US20140279356A1 - Pairs trading system and method - Google Patents
Pairs trading system and method Download PDFInfo
- Publication number
- US20140279356A1 US20140279356A1 US14/191,152 US201414191152A US2014279356A1 US 20140279356 A1 US20140279356 A1 US 20140279356A1 US 201414191152 A US201414191152 A US 201414191152A US 2014279356 A1 US2014279356 A1 US 2014279356A1
- Authority
- US
- United States
- Prior art keywords
- leg
- pair
- pairs
- computer
- order
- 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
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
- G06Q40/04—Trading; Exchange, e.g. stocks, commodities, derivatives or currency exchange
Definitions
- Embodiments of the invention relate generally to financial trading systems and, more specifically, to a pairs trading system and method.
- Pairs trading is a strategy used by a trader to generate a return on investment by predicting a spread between two related securities, typically in the same sector, that tend to move together, wherein the trader takes a long position and a short position on the two related securities in the pair.
- pairs trading is conducted among securities in the same market or, when dealing with options, using the same underlying security.
- traders wanting to trade unrelated securities may only do so by submitting separate orders for each of the unrelated securities with the hope of executing both orders at the target parameters in the time period desired.
- the separate order approach for conducting a pairs trade exposes traders to inherent leg risks and liquidity fragmentation.
- FIG. 1 is a block diagram illustrating an exemplary computer network in which embodiments of the present invention may operate.
- FIG. 2 is a flow diagram illustrating an embodiment of a method for pairing unrelated securities from one or more asset classes.
- FIG. 3 is a flow diagram illustrating an embodiment of a method for trading pairs of unrelated securities from one or more asset classes.
- FIG. 4 illustrates a diagrammatic representation of a machine in the exemplary form of a computer system.
- Embodiments of the invention provide a system and methods for conducting cash equities pairs trading.
- the present invention also relate to an apparatus for performing the operations herein.
- This apparatus may be specially constructed for the required purposes or it may comprise a general purpose computer selectively activated or reconfigured by a computer program stored in the computer.
- a computer program may be stored in a computer readable storage medium, such as, but not limited to, any type of disk including floppy disks, optical disks, CD-ROMs and magnetic-optical disks, read-only memories (ROMs), random access memories (RAMs), EPROMs, EEPROMs, magnetic or optical cards, flash memory devices including universal serial bus (USB) storage devices (e.g., USB key devices) or any type of media suitable for storing electronic instructions, each of which may be coupled to a computer system bus.
- USB universal serial bus
- the present invention may be provided as a computer program product, or software, that may include a machine-readable medium having stored thereon instructions, which may be used to program a computer system (or other electronic devices) to perform a process according to the present invention.
- a machine-readable medium includes any mechanism for storing or transmitting information in a form readable by a machine (e.g., a computer).
- a machine-readable (e.g., computer-readable) medium includes a machine (e.g., a computer) readable storage medium (e.g., read only memory (“ROM”), random access memory (“RAM”), magnetic disk storage media, optical storage media, flash memory devices, etc.), a machine (e.g., computer) readable transmission medium (non-propagating electrical, optical, or acoustical signals), etc.
- FIG. 1 is a block diagram illustrating an exemplary computer network 100 in which embodiments of the present invention may operate.
- computer network 100 may be comprised of a pairs trading platform 130 , a plurality of trader computing devices 122 A- 122 N adapted to conduct trades, which may be collectively referred to herein as trading entities 120 , and market systems associated with regulating trading of a plurality of asset classes such as ETFs 142 , equities 144 , commodities 146 or any other suitable asset class, all of which may be collectively referred to herein as asset classes 140 .
- asset classes 140 such as ETFs 142 , equities 144 , commodities 146 or any other suitable asset class
- the computing devices of trading entities 120 and the market systems of asset classes 140 may be communicatively coupled to one or more networks (not shown) for transmitting and receiving trading-related data.
- Networks may be a private network (e.g., a local area network (LAN), wide area network (WAN), intranet, etc.) or a public network (e.g., the Internet).
- Pairs trading platform 130 may be comprised of one or more modules configured to enable and process orders relating to request for pairs trades received from trader entities 120 .
- pairs trading platform 130 may be comprised of a pairing module 132 and a trading engine module 134 , order books module 136 .
- Pairing module 132 may be configured to manage all aspects of creating and making available pre-defined pairs of unrelated securities for selection and trading by trader entities 120 .
- Trading engine module 134 may be configured to manage all aspects of routing and matching pairs trading orders received from trader entities 120 .
- Order books module 136 may be configured to manage all aspects of identifying and communicating with order books associated with the legs representing each of the securities in the pairs trade order received from trader entities 120 .
- pairs trading platform 130 may be configured with more or less modules to conduct the pairs trading methods described herein with reference to FIGS. 2 and 3 .
- each of corresponding methods 200 and 300 may be performed by processing logic that may comprise hardware (e.g., circuitry, dedicated logic, programmable logic, microcode, etc.), software (such as instructions run on a processing device), or a combination thereof.
- methods 200 and 300 may be performed by one or more processing components associated with modules 132 , 134 and 136 of pairs trading platform 130 .
- FIG. 2 is a flow diagram illustrating a method 200 for pairing unrelated securities from one or more asset classes, according to an embodiment of the invention.
- method 200 may be initiated upon receiving, at step 202 , a request to pair two legs of unrelated securities from different asset classes.
- a request may comprise pairing of Apple (AAPL) stock and Technology Select Sector SPDR (XLK), two unrelated securities from different asset classes (i.e., an equity and an ETF).
- XLK Technology Select Sector SPDR
- two legs of unrelated securities from the same asset class may also be paired.
- a request may comprise pairing of SPDR Gold Shares (GLD) and SPDR S&P 500 (SPY), two unrelated securities from a related asset class (i.e., ETFs).
- an initial determination may be made, at step 204 , to ascertain whether legs representative of each of the securities in the requested pairing may be traded together.
- pairing module 132 may check whether trading engine module 134 is configured to accommodate both legs of the unrelated securities identified in the requested pairing. If an affirmative determination is made at step 204 , then a second determination may be made, at step 206 , to ascertain whether sufficient liquidity is present in connection with each of the unrelated securities to accommodate the requested pairing.
- a third determination may be made, at step 208 , to ascertain whether an interesting relationship (e.g., criteria defining investor demand levels, trading patterns between the unrelated securities or any other applicable measure) exists between each of the unrelated securities to accommodate the requested pairing. Determinations relating to the presence of sufficient liquidity and an interesting relationship may be based on market-driven data received, for example, by pairs trading module 130 .
- an interesting relationship e.g., criteria defining investor demand levels, trading patterns between the unrelated securities or any other applicable measure
- pairing module 132 may be configured to deny, at step 212 , the requesting pairing.
- FIG. 3 is a flow diagram illustrating a method 300 for trading pairs of unrelated securities from one or more asset classes, according to an embodiment of the invention.
- method 300 may be initiated upon presenting, at step 302 , predefined pairs of unrelated securities from one or more asset classes. Selection of a predefined pair may be received, at step 304 , to open a pairs trade order. For example, trading entities 120 may search and select from a listing of predefined pairs of unrelated securities that are available for trading via pairs trading platform 130 .
- the trade order may be routed, at step 306 , to a pairs order book for orders received in connection with the predefined pair selected.
- the securities GLD and SPY may be provided as a predefined pair identified as “GLDSPY” and, upon selection, may be routed to a pairs order book provided for receiving orders relating to GLDSPY.
- the trade order is comprised of legs representative of each of the underlying securities in the predefined pair, it is received by the corresponding pairs order book as a single trade order (i.e., not separate orders for each leg in the pair).
- pairs trading platform 130 may attempt to match order parameters for each leg of the paired securities using other pairs trade orders in the pairs order book meeting the order parameters.
- pairs trading platform 130 may attempt to match order parameters through order books corresponding to the security represented by each leg in the pair.
- FIG. 4 illustrates a diagrammatic representation of a machine in the exemplary form of a computer system 400 within which a set of instructions, for causing the machine to perform any one or more of the methodologies discussed herein, may be executed.
- the machine may be connected (e.g., networked) to other machines in a local area network (LAN), an intranet, an extranet, or the Internet.
- the machine may operate in the capacity of a server or a client machine in a client-server network environment, or as a peer machine in a peer-to-peer (or distributed) network environment.
- the machine may be a personal computer (PC), a tablet PC, a set-top box (STB), a personal digital assistant (PDA), a cellular telephone, a web appliance, a server, a network router, switch or bridge, or any machine capable of executing a set of instructions (sequential or otherwise) that specify actions to be taken by that machine.
- PC personal computer
- PDA personal digital assistant
- STB set-top box
- WPA personal digital assistant
- a cellular telephone a web appliance
- server a server
- network router network router
- switch or bridge or any machine capable of executing a set of instructions (sequential or otherwise) that specify actions to be taken by that machine.
- machine shall also be taken to include any collection of machines that individually or jointly execute a set (or multiple sets) of instructions to perform any one or more of the methodologies discussed herein.
- the exemplary computer system 400 may be comprised of a processing device 402 , a main memory 404 (e.g., read-only memory (ROM), flash memory, dynamic random access memory (DRAM) (such as synchronous DRAM (SDRAM) or Rambus DRAM (RDRAM), etc.), a static memory 406 (e.g., flash memory, static random access memory (SRAM), etc.), and a data storage device 418 , which communicate with each other via a bus 430 .
- main memory 404 e.g., read-only memory (ROM), flash memory, dynamic random access memory (DRAM) (such as synchronous DRAM (SDRAM) or Rambus DRAM (RDRAM), etc.
- DRAM dynamic random access memory
- SDRAM synchronous DRAM
- RDRAM Rambus DRAM
- static memory 406 e.g., flash memory, static random access memory (SRAM), etc.
- SRAM static random access memory
- Processing device 402 represents one or more general-purpose processing devices such as a microprocessor, central processing unit, or the like. More particularly, the processing device may be complex instruction set computing (CISC) microprocessor, reduced instruction set computer (RISC) microprocessor, very long instruction word (VLIW) microprocessor, or processor implementing other instruction sets, or processors implementing a combination of instruction sets. Processing device 402 may also be one or more special-purpose processing devices such as an application specific integrated circuit (ASIC), a field programmable gate array (FPGA), a digital signal processor (DSP), network processor, or the like. Processing device 402 is configured to execute processing logic 426 for performing the operations and steps discussed herein.
- CISC complex instruction set computing
- RISC reduced instruction set computer
- VLIW very long instruction word
- Processing device 402 may also be one or more special-purpose processing devices such as an application specific integrated circuit (ASIC), a field programmable gate array (FPGA), a digital signal processor (DSP), network processor, or the like.
- Computer system 400 may further include a network interface device 408 .
- Computer system 400 also may include a video display unit 410 (e.g., a liquid crystal display (LCD) or a cathode ray tube (CRT)), an alphanumeric input device 412 (e.g., a keyboard), a cursor control device 414 (e.g., a mouse), and a signal generation device 416 (e.g., a speaker).
- a video display unit 410 e.g., a liquid crystal display (LCD) or a cathode ray tube (CRT)
- an alphanumeric input device 412 e.g., a keyboard
- a cursor control device 414 e.g., a mouse
- signal generation device 416 e.g., a speaker
- Data storage device 418 may include a machine-readable storage medium (or more specifically a computer-readable storage medium) 428 having one or more sets of instructions (e.g., software 422 ) embodying any one or more of the methodologies of functions described herein.
- software 422 may store instructions to conduct a cash equities pairs trade.
- Software 422 may also reside, completely or at least partially, within main memory 404 and/or within processing device 402 during execution thereof by computer system 400 ; main memory 404 and processing device 402 also constituting machine-readable storage media.
- Software 422 may further be transmitted or received over a network 420 via network interface device 408 .
- Machine-readable storage medium 428 may also be used to store instructions to conduct a cash equities pairs trade. While machine-readable storage medium 428 is shown in an exemplary embodiment to be a single medium, the term “machine-readable storage medium” should be taken to include a single medium or multiple media (e.g., a centralized or distributed database, and/or associated caches and servers) that store the one or more sets of instructions. The term “machine-readable storage medium” shall also be taken to include any medium that is capable of storing or encoding a set of instruction for execution by the machine and that causes the machine to perform any one or more of the methodologies of the present invention. The term “machine-readable storage medium” shall accordingly be taken to include, but not be limited to, solid-state memories, and optical and magnetic media.
Landscapes
- Business, Economics & Management (AREA)
- Accounting & Taxation (AREA)
- Finance (AREA)
- Engineering & Computer Science (AREA)
- Development Economics (AREA)
- Economics (AREA)
- Marketing (AREA)
- Strategic Management (AREA)
- Technology Law (AREA)
- Physics & Mathematics (AREA)
- General Business, Economics & Management (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Financial Or Insurance-Related Operations Such As Payment And Settlement (AREA)
Abstract
Description
- The present application claims the benefit of U.S. Provisional Patent Application No. 61/779,899, filed Mar. 13, 2013, which is hereby incorporated by reference herein in its entirety.
- Embodiments of the invention relate generally to financial trading systems and, more specifically, to a pairs trading system and method.
- Pairs trading is a strategy used by a trader to generate a return on investment by predicting a spread between two related securities, typically in the same sector, that tend to move together, wherein the trader takes a long position and a short position on the two related securities in the pair.
- Traditionally, pairs trading is conducted among securities in the same market or, when dealing with options, using the same underlying security. However, there is presently no trading system that provides for pair trading of unrelated securities from different asset classes. Thus, traders wanting to trade unrelated securities, possibly across different asset classes, may only do so by submitting separate orders for each of the unrelated securities with the hope of executing both orders at the target parameters in the time period desired. Unfortunately, the separate order approach for conducting a pairs trade exposes traders to inherent leg risks and liquidity fragmentation.
- Accordingly, there is a need for a trading platform adapted for pairs trading of unrelated securities from one or more asset classes using a single price movement provided by a single order approach.
- The present invention is illustrated by way of example, and not by way of limitation, and will become apparent upon consideration of the following detailed description, taken in conjunction with the accompanying drawings, in which like reference characters refer to like parts throughout, and in which:
-
FIG. 1 is a block diagram illustrating an exemplary computer network in which embodiments of the present invention may operate. -
FIG. 2 is a flow diagram illustrating an embodiment of a method for pairing unrelated securities from one or more asset classes. -
FIG. 3 is a flow diagram illustrating an embodiment of a method for trading pairs of unrelated securities from one or more asset classes. -
FIG. 4 illustrates a diagrammatic representation of a machine in the exemplary form of a computer system. - Embodiments of the invention provide a system and methods for conducting cash equities pairs trading.
- In the following description, numerous details are set forth. It will be apparent, however, to one skilled in the art, that the present invention may be practiced without these specific details. In some instances, well-known structures and devices are shown in block diagram form, rather than in detail, in order to avoid obscuring the present invention.
- Some portions of the detailed descriptions are presented in terms of algorithms and symbolic representations of operations on data bits within a computer memory. These algorithmic descriptions and representations are the means used by those skilled in the data processing arts to most effectively convey the substance of their work to others skilled in the art. An algorithm is here, and generally, conceived to be a self-consistent sequence of steps leading to a desired result. The steps are those requiring physical manipulations of physical quantities. Usually, though not necessarily, these quantities take the form of electrical or magnetic signals capable of being stored, transferred, combined, compared, and otherwise manipulated. It has proven convenient at times, principally for reasons of common usage, to refer to these signals as bits, values, elements, symbols, characters, terms, numbers, or the like.
- It should be borne in mind, however, that all of these and similar terms are to be associated with the appropriate physical quantities and are merely convenient labels applied to these quantities. Unless specifically stated otherwise, as apparent from the above discussion, it is appreciated that throughout the description, discussions utilizing terms such as “receiving”, “determining”, “creating”, “presenting”, “selecting”, “routing”, “matching”, “executing”, “filling”, “canceling”, “processing”, or the like, refer to the action and processes of a computer system, or similar electronic computing device, that manipulates and transforms data represented as physical (electronic) quantities within the computer system's registers and memories into other data similarly represented as physical quantities within the computer system memories or registers or other such information storage, transmission or display devices.
- The present invention also relate to an apparatus for performing the operations herein. This apparatus may be specially constructed for the required purposes or it may comprise a general purpose computer selectively activated or reconfigured by a computer program stored in the computer. Such a computer program may be stored in a computer readable storage medium, such as, but not limited to, any type of disk including floppy disks, optical disks, CD-ROMs and magnetic-optical disks, read-only memories (ROMs), random access memories (RAMs), EPROMs, EEPROMs, magnetic or optical cards, flash memory devices including universal serial bus (USB) storage devices (e.g., USB key devices) or any type of media suitable for storing electronic instructions, each of which may be coupled to a computer system bus.
- The algorithms and displays presented herein are not inherently related to any particular computer or other apparatus. Various general purpose systems may be used with programs in accordance with the teachings herein or it may prove convenient to construct more specialized apparatus to perform the required method steps. The required structure for a variety of these systems will be apparent from the description above. In addition, the present invention is not described with reference to any particular programming language. It will be appreciated that a variety of programming languages may be used to implement the teachings of the invention as described herein.
- The present invention may be provided as a computer program product, or software, that may include a machine-readable medium having stored thereon instructions, which may be used to program a computer system (or other electronic devices) to perform a process according to the present invention. A machine-readable medium includes any mechanism for storing or transmitting information in a form readable by a machine (e.g., a computer). For example, a machine-readable (e.g., computer-readable) medium includes a machine (e.g., a computer) readable storage medium (e.g., read only memory (“ROM”), random access memory (“RAM”), magnetic disk storage media, optical storage media, flash memory devices, etc.), a machine (e.g., computer) readable transmission medium (non-propagating electrical, optical, or acoustical signals), etc.
-
FIG. 1 is a block diagram illustrating an exemplary computer network 100 in which embodiments of the present invention may operate. Referring toFIG. 1 , computer network 100 may be comprised of apairs trading platform 130, a plurality oftrader computing devices 122A-122N adapted to conduct trades, which may be collectively referred to herein astrading entities 120, and market systems associated with regulating trading of a plurality of asset classes such asETFs 142, equities 144, commodities 146 or any other suitable asset class, all of which may be collectively referred to herein asasset classes 140. In one embodiment, the computing devices oftrading entities 120 and the market systems ofasset classes 140 may be communicatively coupled to one or more networks (not shown) for transmitting and receiving trading-related data. Networks may be a private network (e.g., a local area network (LAN), wide area network (WAN), intranet, etc.) or a public network (e.g., the Internet). -
Pairs trading platform 130 may be comprised of one or more modules configured to enable and process orders relating to request for pairs trades received fromtrader entities 120. For example,pairs trading platform 130 may be comprised of a pairing module 132 and atrading engine module 134,order books module 136. Pairing module 132 may be configured to manage all aspects of creating and making available pre-defined pairs of unrelated securities for selection and trading bytrader entities 120.Trading engine module 134 may be configured to manage all aspects of routing and matching pairs trading orders received fromtrader entities 120.Order books module 136 may be configured to manage all aspects of identifying and communicating with order books associated with the legs representing each of the securities in the pairs trade order received fromtrader entities 120. - Those skilled in the art will appreciate that pairs
trading platform 130 may be configured with more or less modules to conduct the pairs trading methods described herein with reference toFIGS. 2 and 3 . As illustrated inFIGS. 2 and 3 , each of 200 and 300 may be performed by processing logic that may comprise hardware (e.g., circuitry, dedicated logic, programmable logic, microcode, etc.), software (such as instructions run on a processing device), or a combination thereof. In one embodiment,corresponding methods 200 and 300 may be performed by one or more processing components associated withmethods 132, 134 and 136 ofmodules pairs trading platform 130. -
FIG. 2 is a flow diagram illustrating amethod 200 for pairing unrelated securities from one or more asset classes, according to an embodiment of the invention. Referring toFIG. 2 ,method 200 may be initiated upon receiving, atstep 202, a request to pair two legs of unrelated securities from different asset classes. For example, a request may comprise pairing of Apple (AAPL) stock and Technology Select Sector SPDR (XLK), two unrelated securities from different asset classes (i.e., an equity and an ETF). In another embodiment, two legs of unrelated securities from the same asset class may also be paired. For example, a request may comprise pairing of SPDR Gold Shares (GLD) and SPDR S&P 500 (SPY), two unrelated securities from a related asset class (i.e., ETFs). - Upon receiving a request to pair unrelated securities, an initial determination may be made, at
step 204, to ascertain whether legs representative of each of the securities in the requested pairing may be traded together. For example, pairing module 132 may check whethertrading engine module 134 is configured to accommodate both legs of the unrelated securities identified in the requested pairing. If an affirmative determination is made atstep 204, then a second determination may be made, atstep 206, to ascertain whether sufficient liquidity is present in connection with each of the unrelated securities to accommodate the requested pairing. If an affirmative determination is made atstep 206, then a third determination may be made, atstep 208, to ascertain whether an interesting relationship (e.g., criteria defining investor demand levels, trading patterns between the unrelated securities or any other applicable measure) exists between each of the unrelated securities to accommodate the requested pairing. Determinations relating to the presence of sufficient liquidity and an interesting relationship may be based on market-driven data received, for example, bypairs trading module 130. - When an affirmative determination is made at
204, 206 and 208, then the requested pairing of unrelated securities may be created, atsteps step 210, and made available for selection bytrader entities 120. However, if one or more of the determinations made at 204, 206 and 208 are not affirmed, then pairing module 132 may be configured to deny, at step 212, the requesting pairing.steps -
FIG. 3 is a flow diagram illustrating amethod 300 for trading pairs of unrelated securities from one or more asset classes, according to an embodiment of the invention. Referring toFIG. 3 ,method 300 may be initiated upon presenting, atstep 302, predefined pairs of unrelated securities from one or more asset classes. Selection of a predefined pair may be received, atstep 304, to open a pairs trade order. For example, tradingentities 120 may search and select from a listing of predefined pairs of unrelated securities that are available for trading viapairs trading platform 130. - After a predefined pair is selected and a corresponding pairs trade order is opened, the trade order may be routed, at
step 306, to a pairs order book for orders received in connection with the predefined pair selected. For example, the securities GLD and SPY may be provided as a predefined pair identified as “GLDSPY” and, upon selection, may be routed to a pairs order book provided for receiving orders relating to GLDSPY. Although the trade order is comprised of legs representative of each of the underlying securities in the predefined pair, it is received by the corresponding pairs order book as a single trade order (i.e., not separate orders for each leg in the pair). - Once the pairs trade order is entered into the corresponding pairs order book, an attempt may then be made, at
step 308, to match order parameters associated with each leg of the paired securities. In one embodiment, pairstrading platform 130 may attempt to match order parameters for each leg of the paired securities using other pairs trade orders in the pairs order book meeting the order parameters. In another embodiment, pairstrading platform 130 may attempt to match order parameters through order books corresponding to the security represented by each leg in the pair. - A determination may be made, at
step 310, to ascertain whether order parameters of both legs are met. If, and only if, order parameters associated with each leg of the paired securities are met, then may the pairs trade order be filled, atstep 316, thereby making a pairs trade order transaction riskless from an execution standpoint. If, however, order parameters associated with either leg of the paired securities are not met, then a determination may be made, atstep 312, to ascertain whether a time limit for conducting the pairs trade has expired. If the time period has not expired, pairstrading platform 130 may continue to attempt, atstep 308, matching the pairs trade order. If the time period has expired and the pairs trade order is not filled, the pairs trade order may be canceled, atstep 314. - It should be noted that the sequence of operations described in conjunction with
200 and 300 may be different from that illustrated, respectively, in correspondingmethods FIGS. 2 and 3 . For example, the operations atstep 208 may be executed before the operations atstep 206, as illustrated inmethod 200 ofFIG. 2 . -
FIG. 4 illustrates a diagrammatic representation of a machine in the exemplary form of acomputer system 400 within which a set of instructions, for causing the machine to perform any one or more of the methodologies discussed herein, may be executed. In alternative embodiments, the machine may be connected (e.g., networked) to other machines in a local area network (LAN), an intranet, an extranet, or the Internet. The machine may operate in the capacity of a server or a client machine in a client-server network environment, or as a peer machine in a peer-to-peer (or distributed) network environment. The machine may be a personal computer (PC), a tablet PC, a set-top box (STB), a personal digital assistant (PDA), a cellular telephone, a web appliance, a server, a network router, switch or bridge, or any machine capable of executing a set of instructions (sequential or otherwise) that specify actions to be taken by that machine. Further, while only a single machine is illustrated, the term “machine” shall also be taken to include any collection of machines that individually or jointly execute a set (or multiple sets) of instructions to perform any one or more of the methodologies discussed herein. - The
exemplary computer system 400 may be comprised of aprocessing device 402, a main memory 404 (e.g., read-only memory (ROM), flash memory, dynamic random access memory (DRAM) (such as synchronous DRAM (SDRAM) or Rambus DRAM (RDRAM), etc.), a static memory 406 (e.g., flash memory, static random access memory (SRAM), etc.), and adata storage device 418, which communicate with each other via abus 430. -
Processing device 402 represents one or more general-purpose processing devices such as a microprocessor, central processing unit, or the like. More particularly, the processing device may be complex instruction set computing (CISC) microprocessor, reduced instruction set computer (RISC) microprocessor, very long instruction word (VLIW) microprocessor, or processor implementing other instruction sets, or processors implementing a combination of instruction sets.Processing device 402 may also be one or more special-purpose processing devices such as an application specific integrated circuit (ASIC), a field programmable gate array (FPGA), a digital signal processor (DSP), network processor, or the like.Processing device 402 is configured to executeprocessing logic 426 for performing the operations and steps discussed herein. -
Computer system 400 may further include anetwork interface device 408.Computer system 400 also may include a video display unit 410 (e.g., a liquid crystal display (LCD) or a cathode ray tube (CRT)), an alphanumeric input device 412 (e.g., a keyboard), a cursor control device 414 (e.g., a mouse), and a signal generation device 416 (e.g., a speaker). -
Data storage device 418 may include a machine-readable storage medium (or more specifically a computer-readable storage medium) 428 having one or more sets of instructions (e.g., software 422) embodying any one or more of the methodologies of functions described herein. For example,software 422 may store instructions to conduct a cash equities pairs trade.Software 422 may also reside, completely or at least partially, withinmain memory 404 and/or withinprocessing device 402 during execution thereof bycomputer system 400;main memory 404 andprocessing device 402 also constituting machine-readable storage media.Software 422 may further be transmitted or received over anetwork 420 vianetwork interface device 408. - Machine-
readable storage medium 428 may also be used to store instructions to conduct a cash equities pairs trade. While machine-readable storage medium 428 is shown in an exemplary embodiment to be a single medium, the term “machine-readable storage medium” should be taken to include a single medium or multiple media (e.g., a centralized or distributed database, and/or associated caches and servers) that store the one or more sets of instructions. The term “machine-readable storage medium” shall also be taken to include any medium that is capable of storing or encoding a set of instruction for execution by the machine and that causes the machine to perform any one or more of the methodologies of the present invention. The term “machine-readable storage medium” shall accordingly be taken to include, but not be limited to, solid-state memories, and optical and magnetic media. - Whereas many alterations and modifications of the present invention will no doubt become apparent to a person of ordinary skill in the art after having read the foregoing description, it is to be understood that any particular embodiment described and shown by way of illustration is in no way intended to be considered limiting. Therefore, references to details of various embodiments are not intended to limit the scope of the claims, which in themselves recite only those features regarded as the invention.
Claims (12)
Priority Applications (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US14/191,152 US20140279356A1 (en) | 2013-03-13 | 2014-02-26 | Pairs trading system and method |
| US14/548,908 US11416929B2 (en) | 2013-03-13 | 2014-11-20 | Pairs trading system and method |
| US14/657,002 US10853878B2 (en) | 2013-03-13 | 2015-03-13 | Pairs trading system and method |
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201361779899P | 2013-03-13 | 2013-03-13 | |
| US14/191,152 US20140279356A1 (en) | 2013-03-13 | 2014-02-26 | Pairs trading system and method |
Related Child Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US14/548,908 Continuation US11416929B2 (en) | 2013-03-13 | 2014-11-20 | Pairs trading system and method |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| US20140279356A1 true US20140279356A1 (en) | 2014-09-18 |
Family
ID=51532557
Family Applications (3)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US14/191,152 Pending US20140279356A1 (en) | 2013-03-13 | 2014-02-26 | Pairs trading system and method |
| US14/548,908 Active 2034-04-25 US11416929B2 (en) | 2013-03-13 | 2014-11-20 | Pairs trading system and method |
| US14/657,002 Active US10853878B2 (en) | 2013-03-13 | 2015-03-13 | Pairs trading system and method |
Family Applications After (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US14/548,908 Active 2034-04-25 US11416929B2 (en) | 2013-03-13 | 2014-11-20 | Pairs trading system and method |
| US14/657,002 Active US10853878B2 (en) | 2013-03-13 | 2015-03-13 | Pairs trading system and method |
Country Status (1)
| Country | Link |
|---|---|
| US (3) | US20140279356A1 (en) |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20210312549A1 (en) * | 2020-04-01 | 2021-10-07 | Top Clan LLC | Systems and Methods for Universal Custom Pairs Trading |
Families Citing this family (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US8589278B2 (en) * | 2009-09-30 | 2013-11-19 | Trading Technologies International, Inc. | System and method for using order modifiers in relation to trading strategies |
| WO2021230443A1 (en) * | 2020-05-13 | 2021-11-18 | 주식회사 트루테크놀로지스 | Method, system, and non-transitory computer-readable recording medium for supporting asset transaction |
Citations (34)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20010044770A1 (en) * | 2000-04-10 | 2001-11-22 | Christopher Keith | Platform for market programs and trading programs |
| US6347307B1 (en) * | 1999-06-14 | 2002-02-12 | Integral Development Corp. | System and method for conducting web-based financial transactions in capital markets |
| US20040254804A1 (en) * | 2002-10-30 | 2004-12-16 | Boston Options Exchange Group, Llc | Price improvement processor for electronic trading of financial instruments |
| KR100519086B1 (en) * | 2003-07-09 | 2005-10-05 | 박경양 | Internet advertising system and method of slot machine using image advertisement |
| WO2006042019A2 (en) * | 2004-10-06 | 2006-04-20 | Permabit, Inc. | A storage system for randomly named blocks of data |
| US20060089899A1 (en) * | 2004-10-25 | 2006-04-27 | Durkin Bryan T | Intra-day matching message system and method |
| US20070005484A1 (en) * | 2000-06-01 | 2007-01-04 | Henri Waelbroeck | Systems and methods for providing anonymous requests for quotes for financial instruments |
| US7231363B1 (en) * | 1999-12-29 | 2007-06-12 | Wall Corporation | Method and system for rebrokering orders in a trading system |
| US20090271308A1 (en) * | 2008-04-28 | 2009-10-29 | International Securities Exchange, Llc | Complex order leg synchronization |
| US20100017323A1 (en) * | 2008-07-16 | 2010-01-21 | Carla Git Ying Wong | Method and System for Trading Combinations of Financial Instruments |
| US7668881B1 (en) * | 2004-06-01 | 2010-02-23 | Netapp, Inc. | System and method for associating NIS attributes with CIFS clients |
| US20100205080A1 (en) * | 2009-02-09 | 2010-08-12 | Instinet, Inc. | Method and system for conducting computer-assisted transactions |
| US20100274702A1 (en) * | 2008-07-01 | 2010-10-28 | Ilan Tzroya | Console, System and Method for Providing an Interface to a Financial Market Trading System or to a Financial Market Based Gaming System |
| US20110040669A1 (en) * | 2009-08-17 | 2011-02-17 | Darren Lee | Automated spread trading system |
| US20110145126A1 (en) * | 2009-12-15 | 2011-06-16 | Trading Technologies International, Inc. | Dynamic Selection of a Quoting Leg Based on Liquidity |
| US7966249B1 (en) * | 2006-02-10 | 2011-06-21 | Icap Services North America Llc | Block trading system and method |
| US20110238555A1 (en) * | 2004-07-12 | 2011-09-29 | Rosenthal Collins Group, Llc | Method and system for electronic trading from smart phones and tablet computers |
| CA2810089A1 (en) * | 2010-09-30 | 2012-04-19 | Trading Technologies International, Inc. | Systems and methods for using a stacker order in an electronic trading environment |
| US20120265666A1 (en) * | 2011-04-13 | 2012-10-18 | Trueex Group Llc | Method and system for interest rate swaps |
| DE202009018704U1 (en) * | 2008-12-01 | 2012-11-15 | Lg Electronics Inc. | Mobile terminal |
| US8341059B1 (en) * | 2008-11-03 | 2012-12-25 | Breakwater Trading, LLC | System, method and apparatus for creating and executing inter-exchange spread instruments |
| US20130006827A1 (en) * | 2011-06-29 | 2013-01-03 | Waldstock Ltd | Group based trading methods |
| US20130090957A1 (en) * | 2011-10-05 | 2013-04-11 | Robert Popkey | Waiting line transaction management system and method |
| US8494952B2 (en) * | 2005-12-20 | 2013-07-23 | Bgc Partners, Inc. | System and method for processing composite trading orders |
| US20130198054A1 (en) * | 2011-02-02 | 2013-08-01 | Chicago Mercantile Exchange Inc. | Trade Matching Platform with Variable Pricing Based on Clearing Relationships |
| US20130311346A1 (en) * | 2012-05-21 | 2013-11-21 | Deutsche Borse Ag | Computer-implemented matching method and engine |
| US8601479B2 (en) * | 2009-09-28 | 2013-12-03 | International Business Machines Corporation | Systems and methods for multi-leg transaction processing |
| US20130325686A1 (en) * | 2010-12-17 | 2013-12-05 | Algomi Ltd. | Anonymous transaction platform |
| US8626637B1 (en) * | 2006-09-28 | 2014-01-07 | Gfi Group, Inc. | Apparatus, method and system for providing an electronic marketplace to join a trade for credit default swaps and other financial interests, and to deal-by-volume for the interests |
| US20140032388A1 (en) * | 2009-09-15 | 2014-01-30 | Chicago Mercantile Exchange Inc. | Transformation of a Multi-Leg Security Definition for Calculation of Implied Orders in an Electronic Trading System |
| US20140082550A1 (en) * | 2012-09-18 | 2014-03-20 | Michael William Farmer | Systems and methods for integrated query and navigation of an information resource |
| US8788885B1 (en) * | 2011-09-23 | 2014-07-22 | Amazon Technologies, Inc. | Intermediary for testing content and applications |
| CA2661337C (en) * | 2006-09-22 | 2021-11-30 | Seshadri Sundaram | Template based matching |
| US20230281260A1 (en) * | 2011-06-17 | 2023-09-07 | Robert Osann, Jr. | Internet Search Results Annotation, Filtering, and Advertising with respect to Search Term Elements |
Family Cites Families (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6035287A (en) | 1997-12-17 | 2000-03-07 | Omega Consulting, Inc. | Method and apparatus for bundled asset trading |
| US7412415B2 (en) | 2001-11-29 | 2008-08-12 | Morgan Stanley | Pair trading system and method |
| US7685040B2 (en) * | 2003-06-11 | 2010-03-23 | Morgan Stanley | Investment methods and systems for use in association with a pairs trading strategy |
| US7904371B2 (en) | 2003-06-27 | 2011-03-08 | Jpmorgan Chase Bank, N.A. | Method and system for initiating pairs trading across multiple markets having automatic foreign exchange price hedge |
| US7921050B1 (en) * | 2006-10-30 | 2011-04-05 | Credit Suisse Securities (Usa) Llc | System and method for analyzing data associated with statistical arbitrage |
| US20090089202A1 (en) * | 2007-09-28 | 2009-04-02 | Fidessa Corporation | Algorithmic order management tool for trading financial instruments |
| EP2297689A4 (en) | 2008-05-26 | 2013-01-09 | Superderivatives Inc | Device, system, and method of automatic financial-instrument management |
| KR101862539B1 (en) | 2010-03-26 | 2018-05-31 | 가부시키가이샤 한도오따이 에네루기 켄큐쇼 | Semiconductor device |
-
2014
- 2014-02-26 US US14/191,152 patent/US20140279356A1/en active Pending
- 2014-11-20 US US14/548,908 patent/US11416929B2/en active Active
-
2015
- 2015-03-13 US US14/657,002 patent/US10853878B2/en active Active
Patent Citations (34)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6347307B1 (en) * | 1999-06-14 | 2002-02-12 | Integral Development Corp. | System and method for conducting web-based financial transactions in capital markets |
| US7231363B1 (en) * | 1999-12-29 | 2007-06-12 | Wall Corporation | Method and system for rebrokering orders in a trading system |
| US20010044770A1 (en) * | 2000-04-10 | 2001-11-22 | Christopher Keith | Platform for market programs and trading programs |
| US20070005484A1 (en) * | 2000-06-01 | 2007-01-04 | Henri Waelbroeck | Systems and methods for providing anonymous requests for quotes for financial instruments |
| US20040254804A1 (en) * | 2002-10-30 | 2004-12-16 | Boston Options Exchange Group, Llc | Price improvement processor for electronic trading of financial instruments |
| KR100519086B1 (en) * | 2003-07-09 | 2005-10-05 | 박경양 | Internet advertising system and method of slot machine using image advertisement |
| US7668881B1 (en) * | 2004-06-01 | 2010-02-23 | Netapp, Inc. | System and method for associating NIS attributes with CIFS clients |
| US20110238555A1 (en) * | 2004-07-12 | 2011-09-29 | Rosenthal Collins Group, Llc | Method and system for electronic trading from smart phones and tablet computers |
| WO2006042019A2 (en) * | 2004-10-06 | 2006-04-20 | Permabit, Inc. | A storage system for randomly named blocks of data |
| US20060089899A1 (en) * | 2004-10-25 | 2006-04-27 | Durkin Bryan T | Intra-day matching message system and method |
| US8494952B2 (en) * | 2005-12-20 | 2013-07-23 | Bgc Partners, Inc. | System and method for processing composite trading orders |
| US7966249B1 (en) * | 2006-02-10 | 2011-06-21 | Icap Services North America Llc | Block trading system and method |
| CA2661337C (en) * | 2006-09-22 | 2021-11-30 | Seshadri Sundaram | Template based matching |
| US8626637B1 (en) * | 2006-09-28 | 2014-01-07 | Gfi Group, Inc. | Apparatus, method and system for providing an electronic marketplace to join a trade for credit default swaps and other financial interests, and to deal-by-volume for the interests |
| US20090271308A1 (en) * | 2008-04-28 | 2009-10-29 | International Securities Exchange, Llc | Complex order leg synchronization |
| US20100274702A1 (en) * | 2008-07-01 | 2010-10-28 | Ilan Tzroya | Console, System and Method for Providing an Interface to a Financial Market Trading System or to a Financial Market Based Gaming System |
| US20100017323A1 (en) * | 2008-07-16 | 2010-01-21 | Carla Git Ying Wong | Method and System for Trading Combinations of Financial Instruments |
| US8341059B1 (en) * | 2008-11-03 | 2012-12-25 | Breakwater Trading, LLC | System, method and apparatus for creating and executing inter-exchange spread instruments |
| DE202009018704U1 (en) * | 2008-12-01 | 2012-11-15 | Lg Electronics Inc. | Mobile terminal |
| US20100205080A1 (en) * | 2009-02-09 | 2010-08-12 | Instinet, Inc. | Method and system for conducting computer-assisted transactions |
| US20110040669A1 (en) * | 2009-08-17 | 2011-02-17 | Darren Lee | Automated spread trading system |
| US20140032388A1 (en) * | 2009-09-15 | 2014-01-30 | Chicago Mercantile Exchange Inc. | Transformation of a Multi-Leg Security Definition for Calculation of Implied Orders in an Electronic Trading System |
| US8601479B2 (en) * | 2009-09-28 | 2013-12-03 | International Business Machines Corporation | Systems and methods for multi-leg transaction processing |
| US20110145126A1 (en) * | 2009-12-15 | 2011-06-16 | Trading Technologies International, Inc. | Dynamic Selection of a Quoting Leg Based on Liquidity |
| CA2810089A1 (en) * | 2010-09-30 | 2012-04-19 | Trading Technologies International, Inc. | Systems and methods for using a stacker order in an electronic trading environment |
| US20130325686A1 (en) * | 2010-12-17 | 2013-12-05 | Algomi Ltd. | Anonymous transaction platform |
| US20130198054A1 (en) * | 2011-02-02 | 2013-08-01 | Chicago Mercantile Exchange Inc. | Trade Matching Platform with Variable Pricing Based on Clearing Relationships |
| US20120265666A1 (en) * | 2011-04-13 | 2012-10-18 | Trueex Group Llc | Method and system for interest rate swaps |
| US20230281260A1 (en) * | 2011-06-17 | 2023-09-07 | Robert Osann, Jr. | Internet Search Results Annotation, Filtering, and Advertising with respect to Search Term Elements |
| US20130006827A1 (en) * | 2011-06-29 | 2013-01-03 | Waldstock Ltd | Group based trading methods |
| US8788885B1 (en) * | 2011-09-23 | 2014-07-22 | Amazon Technologies, Inc. | Intermediary for testing content and applications |
| US20130090957A1 (en) * | 2011-10-05 | 2013-04-11 | Robert Popkey | Waiting line transaction management system and method |
| US20130311346A1 (en) * | 2012-05-21 | 2013-11-21 | Deutsche Borse Ag | Computer-implemented matching method and engine |
| US20140082550A1 (en) * | 2012-09-18 | 2014-03-20 | Michael William Farmer | Systems and methods for integrated query and navigation of an information resource |
Non-Patent Citations (3)
| Title |
|---|
| DE 20 2009 018 704 U1 by LG Electronics = English translation (Year: 2009) * |
| Institutional Ownership and Return Predictability Across Economically Unrelated Stocks; 67 pages; July 13, 2012, by George Gao, et al. * |
| KR "100519086" by 박경양 (Year: 2004) * |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20210312549A1 (en) * | 2020-04-01 | 2021-10-07 | Top Clan LLC | Systems and Methods for Universal Custom Pairs Trading |
Also Published As
| Publication number | Publication date |
|---|---|
| US10853878B2 (en) | 2020-12-01 |
| US20150187007A1 (en) | 2015-07-02 |
| US11416929B2 (en) | 2022-08-16 |
| US20150081513A1 (en) | 2015-03-19 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| Johnson | Decentralized finance: Regulating cryptocurrency exchanges | |
| Bertrand et al. | The relevance of political affinity for the initial acquisition premium in cross‐border acquisitions | |
| US20220067834A1 (en) | Method, system and non-transitory computer-readable recording medium for supporting asset transactions | |
| US20250292328A1 (en) | Execution of co-dependent transactions in a transaction processing system | |
| Adrian et al. | A multi-currency exchange and contracting platform | |
| Zhang | Developing cross-border blockchain financial transactions under the belt and road initiative | |
| US20140095371A1 (en) | Timing-based trade matching | |
| Crouhy et al. | The impact of fintechs on financial intermediation: A functional approach | |
| Wang et al. | Mandatory adoption of XBRL and foreign institutional investors' holdings: Evidence from China | |
| Agur et al. | Tokenization and financial market inefficiencies | |
| Dell'Erba | Crypto-trading platforms as exchanges | |
| US10853878B2 (en) | Pairs trading system and method | |
| US20240242279A1 (en) | Dynamic format electronic confirmations | |
| Ochirova et al. | The effect of fintech M&As on short-term stock return in the context of macroeconomic environment | |
| US20160132967A1 (en) | Device, method and system of automatically defining a financial instrument | |
| US10198768B2 (en) | Order message flow routing engine and method | |
| Surve et al. | The Governance Layer of The Leading Defi Protocols: A Review of The Literature | |
| Shri et al. | Blockchain technology-based industrial internet of things: research challenges | |
| US11244399B2 (en) | Intelligent portfolio replication | |
| Dang | Technology in fintech-how trends shape finance | |
| KR102775716B1 (en) | Method, system and non-transitory computer-readable recording medium for supporting asset transactions based on accounts | |
| US11308553B2 (en) | Systems and methods for prevention of manipulation and gaming in electronic intraday auctions | |
| Peria et al. | Tokenization and Financial Market Inefficiencies | |
| Gamba | Initial Coin Offering: from blockchain technology to a new method of raising capital. | |
| Mancini-Griffoli et al. | A Multi-Currency Exchange and Contracting Platform |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| AS | Assignment |
Owner name: NYSE GROUP, INC., NEW YORK Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:HALLER, THOMAS F.;REEL/FRAME:032306/0928 Effective date: 20131114 |
|
| STCV | Information on status: appeal procedure |
Free format text: ON APPEAL -- AWAITING DECISION BY THE BOARD OF APPEALS |
|
| STCV | Information on status: appeal procedure |
Free format text: BOARD OF APPEALS DECISION RENDERED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: DOCKETED NEW CASE - READY FOR EXAMINATION |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: NON FINAL ACTION MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: FINAL REJECTION MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: DOCKETED NEW CASE - READY FOR EXAMINATION |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: NON FINAL ACTION MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: RESPONSE TO NON-FINAL OFFICE ACTION ENTERED AND FORWARDED TO EXAMINER |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: NON FINAL ACTION MAILED |
|
| STCV | Information on status: appeal procedure |
Free format text: NOTICE OF APPEAL FILED |
|
| STCV | Information on status: appeal procedure |
Free format text: APPEAL BRIEF (OR SUPPLEMENTAL BRIEF) ENTERED AND FORWARDED TO EXAMINER |
|
| STCV | Information on status: appeal procedure |
Free format text: EXAMINER'S ANSWER TO APPEAL BRIEF MAILED |
|
| STCV | Information on status: appeal procedure |
Free format text: ON APPEAL -- AWAITING DECISION BY THE BOARD OF APPEALS |
|
| STCV | Information on status: appeal procedure |
Free format text: BOARD OF APPEALS DECISION RENDERED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: DOCKETED NEW CASE - READY FOR EXAMINATION |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: NON FINAL ACTION MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: RESPONSE TO NON-FINAL OFFICE ACTION ENTERED AND FORWARDED TO EXAMINER |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: FINAL REJECTION MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: DOCKETED NEW CASE - READY FOR EXAMINATION |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: NON FINAL ACTION MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: RESPONSE TO NON-FINAL OFFICE ACTION ENTERED AND FORWARDED TO EXAMINER |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: FINAL REJECTION MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: NON FINAL ACTION MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: RESPONSE TO NON-FINAL OFFICE ACTION ENTERED AND FORWARDED TO EXAMINER |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: FINAL REJECTION COUNTED, NOT YET MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: FINAL REJECTION MAILED |
|
| STPP | Information on status: patent application and granting procedure in general |
Free format text: FINAL REJECTION MAILED |