端投放所需的最低预算值,可以直接关停目标直播广告资源,无需再进行额外计算,提高直播广告资源投放控制效率。If the predicted CTR calculated by using the CTR prediction model is lower than the preset CTR threshold, it means that the target live broadcast advertising resources cannot meet the minimum budget value required for server-side delivery of the delivery channel, and the target live broadcast advertising resources can be directly closed. , no additional calculation is required, and the efficiency of live broadcast advertising resource delivery control is improved.
若所述点击率预测值高于预设的点击率阈值,可以按照预设的预算增加值,逐渐增加输入所述点击率预测模型的预算值,获取输出的点击率预测值;If the CTR prediction value is higher than the preset CTR threshold value, the budget value input to the CTR prediction model may be gradually increased according to the preset budget increase value, and the output CTR prediction value may be obtained;
若输出的点击率预测值仍高于预设的点击率阈值,根据所述历史时间段的成本信息和收益信息,构建和训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型。If the output CTR prediction value is still higher than the preset CTR threshold, construct and train the benefit conversion used to obtain the revenue prediction information of the target live advertising resources within the target time period according to the cost information and income information of the historical time period Model.
或者,在另一个实施例中,构建和训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型之前,还包括以下步骤:Or, in another embodiment, before constructing and training the benefit conversion model for acquiring the revenue prediction information of the target live broadcast advertising resources within the target time, the following steps are further included:
根据所述投放时间和所述点击率,获取单位时间的点击率;According to the delivery time and the click rate, obtain the click rate per unit time;
若所述单位时间的点击率低于预设的单位时间点击率阈值,将所述目标直播广告资源标识为关停直播广告资源,向投放渠道服务器端发送关停请求,以使所述投放渠道服务器端停止投放所述关停直播广告资源。If the click-through rate per unit time is lower than the preset click-through rate per unit time threshold, the target live broadcast advertising resource is identified as the closed live broadcast advertising resource, and a shutdown request is sent to the delivery channel server, so that the delivery channel The server side stops delivering the closed live broadcast advertising resources.
其中,投放时间可以从所述成本信息获取,历史时间段的点击率可以从所述收益信息得到。Wherein, the delivery time can be obtained from the cost information, and the click-through rate of the historical time period can be obtained from the income information.
对于单位时间转化率低的目标直播广告资源,即表示该目标直播广告资源产生的广告效益也较低,此时,可以直接关停目标直播广告资源,无需再进行额外计算,提高直播广告资源投放控制效率。For the target live broadcast advertising resources with a low conversion rate per unit time, it means that the advertising benefits generated by the target live broadcast advertising resources are also low. At this time, the target live broadcast advertising resources can be directly closed without additional calculation, and the delivery of live broadcast advertising resources can be improved. Control efficiency.
S103:利用所述效益转换模型获取目标时间内目标直播广告资源的第一收益预测信息;S103: Use the benefit conversion model to obtain first revenue prediction information of the target live broadcast advertising resources within the target time;
第一收益预测信息用于确定在目标时间内投放所述目标直播广告资源可以获得的收益,具体地,第一收益预测信息用于确定在目标时间内投放所述目标直播广告资源可以获得的点击率,The first revenue prediction information is used to determine the revenue that can be obtained by placing the target live broadcast advertising resources within the target time. Specifically, the first revenue prediction information is used to determine the clicks that can be obtained by placing the target live broadcast advertising resources within the target time. Rate,
在一个实施例中,所述成本信息包括预算值、投放定向信息和投放时间,所述收益信息包括投资回报比;其中,所述效益转换模型以预算、投放定向信息、投放时间作为自变量,以投资回报比作为因变量构建效益转换模型;In one embodiment, the cost information includes budget value, placement orientation information, and placement time, and the benefit information includes a return on investment ratio; wherein, the benefit conversion model takes budget, placement orientation information, and placement time as independent variables, Build a benefit conversion model with the investment return ratio as the dependent variable;
利用所述效益转换模型获取目标时间内目标直播广告资源的第一收益预测信息的步骤包括:The step of using the benefit conversion model to obtain the first revenue forecast information of the target live broadcast advertising resources within the target time includes:
获取预设的调整范围信息;其中,所述调整范围信息包括预算范围、投放定向范围和投放时间范围;Acquire preset adjustment range information; wherein, the adjustment range information includes budget range, delivery targeting range and delivery time range;
根据调整范围信息调整所述效益转换模型的预算、所述投放定向信息和所述投放时间,获取最大的投资回报比值;Adjust the budget of the benefit conversion model, the delivery orientation information and the delivery time according to the adjustment range information to obtain the maximum return on investment ratio;
若所述最大的投资回报比值超过预设的投资回报比阈值,确定所述第一收益预测信息达到预设的收益目标。If the maximum investment return ratio exceeds a preset investment return ratio threshold, it is determined that the first income prediction information reaches a preset income target.
投资回报比是指点击率与预算的比值。ROI is the ratio of click-through rate to budget.
若确定所述第一收益预测信息达到预设的收益目标,则认为目标直播广告资源具备一定的广告效益,可以通过调整目标直播广告资源的投放计划,进一步提高目标直播广告资源的广告效益。优选地,在获取最大的投资回报比值之后,还包括以下步骤:If it is determined that the first revenue forecast information reaches the preset revenue target, it is considered that the target live broadcast advertising resources have certain advertising benefits, and the advertising benefits of the target live broadcast advertising resources can be further improved by adjusting the placement plan of the target live broadcast advertising resources. Preferably, after obtaining the maximum investment return ratio, the following steps are further included:
获取投资回报比最高的投放预算、投放定向信息和投放时间;Obtain the delivery budget, delivery targeting information and delivery time with the highest ROI;
根据预算、投放定向信息和投放时间,调整所述目标直播广告资源的投放方式,生成投放调整请求,向所述投放渠道服务器端发送所述投放调整请求,以使所述投放渠道服务器端根据所述投放请求调整所述目标直播广告资源的投放方式。According to the budget, delivery orientation information and delivery time, adjust the delivery method of the target live advertising resources, generate delivery adjustment requests, and send the delivery adjustment request to the delivery channel server, so that the delivery channel server The delivery request adjusts the delivery method of the target live advertising resources.
调整所述目标直播广告资源的投放方式可以包括调整目标直播广告资源的预算、投放定向信息和投放时间。例如,可以按照投资回报比最高的投放预算、投放定向信息和投放时间来调整所述目标直播广告资源的投放方式。Adjusting the delivery method of the target live broadcast advertising resources may include adjusting the budget, delivery orientation information and delivery time of the target live broadcast advertising resources. For example, the delivery method of the target live broadcast advertising resources may be adjusted according to the delivery budget with the highest return on investment ratio, delivery targeting information and delivery time.
S104:若所述第一收益预测信息未达到预设的收益目标,向所述投放渠道服务器端发送暂停投放请求,获取暂停时间内目标直播广告资源的收益信息;其中,所述暂停投放请求包括预设的暂停时间;S104: If the first revenue prediction information does not reach the preset revenue target, send a request to pause delivery to the delivery channel server to obtain revenue information of the target live broadcast advertising resources within the pause time; wherein the request to pause delivery includes preset pause time;
收益目标可以用户预先设置的收益达标值,若第一收益预测信息对应的收益预测值大于或等于收益达标值,确定第一收益预测信息达到预设的收益目标;否则,若第一收益预测信息对应的收益预测值小于收益达标值,确定所述第一收益预测信息未达到预设的收益目标。The revenue target can be the revenue target value preset by the user. If the revenue prediction value corresponding to the first revenue prediction information is greater than or equal to the revenue target value, it is determined that the first revenue prediction information has reached the preset revenue target; otherwise, if the first revenue prediction information If the corresponding revenue prediction value is less than the revenue up-to-standard value, it is determined that the first revenue prediction information does not reach the preset revenue target.
当遇到网络连接异常或者特殊营销活动等外界环境的影响,可能会影响目标直播广告资源收益信息的正常获取,也即,此时获取到的收益信息比正常投放时偏低,此时若直接根据所述第一收益预测信息是否达到预设的收益目标来判断是否要停止投放目标直播广告资源,则可能会造成误判,影响投放效益。When encountering the influence of the external environment such as abnormal network connection or special marketing activities, it may affect the normal acquisition of the income information of the target live advertising resources, that is, the income information obtained at this time is lower than that of the normal delivery. It is judged whether to stop the delivery of the target live advertising resources according to whether the first revenue forecast information reaches the preset revenue target, which may cause misjudgment and affect the delivery efficiency.
因此,当所述第一收益预测信息未达到预设的收益目标,向所述投放渠道服务器端发送暂停投放请求,获取暂停时间内目标直播广告资源的成本信息和收益信息,此时,暂停时间内目标直播广告资源的收益信息受到网络延迟影响的收益信息,应当视为目标直播广告资源在历史时间段收益信息。Therefore, when the first revenue forecast information fails to reach the preset revenue target, a request for pause delivery is sent to the delivery channel server to obtain the cost information and revenue information of the target live broadcast advertising resources within the pause time. At this time, the pause time The revenue information of the target live broadcast advertising resources affected by the network delay shall be regarded as the revenue information of the target live broadcast advertising resources in the historical period.
若所述第一收益预测信息达到预设的收益目标,则认为具备一定的广告效益,可以通过将其保存至优质直播广告资源数据库供后续使用,或者,通过发出调整投放需求的提示信号,提示用户及时调整投放计划,进一步提高优质直播广告资源的广告效益。If the first revenue forecast information reaches the preset revenue target, it is considered that there is a certain advertising benefit, and it can be saved in the high-quality live broadcast advertising resource database for subsequent use, or by issuing a prompt signal for adjusting the delivery demand, prompting Users adjust the delivery plan in a timely manner to further improve the advertising efficiency of high-quality live broadcast advertising resources.
其中,提示信号可以以短信、微信、邮件的方式,通知对应的广告运营人员。其中,通知对应的广告运营人员可以是将提示信号发送至所述服务端预先绑定的广告运营人员的设备。Among them, the prompt signal may notify the corresponding advertising operator in the form of short message, WeChat, and email. Wherein, the notification to the corresponding advertisement operator may be a device that sends a prompt signal to the advertisement operator pre-bound on the server.
具体地,在利用所述效益转换模型获取目标时间内目标直播广告资源的第一收益预测信息之后,还包括以下步骤:Specifically, after using the benefit conversion model to obtain the first revenue prediction information of the target live broadcast advertising resources within the target time, the following steps are further included:
若所述第一收益预测信息达到预设的收益目标,将所述目标直播广告资源标识为优质直播广告资源并保存至优质直播广告资源数据库;If the first revenue forecast information reaches the preset revenue target, identifying the target live broadcast advertising resource as a high-quality live broadcast advertising resource and saving it in a high-quality live broadcast advertising resource database;
响应于对所述优质直播广告资源的投放需求信息,生成所述优质直播广告资源的投放请求,向所述投放渠道服务器端发送所述投放请求,以使所述投放渠道服务器端根据所述投放请求推送所述优质直播广告资源。In response to the delivery demand information for the high-quality live broadcast advertising resources, a delivery request for the high-quality live broadcast advertising resources is generated, and the delivery request is sent to the delivery channel server side, so that the delivery channel server side is based on the delivery. Request to push the high-quality live advertising resources.
投放请求可以用于调整优质直播广告资源的投放计划,投放请求可以根据用户对所述优质直播广告资源的投放需求信息生成,例如,增加投放时间、投放预算或者全方位投放等。The delivery request can be used to adjust the delivery plan of the high-quality live advertising resources, and the delivery request can be generated according to the user's delivery demand information for the high-quality live advertising resources, such as increasing delivery time, delivery budget, or omnidirectional delivery.
优质直播广告资源在一定时间内可以产生一定的广告收益,但是,随着时间的流失和观众对该优质直播广告资源的熟悉度增加,优质直播广告资源产生的广告效益减小,此时,若继续大量投放该优质直播广告资源,成本较高且回报率较低,因此,针对上述问题,本申请所述的直播广告资源投放控制方法还包括以下步骤:High-quality live broadcast advertising resources can generate a certain amount of advertising revenue within a certain period of time. However, as time passes and audiences become more familiar with the high-quality live broadcast advertising resources, the advertising benefits generated by high-quality live broadcast advertising resources decrease. Continuing to place a large amount of the high-quality live broadcast advertising resources has high cost and low return rate. Therefore, in response to the above problems, the method for controlling the delivery of live broadcast advertising resources described in this application further includes the following steps:
按照预设的监控时长,获取每一个优质直播广告资源在所述监控时长内的收益衰减信息,若优质直播广告资源的收益衰减信息满足预设的衰减条件,将所述优质直播广告资源标识为待确认直播广告资源,并在所述优质直播广告资源数据库删除所述待确认直播广告资源。According to the preset monitoring duration, the revenue attenuation information of each high-quality live broadcast advertising resource within the monitoring duration is obtained. If the revenue attenuation information of the high-quality live broadcast advertising resource meets the preset attenuation conditions, the high-quality live broadcast advertising resource is identified as The live broadcast advertisement resources to be confirmed, and the to-be-confirmed live broadcast advertisement resources are deleted from the high-quality live broadcast advertisement resources database.
监控时长可以根据直播广告资源的实际运营情况进行设置。The monitoring duration can be set according to the actual operation of the live advertising resources.
优选地,在本申请实施例中,可以按照预设的监控数据及其安全区间,实时监控直播广告资源的是否出现超过安全区间,若是,则对直播广告资源标识为异常广告资源,在出现异常时,通过短信、微信、邮箱等方式,提示相关人员查看。Preferably, in this embodiment of the present application, it is possible to monitor in real time whether the occurrence of live broadcast advertising resources exceeds the safety interval according to the preset monitoring data and its safety interval, and if so, identify the live broadcast advertising resources as abnormal advertising resources. , through SMS, WeChat, email, etc., prompt the relevant personnel to check.
收益衰减信息指示优质直播广告资源的收益衰减情况,具体地,收益衰减信息可以包括千次展示收益(effective cost per mille,ECPM),千次展示收益是指每一千次展示获得的广告收入,在本申请实施例中,广告收入可以是指点击率。The revenue decay information indicates the revenue decay of high-quality live broadcast advertising resources. Specifically, the revenue decay information may include effective cost per mille (ECPM), and the revenue per thousand impressions refers to the advertising revenue obtained per thousand impressions. In this embodiment of the present application, the advertising revenue may refer to the click-through rate.
预设的衰减条件用于确定优质直播广告资源产生的广告效益是否低于其投放成本,例如,预设的衰减条件可以设置为大于千次展示收益最低阈值,其中,千次展示收益最低阈值可以根据优质直播广告资源的投放成本进行设置。The preset attenuation condition is used to determine whether the advertising benefit generated by the high-quality live advertising resources is lower than its delivery cost. For example, the preset attenuation condition can be set to be greater than the minimum threshold of revenue per thousand impressions, where the minimum threshold of revenue per thousand impressions can be Set according to the delivery cost of high-quality live advertising resources.
当优质直播广告资源的收益衰减情况达到预设的衰减条件,认为该优质直播广告资源产生的广告效益已低于其投放成本,此时,将所述优质直播广告资源标识为待确认直播广告资源,并在所述优质直播广告资源数据库删除所述待确认直播广告资源。When the revenue attenuation of high-quality live broadcast advertising resources reaches the preset attenuation condition, it is considered that the advertising benefits generated by the high-quality live broadcast advertising resources are lower than the cost of delivery, and at this time, the high-quality live broadcast advertising resources are identified as to-be-confirmed live broadcast advertising resources , and delete the to-be-confirmed live broadcast advertisement resource in the high-quality live broadcast advertisement resource database.
S105:根据所述暂停时间内目标直播广告资源的收益信息、所述历史时间段的成本信息和收益信息,重新训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型,利用所述重新训练的效益转换模型获取目标时间内目标直播广告资源的第二收益预测信息;S105: According to the revenue information of the target live broadcast advertising resources within the pause time, the cost information and the revenue information of the historical time period, retrain the benefit conversion model used to obtain the revenue prediction information of the target live broadcast advertising resources within the target time, and use The retrained benefit conversion model obtains the second revenue prediction information of the target live broadcast advertising resources within the target time;
具体地,将所述暂停时间内目标直播广告资源的收益信息和所述历史时间段的收益信息相加,得到准确的历史时间段的收益信息,再根据收益信息和成本信息重新训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型,利用所述重新训练的效益转换模型获取目标时间内目标直播广告资源的第二收益预测信息。Specifically, the revenue information of the target live broadcast advertising resources during the pause time and the revenue information of the historical time period are added to obtain accurate revenue information of the historical time period, and then retraining is used to obtain the revenue information and the cost information. The benefit conversion model of the revenue prediction information of the target live broadcast advertising resources within the target time, and the retrained benefit conversion model is used to obtain the second revenue prediction information of the target live broadcast advertising resources within the target time.
S106:若所述第二收益预测信息仍未达到预设的收益目标,将所述目标直播广告资源标识为关停直播广告资源,向投放渠道服务器端发送关停请求,以使所述投放渠道服务器端停止投放所述关停直播广告资源;S106: If the second revenue forecast information has not yet reached the preset revenue target, identify the target live broadcast advertising resources as closed live advertising resources, and send a shutdown request to the delivery channel server to enable the delivery channel The server side stops delivering the said closed live broadcast advertising resources;
若第二收益预测信息达到预设的收益目标,则表示该目标直播广告资源具有一定的广告效益,此时,不会将目标直播广告资源标识为关停直播广告资源,该目标直播广告资源在暂停时间过后继续在投放渠道服务器端进行投放。If the second revenue forecast information reaches the preset revenue target, it means that the target live broadcast advertising resource has certain advertising benefits. At this time, the target live broadcast advertising resource will not be marked as the closed live broadcast advertising resource, and the target live broadcast advertising resource is in Continue to serve on the distribution channel server side after the pause time.
具体地,可以通过对目标直播广告资源添加文字、图标或动画等标识,将其标识为关停直播广告资源。Specifically, the target live broadcast advertisement resource may be identified as the closed live broadcast advertisement resource by adding an identifier such as text, an icon or an animation to the target live broadcast advertisement resource.
优选地,可以在显示设备显示目标直播广告资源及目标直播广告资源的标识,或者,通过消息推送的方式,便于运营人员及时了解的直播广告资源的投放收益情况,并及时关停收益低的直播广告资源,降低直播广告资源运营成本,提高直播广告资源投放回报率。Preferably, the target live broadcast advertising resources and the identifiers of the target live broadcast advertising resources can be displayed on the display device, or, by means of message push, it is convenient for the operators to know the income of the live broadcast advertising resources in time, and to shut down the low-income live broadcasts in time Advertising resources, reduce the operating cost of live advertising resources, and improve the return on investment of live advertising resources.
若将所述目标直播广告资源被标识为关停直播广告资源,服务端生成关停直播广告资源的关停请求并向投放渠道服务器端发送,使所述投放渠道服务器端可以及时停止投放所述关停直播广告资源。If the target live broadcast advertisement resource is identified as closing the live broadcast advertisement resource, the server generates a shutdown request for closing the live broadcast advertisement resource and sends it to the delivery channel server, so that the delivery channel server can stop delivering the advertisement resource in time. Turn off live inventory.
本申请实施例中,利用目标直播广告资源在历史时间段的成本信息和收益信息构建和训练效益转换模型,得到目标时间内目标直播广告资源的第一收益预测信息,在第一收益预测信息未达到预设的收益目标时,获取暂停时间内目标直播广告资源的收益信息并重新计算目标直播广告资源的收益预测信息,避免由于网络异常导致的数据接收延迟,造成直播广告资源收益计算有误,使得优质直播广告资源被错误停止投放,同时,可以及时关闭低收益的直播广告资源,降低直播广告资源投放控制成本,提高广告投放效益。In the embodiment of the present application, a benefit conversion model is constructed and trained by using the cost information and income information of the target live broadcast advertising resources in the historical time period, and the first income prediction information of the target live broadcast advertising resources within the target time is obtained. When the preset revenue target is reached, obtain the revenue information of the target live advertising resources during the pause time and recalculate the revenue forecast information of the target live advertising resources, so as to avoid the delay in data reception caused by network anomalies, resulting in incorrect calculation of the revenue of the live advertising resources. The high-quality live broadcast advertising resources are wrongly stopped, and at the same time, the low-yield live broadcast advertising resources can be closed in time, which reduces the control cost of live broadcast advertising resources and improves the advertising efficiency.
另外,对于关停直播广告资源,若用户通过人工验证后认为关停直播广告资源具有一定的广告效益,用户还可以通过触发所述关停直播广告资源对应的操作控件输入调整信息,服务器端根据用户输入的调整信息调整关停直播广告资源的标识,例如,当用户可以通过输入调整信息删除直播广告资源的关停标识,重新向投放渠道服务器端发送该直播广告资源的投放请求,使得投放渠道服务器端投放该直播广告资源,提高投放效益。In addition, for shutting down live broadcast advertising resources, if the user believes that shutting down live broadcast advertising resources has certain advertising benefits after manual verification, the user can also input adjustment information by triggering the operation control corresponding to the shutting down live broadcast advertising resources. The adjustment information input by the user adjusts the identification of the closed live advertising resources. For example, when the user can delete the closed identification of the live advertising resources by entering the adjustment information, and re-send the delivery request of the live advertising resources to the delivery channel server, so that the delivery channel The server side delivers the live advertising resources to improve delivery efficiency.
或者,在另一个实施例中,还可以进一步对关停直播广告资源进行验证,以避免优质直播广告资源的错误关停,具体地,在向投放渠道服务器端发送关停请求之后,还包括以下步骤:Or, in another embodiment, the shutdown of the live advertising resources may be further verified to avoid the wrong shutdown of the high-quality live advertising resources. Specifically, after sending the shutdown request to the delivery channel server, it also includes the following step:
若所述关停直播广告资源满足预设的待确认条件,将所述关停直播广告资源标识为待确认直播广告资源;If the closed live broadcast advertising resources meet the preset conditions to be confirmed, marking the closed live broadcast advertising resources as the to-be-confirmed live broadcast advertising resources;
待确认条件可以根据用户的运营需求进行设置,例如,本申请实施例中所述待确认条件包括:所述关停直播广告资源的关停时间满足预设的时间阈值。The to-be-confirmed condition may be set according to the user's operational needs. For example, the to-be-confirmed condition in this embodiment of the present application includes: the shut down time for shutting down the live broadcast advertising resources meets a preset time threshold.
时间阈值可以根据直播广告资源的实际运营情况进行设置,例如,可以设置为3天。The time threshold can be set according to the actual operation of the live advertising resources, for example, it can be set to 3 days.
待确认直播广告资源为需要进一步验证是否具备广告效益的直播广告资源,验证方式可以是人工验证,或者,重新执行本申请的步骤S101-S106对待确认直播广告资源进行标识。The live broadcast advertisement resource to be confirmed is the live broadcast advertisement resource that needs to be further verified whether it has advertising benefits, and the verification method may be manual verification, or, the steps S101-S106 of this application are re-executed to identify the live broadcast advertisement resource to be confirmed.
通常情况下,投放渠道服务器端为了避免同一广告过度刷屏,对于重复投放的广告,容易出现降权显示的情况,为了避免上述情况影响待确认直播广告资源的进一步验证,在本申请实施例中,在将所述关停直播广告资源标识为待确认直播广告资源之后,还包括以下步骤:Under normal circumstances, in order to avoid excessive screen swiping of the same advertisement on the server side of the delivery channel, it is easy to reduce the display of rights for repeated advertisements. , after identifying the closed live broadcast advertising resources as the live broadcast advertising resources to be confirmed, the following steps are also included:
更改所述待确认直播广告资源的投放账户信息,重新向所述投放渠道服务器端发送投放请求,获取待确认直播广告资源在历史时间段的成本信息和收益信息;Modifying the delivery account information of the to-be-confirmed live broadcast advertising resources, re-send the delivery request to the delivery channel server, and obtain the cost information and income information of the to-be-confirmed live broadcast advertising resources in the historical time period;
根据所述待确认直播广告资源在历史时间段的成本信息和收益信息,构建和训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型;Build and train a benefit conversion model for obtaining the revenue prediction information of the target live broadcast advertising resources within the target time according to the cost information and income information of the to-be-confirmed live broadcast advertising resources in the historical time period;
利用所述效益转换模型获取目标时间内目标直播广告资源的第三收益预测信息;Using the benefit conversion model to obtain the third revenue forecast information of the target live broadcast advertising resources within the target time;
将所述第三收益预测信息与所述预设的收益目标进行比较,根据比较结果标识所述待确认直播广告资源。The third revenue forecast information is compared with the preset revenue target, and the to-be-confirmed live broadcast advertising resource is identified according to the comparison result.
投放账户信息可以为服务器端在投放渠道服务器端投放直播广告资源的发布账户,更换投放账户信息可以是利用服务器端在投放渠道服务器端投放直播广告资源的其它发布账户投放所述待确认直播广告资源。The delivery account information can be the publishing account that the server places the live broadcast advertising resources on the server side of the delivery channel, and the replacement of the delivery account information can be the use of other publishing accounts that deliver the live broadcast advertising resources on the server side of the delivery channel server to deliver the unconfirmed live broadcast advertising resources. .
通过更换待确认直播广告资源的投放账户信息,避免投放渠道服务器端对待确认直播广告资源降权显示,影响获取的收益信息准确性。By replacing the delivery account information of the live broadcast advertising resources to be confirmed, the server side of the delivery channel can avoid the display of the rights reduction of the confirmed live broadcast advertising resources, which affects the accuracy of the obtained income information.
本实施例还提供一种直播广告资源投放控制系统,如图1所示,包括服务器端10和投放渠道服务器端20,对于本实施例中未披露的细节,请参照本申请的方法实施例。This embodiment also provides a live advertising resource delivery control system, as shown in FIG. 1 , including a
投放渠道服务器端20获取目标直播广告资源在历史时间段的成本信息和收益信息并发送至服务器端;The
服务器端10利用所述效益转换模型获取目标时间内目标直播广告资源的第一收益预测信息;The
服务器端10在所述第一收益预测信息未达到预设的收益目标时,向所述投放渠道服务器端发送暂停投放请求,获取暂停时间内目标直播广告资源的收益信息;其中,所述暂停投放请求包括预设的暂停时间;When the first revenue forecast information does not reach the preset revenue target, the
服务器端10根据所述暂停时间内目标直播广告资源的收益信息、所述历史时间段的成本信息和收益信息,重新训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型,利用所述重新训练的效益转换模型获取目标时间内目标直播广告资源的第二收益预测信息;The
服务器端10在所述第二收益预测信息仍未达到预设的收益目标时,将所述目标直播广告资源标识为关停直播广告资源,向投放渠道服务器端发送关停请求,以使所述投放渠道服务器端停止投放所述关停直播广告资源。When the second revenue forecast information has not yet reached the preset revenue target, the
本实施例提供一种直播广告资源投放控制装置,可以用于执行本申请实施例的直播广告资源投放控制方法。对于本实施例中未披露的细节,请参照本申请的方法实施例。This embodiment provides a device for controlling the delivery of live advertising resources, which can be used to execute the method for controlling the delivery of live advertising resources in the embodiments of the present application. For details not disclosed in this embodiment, please refer to the method embodiment of this application.
请参阅图3,图3是本申请实施例公开的一种直播广告资源投放控制装置的结构示意图。所述的直播广告资源投放控制装置包括:Please refer to FIG. 3 , which is a schematic structural diagram of a device for controlling the delivery of live advertising resources disclosed in an embodiment of the present application. The device for controlling the delivery of live advertising resources includes:
历史信息获取模块401,用于从投放渠道服务器端获取目标直播广告资源在历史时间段的成本信息和收益信息;The historical
模型训练模块402,用于根据所述历史时间段的成本信息和收益信息,构建和训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型;The
第一预测模块403,用于利用所述效益转换模型获取目标时间内目标直播广告资源的第一收益预测信息;The first prediction module 403 is used to obtain the first revenue prediction information of the target live broadcast advertising resources within the target time by using the benefit conversion model;
暂停模块404,用于若所述第一收益预测信息未达到预设的收益目标,向所述投放渠道服务器端发送暂停投放请求,获取暂停时间内目标直播广告资源的收益信息;其中,所述暂停投放请求包括预设的暂停时间;A
第二预测模块405,用于根据所述暂停时间内目标直播广告资源的收益信息、所述历史时间段的成本信息和收益信息,重新训练用于获取目标时间内目标直播广告资源的收益预测信息的效益转换模型,利用所述重新训练的效益转换模型获取目标时间内目标直播广告资源的第二收益预测信息;The
关停模块406,用于若所述第二收益预测信息仍未达到预设的收益目标,将所述目标直播广告资源标识为关停直播广告资源,向投放渠道服务器端发送关停请求,以使所述投放渠道服务器端停止投放所述关停直播广告资源。
本实施例提供一种电子设备,可以用于执行本申请方法实施例的直播广告资源投放控制方法的全部或部分步骤。对于本实施例中未披露的细节,请参照本申请的方法实施例。This embodiment provides an electronic device that can be used to execute all or part of the steps of the method for controlling the delivery of live advertising resources according to the method embodiment of the present application. For details not disclosed in this embodiment, please refer to the method embodiment of this application.
请参阅图4,图4为本申请实施例提供的电子设备的结构示意图。所述电子设备500可以但不限于是各种服务器、个人计算机、笔记本电脑、智能手机、平板电脑等设备的一个或多个的组合。Please refer to FIG. 4 , which is a schematic structural diagram of an electronic device provided by an embodiment of the present application. The electronic device 500 may be, but is not limited to, a combination of one or more of various servers, personal computers, notebook computers, smart phones, tablet computers, and the like.
在本申请较佳实施例中,所述电子设备500包括存储器501、至少一个处理器502、至少一条通信总线503及收发器504。In a preferred embodiment of the present application, the electronic device 500 includes a memory 501 , at least one processor 502 , at least one
本领域技术人员应该了解,图4示出的电子设备的结构并不构成本申请实施例的限定,既可以是总线型结构,也可以是星形结构,所述电子设备500还可以包括比图示更多或更少的其他硬件或者软件,或者不同的部件布置。Those skilled in the art should understand that the structure of the electronic device shown in FIG. 4 does not constitute a limitation of the embodiments of the present application, and may be a bus-type structure or a star-shaped structure, and the electronic device 500 may also include more or less other hardware or software, or a different arrangement of components is shown.
在一些实施例中,所述电子设备500是一种能够按照事先设定或存储的指令,自动进行数值计算和/或信息处理的设备,其硬件包括但不限于微处理器、专用集成电路、可编程门阵列、数字处理器及嵌入式设备等。所述电子设备500还可包括客户设备,所述客户设备包括但不限于任何一种可与客户通过键盘、鼠标、遥控器、触摸板或声控设备等方式进行人机交互的电子产品,例如,个人计算机、平板电脑、智能手机、数码相机等。In some embodiments, the electronic device 500 is a device that can automatically perform numerical calculation and/or information processing according to pre-set or stored instructions, and its hardware includes but is not limited to microprocessors, application-specific integrated circuits, Programmable gate arrays, digital processors and embedded devices, etc. The electronic device 500 may also include a client device, which includes but is not limited to any electronic product that can perform human-computer interaction with the client through a keyboard, a mouse, a remote control, a touchpad, or a voice-activated device, for example, Personal computers, tablets, smartphones, digital cameras, etc.
需要说明的是,所述电子设备500仅为举例,其他现有的或今后可能出现的电子产品如可适应于本申请,也应包含在本申请的保护范围以内,并以引用方式包含于此。It should be noted that the electronic device 500 is only an example, and other existing or future electronic products, if applicable to the present application, should also be included within the protection scope of the present application, and are incorporated herein by reference .
在一些实施例中,所述存储器501中存储有计算机程序,所述计算机程序被所述至少一个处理器502执行时实现如所述实施例一的直播广告资源投放控制方法中的全部或者部分步骤。所述存储器501包括只读存储器(Read-Only Memory,ROM)、可编程只读存储器(Programmable Read-Only Memory,PROM)、可擦除可编程只读存储器(ErasableProgrammable Read-Only Memory,EPROM)、一次可编程只读存储器(One-timeProgrammable Read-Only Memory,OTPROM)、电子擦除式可复写只读存储器(Electrically-Erasable Programmable Read-Only Memory,EEPROM)、只读光盘(CompactDisc Read-Only Memory,CD-ROM)或其他光盘存储器、磁盘存储器、磁带存储器、或者能够用于携带或存储数据的计算机可读的任何其他介质。In some embodiments, a computer program is stored in the memory 501, and when the computer program is executed by the at least one processor 502, all or part of the steps in the method for controlling the delivery of live advertising resources according to the first embodiment are implemented. . Described memory 501 comprises read-only memory (Read-Only Memory, ROM), programmable read-only memory (Programmable Read-Only Memory, PROM), erasable programmable read-only memory (Erasable Programmable Read-Only Memory, EPROM), One-time Programmable Read-Only Memory (OTPROM), Electronically Erasable Programmable Read-Only Memory (EEPROM), CompactDisc Read-Only Memory, CD-ROM) or other optical disk storage, magnetic disk storage, magnetic tape storage, or any other computer-readable medium that can be used to carry or store data.
在一些实施例中,所述至少一个处理器502是所述电子设备500的控制核心(Control Unit),利用各种接口和线路连接整个电子设备500的各个部件,通过运行或执行存储在所述存储器501内的程序或者模块,以及调用存储在所述存储器501内的数据,以执行电子设备500的各种功能和处理数据。例如,所述至少一个处理器502执行所述存储器中存储的计算机程序时实现本申请实施例中所述的直播广告资源投放控制方法的全部或者部分步骤;或者实现直播广告资源投放控制装置的全部或者部分功能。所述至少一个处理器502可以由集成电路组成,例如可以由单个封装的集成电路所组成,也可以是由多个相同功能或不同功能封装的集成电路所组成,包括一个或者多个中央处理器(CentralProcessing unit,CPU)、微处理器、数字处理芯片、图形处理器及各种控制芯片的组合等。In some embodiments, the at least one processor 502 is a control core (Control Unit) of the electronic device 500, using various interfaces and lines to connect various components of the entire electronic device 500, and by running or executing storage in the electronic device 500 The programs or modules in the memory 501 and the data stored in the memory 501 are called to execute various functions of the electronic device 500 and process data. For example, when the at least one processor 502 executes the computer program stored in the memory, all or part of the steps of the method for controlling the delivery of live advertising resources described in the embodiments of the present application are implemented; or all the steps of the device for controlling the delivery of live advertising resources are implemented or some functions. The at least one processor 502 may be composed of integrated circuits, for example, may be composed of a single packaged integrated circuit, or may be composed of multiple integrated circuits packaged with the same function or different functions, including one or more central processing units. (Central Processing unit, CPU), microprocessor, digital processing chip, graphics processor and combination of various control chips, etc.
在一些实施例中,所述至少一条通信总线503被设置为实现所述存储器501以及所述至少一个处理器502等之间的连接通信。In some embodiments, the at least one
所述电子设备500还可以包括多种传感器、蓝牙模块、Wi-Fi模块等,在此不再赘述。The electronic device 500 may further include various sensors, a Bluetooth module, a Wi-Fi module, etc., which will not be repeated here.
本实施例提供一种计算机可读存储介质,其上储存有计算机程序,所述指令适于由处理器加载并执行本申请实施例一的直播广告资源投放控制方法,具体执行过程可以参见实施例一的具体说明,在此不进行赘述。This embodiment provides a computer-readable storage medium on which a computer program is stored. The instructions are suitable for being loaded by a processor and executing the method for controlling the delivery of live advertising resources in Embodiment 1 of the present application. For the specific execution process, please refer to the embodiment. A specific description will not be repeated here.
对于设备实施例而言,由于其基本对应于方法实施例,所以相关之处参见方法实施例的部分说明即可。以上所描述的设备实施例仅仅是示意性的,其中所述作为分离部件说明的组件可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部模块来实现本申请方案的目的。本领域普通技术人员在不付出创造性劳动的情况下,即可以理解并实施。For the device embodiments, since they basically correspond to the method embodiments, reference may be made to the partial descriptions of the method embodiments for related parts. The device embodiments described above are only illustrative, wherein the components described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in One place, or it can be distributed over multiple network elements. Some or all of the modules can be selected according to actual needs to achieve the purpose of the solution of the present application. Those of ordinary skill in the art can understand and implement it without creative effort.
本领域内的技术人员应明白,本申请的实施例可提供为方法、系统、或计算机程序产品。因此,本申请可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本申请可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。As will be appreciated by those skilled in the art, the embodiments of the present application may be provided as a method, a system, or a computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment, or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein.
本申请是参照根据本申请实施例的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present application is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the present application. It will be understood that each flow and/or block in the flowchart illustrations and/or block diagrams, and combinations of flows and/or blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to the processor of a general purpose computer, special purpose computer, embedded processor or other programmable data processing device to produce a machine such that the instructions executed by the processor of the computer or other programmable data processing device produce Means for implementing the functions specified in a flow or flow of a flowchart and/or a block or blocks of a block diagram.
以上仅为本申请的实施例而已,并不用于限制本申请。对于本领域技术人员来说,本申请可以有各种更改和变化。凡在本申请的精神和原理之内所作的任何修改、等同替换、改进等,均应包含在本申请的权利要求范围之内。The above are merely examples of the present application, and are not intended to limit the present application. Various modifications and variations of this application are possible for those skilled in the art. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of this application shall be included within the scope of the claims of this application.
Claims (13)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202111612884.2A CN114282947B (en) | 2021-12-27 | 2021-12-27 | Live broadcast advertising resource delivery control method, system, device, equipment and storage medium |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202111612884.2A CN114282947B (en) | 2021-12-27 | 2021-12-27 | Live broadcast advertising resource delivery control method, system, device, equipment and storage medium |
Publications (2)
Publication Number | Publication Date |
---|---|
CN114282947A true CN114282947A (en) | 2022-04-05 |
CN114282947B CN114282947B (en) | 2025-04-11 |
Family
ID=80876299
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202111612884.2A Active CN114282947B (en) | 2021-12-27 | 2021-12-27 | Live broadcast advertising resource delivery control method, system, device, equipment and storage medium |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN114282947B (en) |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114612167A (en) * | 2022-05-12 | 2022-06-10 | 杭州桃红网络有限公司 | Method for establishing automatic advertisement shutdown model and automatic advertisement shutdown model |
CN118735596A (en) * | 2024-08-30 | 2024-10-01 | 阿里巴巴(成都)软件技术有限公司 | Advertisement generation method, computing device, storage medium and program product |
CN119048176A (en) * | 2024-08-17 | 2024-11-29 | 广州渠道无忧网络技术服务有限公司 | Method, system, equipment and medium for efficiently distributing advertisement resources of sponsors |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20060069614A1 (en) * | 2004-09-29 | 2006-03-30 | Sumit Agarwal | Managing on-line advertising using metrics such as return on investment and/or profit |
CN108564404A (en) * | 2018-04-09 | 2018-09-21 | 北京搜狐新媒体信息技术有限公司 | A kind of method and device of prediction investment in advertising return rate |
CN111667312A (en) * | 2020-06-08 | 2020-09-15 | 腾讯科技(深圳)有限公司 | Advertisement delivery method, related device, equipment and storage medium |
CN112184293A (en) * | 2020-09-17 | 2021-01-05 | 北京字节跳动网络技术有限公司 | Method, device, equipment and storage medium for adjusting information delivery cost |
CN113269595A (en) * | 2021-06-23 | 2021-08-17 | 南京网觉软件有限公司 | Advertisement delivery method and system based on real-time prediction ROI |
-
2021
- 2021-12-27 CN CN202111612884.2A patent/CN114282947B/en active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20060069614A1 (en) * | 2004-09-29 | 2006-03-30 | Sumit Agarwal | Managing on-line advertising using metrics such as return on investment and/or profit |
CN108564404A (en) * | 2018-04-09 | 2018-09-21 | 北京搜狐新媒体信息技术有限公司 | A kind of method and device of prediction investment in advertising return rate |
CN111667312A (en) * | 2020-06-08 | 2020-09-15 | 腾讯科技(深圳)有限公司 | Advertisement delivery method, related device, equipment and storage medium |
CN112184293A (en) * | 2020-09-17 | 2021-01-05 | 北京字节跳动网络技术有限公司 | Method, device, equipment and storage medium for adjusting information delivery cost |
CN113269595A (en) * | 2021-06-23 | 2021-08-17 | 南京网觉软件有限公司 | Advertisement delivery method and system based on real-time prediction ROI |
Non-Patent Citations (1)
Title |
---|
纪文迪等: "广告点击率估算技术综述", 华东师范大学学报(自然科学版), no. 3, 31 May 2013 (2013-05-31), pages 2 - 14 * |
Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114612167A (en) * | 2022-05-12 | 2022-06-10 | 杭州桃红网络有限公司 | Method for establishing automatic advertisement shutdown model and automatic advertisement shutdown model |
CN119048176A (en) * | 2024-08-17 | 2024-11-29 | 广州渠道无忧网络技术服务有限公司 | Method, system, equipment and medium for efficiently distributing advertisement resources of sponsors |
CN118735596A (en) * | 2024-08-30 | 2024-10-01 | 阿里巴巴(成都)软件技术有限公司 | Advertisement generation method, computing device, storage medium and program product |
CN118735596B (en) * | 2024-08-30 | 2025-01-24 | 阿里巴巴(成都)软件技术有限公司 | Advertisement generation method, computing device, storage medium and program product |
Also Published As
Publication number | Publication date |
---|---|
CN114282947B (en) | 2025-04-11 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN114282947A (en) | Live broadcast advertisement resource delivery control method, system, device, equipment and storage medium | |
US20200302175A1 (en) | System and method for augmenting casted content with augmented reality content | |
CN107967618B (en) | Online fraud detection system in electronic content exchange | |
US11757910B2 (en) | Methods, systems, and media for detecting fraudulent activity based on hardware events | |
CA2953988C (en) | Advertising platform for ad placement | |
US20210097601A1 (en) | Bid optimization | |
CN111091418B (en) | Virtual resource feedback method, device and storage medium | |
US11893602B2 (en) | Systems and methods for optimization of data element utilization according to multi-touch attribution | |
US20220172252A1 (en) | Advertising for a user device in a standby mode | |
CN111026994A (en) | Task evaluation information push method, system, device and storage medium | |
CN113949697B (en) | Data distribution method, device, electronic equipment and storage medium | |
US20130325594A1 (en) | Sponsored applications | |
US11941668B2 (en) | Ad exchange bid optimization with reinforcement learning | |
US11907970B2 (en) | Control system based on viewable attention | |
US20190102807A1 (en) | Automatically modifying a disrupted pacing plan for a digital content distribution campaign | |
KR102027409B1 (en) | Method and apparatus for detecting advertising fraud | |
JP2010182314A (en) | System and method for effectively utilizing transport structure in electronic network | |
US12106332B2 (en) | Advertising delivery control system | |
US12125053B2 (en) | Systems and methods for forecasting based on categorized user membership probability | |
US20200311174A1 (en) | Content serving service generated html content | |
CN106097045B (en) | Multimedia resource pushing method and device | |
CN115942050A (en) | Data processing method, device, electronic device and storage medium | |
US20170053322A1 (en) | Making and adjusting advertiser bids based on call center occupancy | |
CN120499454A (en) | Bullet screen control method, device, server and computer storage medium | |
CN113344619A (en) | Resource release control method, device, server and storage medium |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |