CN111831907A - Blockchain-based search fair sorting method, device and medium - Google Patents
Blockchain-based search fair sorting method, device and medium Download PDFInfo
- Publication number
- CN111831907A CN111831907A CN202010579493.4A CN202010579493A CN111831907A CN 111831907 A CN111831907 A CN 111831907A CN 202010579493 A CN202010579493 A CN 202010579493A CN 111831907 A CN111831907 A CN 111831907A
- Authority
- CN
- China
- Prior art keywords
- search
- voting
- results
- blockchain
- fair
- 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.)
- Pending
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/953—Querying, e.g. by the use of web search engines
- G06F16/9535—Search customisation based on user profiles and personalisation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
- G06F16/2462—Approximate or statistical queries
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/27—Replication, distribution or synchronisation of data between databases or within a distributed database system; Distributed database system architectures therefor
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/953—Querying, e.g. by the use of web search engines
- G06F16/9538—Presentation of query results
Landscapes
- Engineering & Computer Science (AREA)
- Databases & Information Systems (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Probability & Statistics with Applications (AREA)
- Computing Systems (AREA)
- Fuzzy Systems (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Computational Linguistics (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
Description
技术领域technical field
本发明涉及计算机领域,具体涉及了一种基于区块链的搜索公平排序方法、装置及介质。The present invention relates to the field of computers, in particular to a method, device and medium for fair sorting of searches based on blockchain.
背景技术Background technique
搜索引擎的地位在整个互联网中举足轻重,可以称为互联网的基础设施之一。在整个搜索引擎的体系中,对搜索结果进行排序的算法是关系到用户最终搜索体验的核心算法。The position of search engine plays a pivotal role in the entire Internet and can be called one of the infrastructures of the Internet. In the entire search engine system, the algorithm for sorting search results is the core algorithm that is related to the user's final search experience.
目前主流的搜索引擎,搜索排序的机制主要是采用PageRank、HITS等相关算法,这是一种基于网页间链接分析的排序算法,同时也考虑如下因素:网页内容与关键词或者用户搜索意图的相关度;网页的时效性和内容质量;网站的权威性和访问速度等。In the current mainstream search engines, the search ranking mechanism mainly adopts PageRank, HITS and other related algorithms, which is a ranking algorithm based on the analysis of links between web pages, and also considers the following factors: the correlation between web page content and keywords or user search intent degree; timeliness and content quality of web pages; website authority and access speed, etc.
但是,传统的方式无法摆脱两个弊端:However, the traditional way cannot get rid of two drawbacks:
其一,网站针对搜索引擎排序算法的作弊行为,即SEO或者SEM。这种做法使得很多实际上内容质量不佳的网站的内容,被排在了优秀内容的前面。First, the cheating behavior of the website against the search engine ranking algorithm, that is, SEO or SEM. This practice has resulted in the content of many sites that actually have poor content being ranked ahead of good content.
其二,当前,无论采用什么样的算法,搜索引擎的排序结果最终是由搜索引擎服务商控制的。Second, at present, no matter what kind of algorithm is used, the ranking results of the search engine are ultimately controlled by the search engine service provider.
发明内容SUMMARY OF THE INVENTION
本发明的目的在于至少解决现有技术中存在的技术问题之一,提供了一种基于区块链的搜索公平排序方法、装置及介质,采用用户对搜索结果的投票评价作为搜索排序模型重要因子的方法,并且通过区块链技术对用户的投票群体验证和激励,确保用户投票的真实性。The purpose of the present invention is to solve at least one of the technical problems existing in the prior art, and to provide a blockchain-based search fair sorting method, device and medium, using the user's voting evaluation on the search results as an important factor of the search sorting model method, and through blockchain technology to verify and incentivize users' voting groups to ensure the authenticity of user votes.
本发明的技术方案包括一种基于区块链的搜索公平排序方法,其特征在于:S100,对搜索引擎的若干个搜索结果进行获取,将所述搜索结果分发至区块链中的多个客户端,统计所述客户端的投票信息;S200,将符合设定要求的投票结果及其对应搜索结果存入所述区块链,其中投票信息包括投票过程及投票结果;S300,根据所述投票结果对所述搜索结果进行重新排序。The technical solution of the present invention includes a blockchain-based search fair sorting method, characterized in that: S100, acquiring several search results of a search engine, and distributing the search results to multiple customers in the blockchain terminal, count the voting information of the client; S200, store the voting results that meet the set requirements and their corresponding search results into the blockchain, wherein the voting information includes the voting process and voting results; S300, according to the voting results Reorder the search results.
根据所述基于区块链的搜索公平排序方法,其中S100包括:S110,随机选取所述区块链中若干客户端发送所述搜索结果;S120,在每条搜索结果后创建对应的投票按钮,并统计客户端的投票结果。According to the blockchain-based search fair sorting method, S100 includes: S110, randomly selecting several clients in the blockchain to send the search results; S120, creating a corresponding voting button after each search result, And count the voting results of the client.
根据所述基于区块链的搜索公平排序方法,其中区块链配置为基于超级账本的双链架构,所述双链架构包括通证链和数据链,所述通证链用于记录客户端的奖励和交易,所述数据链用于存储所述投票过程及所述投票结果。According to the blockchain-based search fair sorting method, wherein the blockchain is configured as a hyperledger-based dual-chain architecture, the dual-chain architecture includes a token chain and a data chain, and the token chain is used to record the client's Rewards and transactions, the data chain is used to store the voting process and the voting results.
根据所述基于区块链的搜索公平排序方法,其中S200包括:将不高于所述设定要求的投票结果进行舍弃,将所述搜索结果作为最终搜索结果;将高于所述设定要求的投票结果对应的搜索结果存入所述数据链,并通过所述通证链向所述客户端对应的账户转入若干通证。According to the blockchain-based search fair sorting method, S200 includes: discarding the voting results that are not higher than the set requirements, and using the search results as the final search results; The search results corresponding to the voting results are stored in the data chain, and several tokens are transferred to the account corresponding to the client through the token chain.
根据所述基于区块链的搜索公平排序方法,其中S300包括:S310,定时从所述数据链同步所述客户端的所述投票信息;S320,将所述客户端的投票作为新的因子,加入到原有的搜索排序模型中;S330,重新计算所述搜索结果针对对应查询词的排序分;S340,根据所述排序分的顺序,通过所述客户端的交互界面展示重新排序的最终搜索结果。According to the blockchain-based search fair sorting method, S300 includes: S310, regularly synchronizing the voting information of the client from the data chain; S320, adding the client's vote as a new factor to the In the original search ranking model; S330, recalculate the ranking points of the search results for the corresponding query words; S340, display the re-ranked final search results through the interactive interface of the client according to the order of the ranking scores.
本发明的技术方案还包括一种基于区块链的搜索公平排序装置,该装置包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,其特征在于,所述处理器执行所述计算机程序时实现上述任一的方法步骤。The technical solution of the present invention also includes a blockchain-based search fair ranking device, the device includes a memory, a processor, and a computer program stored in the memory and running on the processor, characterized in that: The processor implements any of the above method steps when executing the computer program.
本发明的技术方案还包括一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,其特征在于,所述处理器执行所述计算机程序时实现上述任一的方法步骤。The technical solution of the present invention further includes a computer-readable storage medium, wherein the computer-readable storage medium stores a computer program, characterized in that, when the processor executes the computer program, any one of the above-mentioned method steps is implemented.
本发明的有益效果为:解决目前搜索排序机制,面临的低质内容源的作弊行为,和搜索服务商出于对自身内容保护的不公正排序。从而,为用户提供一个从用户搜索需求出发且公正的搜索排序机制。The beneficial effects of the present invention are as follows: solving the current search sorting mechanism, the cheating behavior of low-quality content sources, and the unfair sorting of search service providers for their own content protection. Thus, the user is provided with a fair search ranking mechanism based on the user's search needs.
附图说明Description of drawings
下面结合附图和实施例对本发明进一步地说明;Below in conjunction with accompanying drawing and embodiment, the present invention is further described;
图1所示为根据本发明实施方式的总体流程图;Figure 1 shows an overall flow chart according to an embodiment of the present invention;
图2所示为根据本发明实施方式的交互示意图;FIG. 2 is a schematic diagram of interaction according to an embodiment of the present invention;
图3所示为根据本发明实施方式的整体流程示意图;FIG. 3 is a schematic diagram of an overall flow according to an embodiment of the present invention;
图4所示为根据本发明实施方式的介质装置图。FIG. 4 shows a diagram of a medium device according to an embodiment of the present invention.
具体实施方式Detailed ways
本部分将详细描述本发明的具体实施例,本发明之较佳实施例在附图中示出,附图的作用在于用图形补充说明书文字部分的描述,使人能够直观地、形象地理解本发明的每个技术特征和整体技术方案,但其不能理解为对本发明保护范围的限制。This part will describe the specific embodiments of the present invention in detail, and the preferred embodiments of the present invention are shown in the accompanying drawings. Each technical feature and overall technical solution of the invention should not be construed as limiting the protection scope of the invention.
在本发明的描述中,若干的含义是一个或者多个,多个的含义是两个以上,大于、小于、超过等理解为不包括本数,以上、以下、以内等理解为包括本数。In the description of the present invention, the meaning of several is one or more, the meaning of multiple is two or more, greater than, less than, exceeding, etc. are understood as not including this number, above, below, within, etc. are understood as including this number.
在本发明的描述中,对方法步骤的连续标号是为了方便审查和理解,结合本发明的整体技术方案以及各个步骤之间的逻辑关系,调整步骤之间的实施顺序并不会影响本发明技术方案所达到的技术效果。In the description of the present invention, the consecutive numbers on the method steps are for the convenience of review and understanding. In combination with the overall technical solution of the present invention and the logical relationship between the various steps, adjusting the execution order of the steps will not affect the technology of the present invention. The technical effect achieved by the program.
图1所示为根据本发明实施方式的总体流程图,该流程包括:S100,对搜索引擎的若干个搜索结果进行获取,将搜索结果分发至区块链中的多个客户端,统计客户端的投票信息;S200,将符合设定要求的投票结果及其对应搜索结果存入区块链,其中投票信息包括投票过程及投票结果;S300,根据投票结果对搜索结果进行重新排序。Fig. 1 shows an overall flow chart according to an embodiment of the present invention, the process includes: S100, acquiring several search results of a search engine, distributing the search results to multiple clients in the blockchain, and counting the client's Voting information; S200, save the voting results that meet the set requirements and their corresponding search results into the blockchain, where the voting information includes the voting process and voting results; S300, reorder the search results according to the voting results.
图2所示为根据本发明实施方式的交互示意图,该图具体流程介绍如下:FIG. 2 is a schematic diagram of interaction according to an embodiment of the present invention, and the specific flow of the figure is described as follows:
用户对符合其搜索需求的结果进行投票,系统随机选出若干用户对其投票进行确认,如果超过三分之二,则该用户投票结果被系统接收,并记录在区块链中,系统对投票成功的用户和参与确认的用户,进行区块链通证的奖励。投票的过程和结果透明可见且不可篡改,确保了其公正性。而后,将用户投票结果作为搜索结果排序的高权重因子,更新排序模型。主要包括三个阶段:用户对搜索结果进行投票及确认;投票过程和结果上链保存;搜索引擎定期从区块链中同步投票结果,并更新搜索排序。Users vote for the results that meet their search needs, and the system randomly selects a number of users to confirm their votes. If more than two-thirds of the users vote, the user's voting results are received by the system and recorded in the blockchain, and the system votes Successful users and users who participate in confirmation will be rewarded with blockchain tokens. The voting process and results are transparent and immutable, ensuring its impartiality. Then, the ranking model is updated by using the user voting results as a high weight factor for ranking search results. It mainly includes three stages: the user votes and confirms the search results; the voting process and results are saved on the chain; the search engine periodically synchronizes the voting results from the blockchain and updates the search ranking.
用户对搜索结果进行投票及确认。在搜索结果的列表中,针对每一条搜索结果设置一个投票按钮,用户可以针对符合自己搜索需求且质量最高的搜索结果进行投票。系统随机选择的若干用户,对该用户的投票进行确认,若大多数用户认同该用户的投票,则视为投票成功。Users vote and confirm search results. In the list of search results, a voting button is set for each search result, and users can vote for the search results that meet their search needs and have the highest quality. A number of users randomly selected by the system will confirm the user's vote. If the majority of users agree with the user's vote, the vote will be deemed successful.
投票过程和结果上链保存。本方法采用双链架构的区块链方案,即数据链和通证链并行,数据链用于存储投票数据,通证链用于记录对用户的奖励和交易。通证具有实际经济价值,可作为广告主在搜索引擎平台上投放广告的代币。The voting process and results are stored on the chain. This method adopts a blockchain scheme with a dual-chain architecture, that is, the data chain and the token chain are parallel, the data chain is used to store voting data, and the token chain is used to record rewards and transactions to users. The token has actual economic value and can be used as a token for advertisers to place advertisements on the search engine platform.
投票用户的奖励方式:用户的投票如果通过了随机群体用户的投票确认,则该用户获得奖励;如果不通过,则不奖励该用户。Reward method for voting users: if the user's vote is confirmed by the random group of users, the user will be rewarded; if not, the user will not be rewarded.
投票确认用户的奖励方式:如果大多数人认为该投票有效,则认为有效的用户获得奖励,认为投票无效的用户没有奖励;反之同理,如果大多数人认为该投票无效,则认为无效的用户获得奖励,认为有效的用户没有奖励。Voting to confirm the user's reward method: if the majority of people think the vote is valid, the valid users will be rewarded, and the users who think the vote is invalid will not be rewarded; conversely, if the majority of people think the vote is invalid, the invalid users will be considered Get rewarded, no reward for users who are considered valid.
搜索引擎定期从区块链中同步投票结果,并更新搜索排序。系统实时同步记录在数据链中的用户投票数据计算排序因子,并结合传统排序因子定期更新排序模型,从而改善最终的搜索结果。The search engine periodically synchronizes the voting results from the blockchain and updates the search ranking. The system calculates the ranking factor by synchronizing the user voting data recorded in the data chain in real time, and regularly updates the ranking model in combination with the traditional ranking factor, thereby improving the final search results.
用户对搜索结果的投票,反映了其真实搜索需求以及搜索结果对需求满足的程度,将这些因素作为较高权重,加入到排序模型中,能够很好地提升用户的搜索体验,而且避免了低质网站的作弊行为。而通证激励和群体确认的方法,也保证了用户不会随意进行投票。Users' votes on search results reflect their real search needs and the degree to which search results satisfy their needs. Adding these factors as higher weights to the ranking model can greatly improve the user's search experience and avoid low-level search results. cheating on quality websites. The methods of token incentives and group confirmation also ensure that users will not vote at will.
图3所示为根据本发明实施方式的整体流程示意图,该实施例包括以下流程:3 shows a schematic diagram of an overall flow according to an embodiment of the present invention, and this embodiment includes the following flow:
(1)修改现有的搜索结果列表,在每一条搜索结果的旁边,添加投票按钮。(1) Modify the existing search result list and add a voting button next to each search result.
(2)基于目前成熟的区块链技术搭建数据链和通证链。数据链采用开源的“超级账本”方案;通证链基于以太坊开发智能合约来实现。(2) Build a data chain and a token chain based on the current mature blockchain technology. The data chain adopts the open source "super ledger" scheme; the pass chain is realized based on the development of smart contracts on Ethereum.
(3)将某用户的投票信息,通过系统消息推送,通知若干随机挑选的用户,进行二次确认。(3) Push the voting information of a certain user through the system message to notify a number of randomly selected users for secondary confirmation.
(4)调用数据链的接口,经过二次确认后的投票信息被记录在数据链上。(4) The interface of the data chain is called, and the voting information after the second confirmation is recorded on the data chain.
(5)调用通证链的接口,向投票用户和参与确认的用户的账户,转入若干通证,进行激励。(5) Call the interface of the token chain, and transfer a number of tokens to the accounts of voting users and users participating in confirmation for incentives.
(6)同步程序定时从数据链同步用户的投票数据。(6) The synchronization program regularly synchronizes the user's voting data from the data link.
(7)用户投票作为一个新的因子,加入到原有的搜索排序模型中。(7) User votes are added to the original search ranking model as a new factor.
(8)重新计算搜索结果针对某个查询词的排序分。(8) Recalculate the ranking score of the search result for a certain query word.
(9)根据排序分的顺序,向搜索用户展示搜索结果.(9) Display the search results to the search user according to the order of the sorting points.
图4所示为根据本发明实施方式的装置示意图。装置包括存储器100及处理器200,其中处理器200存储有计算机程序,计算机程序用于执行:对搜索引擎的若干个搜索结果进行获取,将搜索结果分发至区块链中的多个客户端,统计客户端的投票信息;将符合设定要求的投票结果及其对应搜索结果存入区块链,其中投票信息包括投票过程及投票结果;根据投票结果对搜索结果进行重新排序。其中,存储器100用于存储计算机程序运行时的数据。Figure 4 shows a schematic diagram of an apparatus according to an embodiment of the present invention. The device includes a
上面结合附图对本发明实施例作了详细说明,但是本发明不限于上述实施例,在技术领域普通技术人员所具备的知识范围内,还可以在不脱离本发明宗旨的前提下做出各种变化。The embodiments of the present invention have been described in detail above in conjunction with the accompanying drawings, but the present invention is not limited to the above-mentioned embodiments, and within the scope of knowledge possessed by those of ordinary skill in the technical field, various Variety.
Claims (7)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010579493.4A CN111831907A (en) | 2020-06-23 | 2020-06-23 | Blockchain-based search fair sorting method, device and medium |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010579493.4A CN111831907A (en) | 2020-06-23 | 2020-06-23 | Blockchain-based search fair sorting method, device and medium |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN111831907A true CN111831907A (en) | 2020-10-27 |
Family
ID=72898063
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202010579493.4A Pending CN111831907A (en) | 2020-06-23 | 2020-06-23 | Blockchain-based search fair sorting method, device and medium |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN111831907A (en) |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2023046045A1 (en) * | 2021-09-23 | 2023-03-30 | 马山河 | Fair evaluation system and method |
Citations (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1991829A (en) * | 2005-12-29 | 2007-07-04 | 陈亚斌 | Searching method of search engine system |
| CN101201843A (en) * | 2006-12-12 | 2008-06-18 | 国际商业机器公司 | Method and computer system for searching |
| CN107294727A (en) * | 2017-05-22 | 2017-10-24 | 联动优势科技有限公司 | A kind of electronic voting method, terminal device and block chain network |
| CN110020091A (en) * | 2018-10-16 | 2019-07-16 | 陕西医链区块链集团有限公司 | Medical search engine system based on block chain |
| WO2019175837A1 (en) * | 2018-03-16 | 2019-09-19 | Koch Industries, Inc. | Access controlled distributed ledger system for asset management |
| CN110337647A (en) * | 2018-12-29 | 2019-10-15 | 阿里巴巴集团控股有限公司 | Visual block chain browser |
| CN110377839A (en) * | 2019-07-25 | 2019-10-25 | 北京艾摩瑞策科技有限公司 | By the search data recommendation method and its device of block chain |
| CN110517401A (en) * | 2018-05-21 | 2019-11-29 | 触信(厦门)智能科技有限公司 | A kind of ballot statistical method of panorama block chain |
| CN110569675A (en) * | 2019-09-18 | 2019-12-13 | 上海海事大学 | A multi-agent transaction information protection method based on blockchain technology |
-
2020
- 2020-06-23 CN CN202010579493.4A patent/CN111831907A/en active Pending
Patent Citations (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1991829A (en) * | 2005-12-29 | 2007-07-04 | 陈亚斌 | Searching method of search engine system |
| CN101201843A (en) * | 2006-12-12 | 2008-06-18 | 国际商业机器公司 | Method and computer system for searching |
| CN107294727A (en) * | 2017-05-22 | 2017-10-24 | 联动优势科技有限公司 | A kind of electronic voting method, terminal device and block chain network |
| WO2019175837A1 (en) * | 2018-03-16 | 2019-09-19 | Koch Industries, Inc. | Access controlled distributed ledger system for asset management |
| CN110517401A (en) * | 2018-05-21 | 2019-11-29 | 触信(厦门)智能科技有限公司 | A kind of ballot statistical method of panorama block chain |
| CN110020091A (en) * | 2018-10-16 | 2019-07-16 | 陕西医链区块链集团有限公司 | Medical search engine system based on block chain |
| CN110337647A (en) * | 2018-12-29 | 2019-10-15 | 阿里巴巴集团控股有限公司 | Visual block chain browser |
| CN110377839A (en) * | 2019-07-25 | 2019-10-25 | 北京艾摩瑞策科技有限公司 | By the search data recommendation method and its device of block chain |
| CN110569675A (en) * | 2019-09-18 | 2019-12-13 | 上海海事大学 | A multi-agent transaction information protection method based on blockchain technology |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2023046045A1 (en) * | 2021-09-23 | 2023-03-30 | 马山河 | Fair evaluation system and method |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN108595535B (en) | Knowledge question-answering system and method based on same-root double-chain block chain | |
| Liu et al. | Predicting best answerers for new questions in community question answering | |
| US12101280B2 (en) | Providing responses in an event-related session | |
| Zhou et al. | Exploiting user profile information for answer ranking in cqa | |
| Lommatzsch et al. | Real-time recommendations for user-item streams | |
| CN102663101A (en) | Sina microblog-based user grade sequencing algorithm | |
| US7603343B2 (en) | Quality of web search results using a game | |
| EP2095264A2 (en) | Dynamic characterization of nodes in a semantic network | |
| US20090298594A1 (en) | Media/tag-based word games | |
| TW201241651A (en) | Optimizing internet campaigns | |
| Antenucci et al. | Ringtail: Feature Selection For Easier Nowcasting. | |
| CN110222010B (en) | Blockchain-based paper preservation method, device and computer-readable storage medium | |
| Xuewei | Quantitative research on the evolution stages of we-media network public opinion based on a logistic equation | |
| CN111831907A (en) | Blockchain-based search fair sorting method, device and medium | |
| US20130097235A1 (en) | Online or offline virtual honor system | |
| CN110019786A (en) | Topic sending method, the topic list ordering method and device of Web Community | |
| Hunter | Celebrity entrepreneurship and celebrity endorsement: Similarities, differences and the effect of deeper engagement | |
| CN104657390B (en) | A kind of answer platform method and system | |
| Bhattacharjee et al. | Algorithms and incentives for robust ranking | |
| CN101789018B (en) | Method and device for retrieving webpage | |
| Davis et al. | 14. Candidate, News Media, and Social Media Messaging in the Early Stages of the 2020 Democratic Presidential Primary | |
| JP7189435B2 (en) | Contribution calculation system, registration device, contribution calculation device, contribution calculation method, and contribution calculation program | |
| CN118861260A (en) | A method, system, device and storage medium for constructing a large model multi-round dialogue | |
| Birukov et al. | Implicit: A recommender system that uses implicit knowledge to produce suggestions | |
| CN114610979A (en) | Community platform content ordering method, system, terminal 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 | ||
| RJ01 | Rejection of invention patent application after publication | ||
| RJ01 | Rejection of invention patent application after publication |
Application publication date: 20201027 |