Mastercard International IncorporatedDownload PDFPatent Trials and Appeals BoardAug 17, 20212021000426 (P.T.A.B. Aug. 17, 2021) Copy Citation UNITED STATES PATENT AND TRADEMARK OFFICE UNITED STATES DEPARTMENT OF COMMERCE United States Patent and Trademark Office Address: COMMISSIONER FOR PATENTS P.O. Box 1450 Alexandria, Virginia 22313-1450 www.uspto.gov APPLICATION NO. FILING DATE FIRST NAMED INVENTOR ATTORNEY DOCKET NO. CONFIRMATION NO. 15/374,751 12/09/2016 Christopher John Merz 21652-00812 9795 75564 7590 08/17/2021 DANIEL M. FITZGERALD (21652) ARMSTRONG TEASDALE LLP 7700 Forsyth Boulevard Suite 1800 St. Louis, MO 63105 EXAMINER SEIBERT, CHRISTOPHER B ART UNIT PAPER NUMBER 3625 NOTIFICATION DATE DELIVERY MODE 08/17/2021 ELECTRONIC Please find below and/or attached an Office communication concerning this application or proceeding. The time period for reply, if any, is set in the attached communication. Notice of the Office communication was sent electronically on above-indicated "Notification Date" to the following e-mail address(es): USpatents@armstrongteasdale.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE ____________ BEFORE THE PATENT TRIAL AND APPEAL BOARD ____________ Ex parte CHRISTOPHER JOHN MERZ, WALTER F. LO FARO, and PENG YANG ____________ Appeal 2021-000426 Application 15/374,751 Technology Center 3600 ____________ Before ANTON W. FETTING, BRUCE T. WIEDER, and TARA L. HUTCHINGS, Administrative Patent Judges. WIEDER, Administrative Patent Judge. DECISION ON APPEAL Appellant1 seeks review under 35 U.S.C. § 134 from the Examiner’s final rejection of claims 1, 3–12, and 14–20. We have jurisdiction under 35 U.S.C. § 6(b). We AFFIRM. 1 We use the word “Appellant” to refer to “applicant” as defined in 37 C.F.R. § 1.42. Appellant identifies the real party in interest as Mastercard International Incorporated. (Appeal Br. 1.) Appeal 2021-000426 Application 15/374,751 2 CLAIMED SUBJECT MATTER Appellant’s invention relates to a system and method for recommending a merchant. (Spec., Abstract.) Claims 1, 12, and 16 are the independent claims on appeal. Claim 1 is illustrative. It recites: 1. A computer-based method for recommending a merchant, the method implemented using a recommender computer device coupled to a memory device, the method comprising: receiving financial transaction data documenting financial transactions between a plurality of account holders and a plurality of merchants; extracting a list of merchants from the plurality of merchants in the financial transaction data; generating a merchant correspondence matrix having dimensions (i, j), wherein the dimension i is associated with the list of merchants and the dimension j is also associated with the list of merchants; populating each cell (i, j) of the merchant correspondence matrix based on a number of co-visits of merchant i and merchant j, wherein each co-visit is defined as a respective one of the account holders having at least one of the documented financial transactions at merchant i and at least one of the documented financial transactions at merchant j; receiving a query for a recommendation of a merchant from an account holder or other user; and generating a ranked list of merchants using a recommender module, wherein the recommender module applies at least one iteration of a user preference vector to the merchant correspondence matrix to obtain the ranked list. REJECTIONS Claims 1, 3–12, and 14–20 are rejected under 35 U.S.C. § 101 as directed to a judicial exception without significantly more. Appeal 2021-000426 Application 15/374,751 3 Claims 1, 3–12, and 14–20 are rejected under 35 U.S.C. § 103 as unpatentable in view of Kim (US 2014/0372338 A1, pub. Dec. 18, 2014) and Chang (US 2013/0246120 A1, pub. Sept. 19, 2013). ANALYSIS The § 101 rejection “Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title.” 35 U.S.C. § 101. Section 101, however, “contains an important implicit exception: Laws of nature, natural phenomena, and abstract ideas are not patentable.” Alice Corp. v. CLS Bank Int’l, 573 U.S. 208, 216 (2014) (quoting Ass’n for Molecular Pathology v. Myriad Genetics, Inc., 569 U.S. 576, 589 (2013)). Alice applies a two-step framework, earlier set out in Mayo Collaborative Services v. Prometheus Laboratories, Inc., 566 U.S. 66 (2012), “for distinguishing patents that claim laws of nature, natural phenomena, and abstract ideas from those that claim patent-eligible applications of those concepts.” Alice, 573 U.S. at 217. Under the two-step framework, it must first be determined if “the claims at issue are directed to a patent-ineligible concept.” Id. at 218. If the claims are determined to be directed to a patent-ineligible concept, e.g., an abstract idea, then the second step of the framework is applied to determine if “the elements of the claim . . . contain[] an ‘ “inventive concept” ’ sufficient to ‘transform’ the claimed abstract idea into a patent-eligible application.” Id. at 221 (citing Mayo, 566 U.S. at 72–73, 79). Appeal 2021-000426 Application 15/374,751 4 With regard to step one of the Alice framework, we apply a “directed to” two-prong test to: 1) evaluate whether the claim recites a judicial exception, and 2) if the claim recites a judicial exception, evaluate whether the claim “appl[ies], rel[ies] on, or use[s] the judicial exception in a manner that imposes a meaningful limit on the judicial exception, such that the claim is more than a drafting effort designed to monopolize the judicial exception.” See USPTO, 2019 Revised Patent Subject Matter Eligibility Guidance, 84 Fed. Reg. 50, 54 (Jan. 7, 2019) (hereinafter “2019 Guidance”). The Examiner determines that the steps of claim 1 “set forth a procedure for organizing human activity, such as by performing commercial interactions including marketing activity and business relations. This is because the claim recites the steps performed in order to recommend a merchant.” (Final Action 3.) The Examiner determines that claim 1 “recite[s] receiving financial transaction data between account holders and merchants, receiving a query for a recommendation of a merchant, and generating a list of merchants for recommendation. All of the steps recited by the claim[] are directed to marketing activity for recommending a merchant.” (Advisory Action dated Feb. 28, 2020.) Appellant argues that [c]laim 1 recites extracting a list of merchants from financial transaction data (for transactions that previously occurred), building and populating a specific matrix data structure based on the list of merchants and detected visits of a given cardholder to multiple merchants in the list, and using the specifically designed matrix to create an ordered ranking of merchants. Importantly, the Office Action fails to identify any claim step above in which a commercial transaction is conducted or a merchant is advertised or marketed to a consumer. (Appeal Br. 5–6.) Appeal 2021-000426 Application 15/374,751 5 Under step one of the Alice framework, we “look at the ‘focus of the claimed advance over the prior art’ to determine if the claim’s ‘character as a whole’ is directed to excluded subject matter.” Affinity Labs of Tx., LLC v. DIRECTV, LLC, 838 F.3d 1253, 1257 (Fed. Cir. 2016) (quoting Elec. Power Grp., LLC v. Alstom S.A., 830 F.3d 1350, 1353 (Fed. Cir. 2016)). The “directed to” inquiry . . . cannot simply ask whether the claims involve a patent-ineligible concept, because essentially every routinely patent-eligible claim involving physical products and actions involves a law of nature and/or natural phenomenon . . . . Rather, the “directed to” inquiry applies a stage-one filter to claims, considered in light of the specification, based on whether “their character as a whole is directed to excluded subject matter.” Internet Patents Corp. v. Active Network, Inc., 790 F.3d 1343, 1346 (Fed. Cir. 2015). Enfish, LLC v. Microsoft Corp., 822 F.3d 1327, 1335 (Fed. Cir. 2016). In other words, the first step of the Alice framework “asks whether the focus of the claims is on the specific asserted improvement in [the relevant technology] or, instead, on a process that qualifies as an ‘abstract idea’ for which computers are invoked merely as a tool.” Id. at 1335–36; see also 2019 Guidance at 54–55. The Specification provides evidence as to what the claimed invention is directed. In this case, the Specification discloses that the invention relates to “[a] method and system for recommending a merchant.” (Spec, Abstract.) Claim 1 provides further evidence. Claim 1 recites “[a] computer-based method for recommending a merchant . . . comprising: receiving financial transaction data,” “extracting a list of merchants from . . . the financial transaction data,” “generating a merchant correspondence matrix,” “populating each cell (i, j) of the merchant correspondence matrix,” Appeal 2021-000426 Application 15/374,751 6 “receiving a query for a recommendation of a merchant,” “and generating a ranked list of merchants.” In other words, claim 1 recites receiving data, analyzing/manipulating data (extracting a list of merchants and generating a merchant correspondence matrix), storing data (populating the matrix), receiving data (receiving a query), and analyzing/manipulating data (generating a ranked list). Receiving, analyzing, manipulating, and storing data have been determined to be directed to an abstract idea. See, e.g., Univ. of Fla. Research Found., Inc. v. General Elec. Co., 916 F.3d 1363, 1368 (Fed. Cir. 2019) (claims “directed to the abstract idea of ‘collecting, analyzing, manipulating, and displaying data’”), FairWarning IP, LLC v. Iatric Sys., Inc., 839 F.3d 1089, 1093–94 (Fed. Cir. 2016) (determining “that the ‘realm of abstract ideas’ includes ‘collecting information, including when limited to particular content’” as well as analyzing and presenting information), Content Extraction & Transmission LLC v. Wells Fargo Bank, Nat’l Ass’n, 776 F.3d 1343, 1347 (Fed. Cir. 2014) (treating as an abstract idea “1) collecting data, 2) recognizing certain data within the collected data set, and 3) storing that recognized data”), Bridge & Post, Inc. v. Verizon Commc’ns, Inc., 778 F. App’x 882, 886–87 (Fed. Cir. 2019) (obtaining information, analyzing the information, and presenting customized information based on the analyzed information determined to be directed to an abstract idea), Cyberfone Sys., LLC v. CNN Interactive Grp., Inc., 558 F. App’x 988 (Fed. Cir. 2014) (claims directed to organizing, storing, and transmitting information determined to be directed to an abstract idea). Claim 1 recites that the method is “computer-based,” and claim 1 generically recites “a recommender computer device coupled to a memory Appeal 2021-000426 Application 15/374,751 7 device” and “a recommender module.”2 But claim 1 does not recite how these computer components receive financial transaction data, how they extract a list of merchants from the financial transaction data, how they generate the matrix, how they receive a query, or how they generate the ranked list. The inquiry as to whether the claims are directed to an abstract idea “often turns on whether the claims focus on ‘the specific asserted improvement in computer capabilities . . . or, instead, on a process that qualifies as an “abstract idea” for which computers are invoked merely as a tool.’” Finjan, Inc. v. Blue Coat Sys., Inc., 879 F.3d 1299, 1303 (Fed. Cir. 2018) (quoting Enfish, LLC, 822 F.3d at 1335–36). Here, the computing devices, i.e., the generically recited processors, memory devices, and computer system, are invoked merely as tools. “As many cases make clear, even if a process of collecting and analyzing information is ‘limited to particular content’ or a particular ‘source,’ that limitation does not make the collection and analysis other than abstract.” SAP Am., Inc. v. InvestPic, LLC, 898 F.3d 1161, 1168 (Fed. Cir. 2018). The “character of [the] information simply invokes a separate category of abstract ideas.” Id. Moreover, “[a] claim does not cease to be abstract for section 101 purposes simply because the claim confines the 2 The Specification discloses that the recommender system comprises one or more generically recited processors coupled to one or more generically recited memory devices. (Spec. ¶ 6; see also id. ¶ 13 (disclosing that the claimed system may be “executed on a single computer system, without requiring a connection to a sever [sic] computer.”).) We note that the Specification includes two sets of paragraphs numbered 1–15. Unless otherwise stated, we refer to the second set of paragraph numbers. Appeal 2021-000426 Application 15/374,751 8 abstract idea to a particular technological environment in order to effectuate a real-world benefit.” In re Mohapatra, 842 F. App’x 635, 638 (Fed. Cir. 2021). Nonetheless, Appellant argues that “the first prong analysis considers whether the claim includes steps that expressly and actively recite the underlying subcategory of organizing human activity.” (Appeal Br. 6.) Appellant further argues that “[t]he decisive factor is here is [sic] simply that no active steps reciting the conduct of a commercial transaction or a recommendation of a merchant are included in Appellant’s Claim 1.” (Id. at 6–7.) As noted above, claim 1 recites a “method for recommending a merchant . . . comprising: receiving financial transaction data,” “extracting a list of merchants,” “generating a merchant correspondence matrix,” “populating . . . the merchant correspondence matrix,” “receiving a query for a recommendation of a merchant,” “and generating a ranked list of merchants.” In other words, sales/merchant related data is stored in a two- dimensional (i x j) matrix, and in response to a query for a recommendation of a merchant, a ranked list of merchants is generated using the matrix data. To the extent Appellant’s argument is that claim 1 does not recite the additional step of providing the list to the querying party, i.e., there is “no active step” of providing a recommendation of a merchant, we do not find this argument persuasive. The lack of such an additional step does not change our determination that claim 1 recites a method for recommending a merchant. This is an example of marketing or sales activities or behaviors, i.e., certain methods of organizing human activity. (See 2019 Guidance; see also Final Action 3.) Appeal 2021-000426 Application 15/374,751 9 Appellant argues that the specification makes apparent to one of ordinary skill that the particular structure of the merchant correspondence matrix, and the algorithm used to construct it, render a method that was computationally intractable (in a computer implementation) when scaled up to a large number of data points into one that can be applied to “hundreds of thousands or millions of transactions” using computer hardware of the form shown in FIG. 5. (See paragraphs [0021] and [0076].) An improvement to a predictive model that transforms a problem previously intractable on a computer into one that can be executed by a computer in a relevant time frame qualifies as an improvement to the functioning of the computer. (Reply Br. 2.) We do not find this argument persuasive. As an initial matter, we note that Appellant’s argument is not commensurate with the scope of the claim. The claim is not limited to “hundreds of thousands or millions of transactions.” The claim includes, e.g., just a few transactions. Nor do we find claim 1 to be an improvement in the functioning of the computer. The computer is simply relied upon to perform routine tasks, e.g., receiving, analyzing, and storing data, more quickly. “But relying on a computer to perform routine tasks more quickly or more accurately is insufficient to render a claim patent eligible.” OIP Techs., Inc. v. Amazon.com, Inc., 788 F.3d 1359, 1363 (Fed. Cir. 2015). Moreover, “[e]ven if we accept [Appellant’s] assertions, the claimed invention merely improves the abstract concept . . . using a computer only as a tool. This is not what the Supreme Court meant by improving the functioning of the computer itself nor is it consistent with [the Federal Circuit’s] precedent applying this concept.” Customedia Techs., LLC v. Dish Network Corp., 951 F.3d 1359, 1363 (Fed. Cir. 2020). Appeal 2021-000426 Application 15/374,751 10 We do not find any indication in the Specification that the claimed invention effects a transformation or reduction of a particular article to a different state or thing. Nor do we find anything of record that attributes an improvement in computer technology or functionality to the claimed invention or that otherwise indicates that the claimed invention “appl[ies], rel[ies] on, or use[s] the judicial exception in a manner that imposes a meaningful limit on the judicial exception, such that the claim is more than a drafting effort designed to monopolize the judicial exception.” (See 2019 Guidance at 54–55.) Therefore, under prong one of the two prong test in the 2019 Guidance, claim 1 recites an abstract idea, i.e., certain methods of organizing human activity; and, under prong two, additional elements in claim 1 do not “apply, rely on, or use the judicial exception in a manner that imposes a meaningful limit on the judicial exception, such that the claim is more than a drafting effort designed to monopolize the judicial exception.” (See 2019 Guidance at 54.) As such, under step one of the Alice framework, claim 1 is directed to an abstract idea, and we move to step two. Step two of the Alice framework has been described “as a search for an ‘ “inventive concept” ’ –i.e., an element or combination of elements that is ‘sufficient to ensure that the patent in practice amounts to significantly more than a patent upon the [ineligible concept] itself.’” Alice, 573 U.S. at 217–18 (alteration in original) (quoting Mayo, 566 U.S. at 72–73). Taking the claim elements separately, the functions performed in claim 1 by the generic computer components are purely conventional. Receiving, analyzing, manipulating, and storing data are well-understood, routine, and conventional functions previously known to the industry. See Appeal 2021-000426 Application 15/374,751 11 Elec. Power Grp., 830 F.3d at 1356 (The claims “do not include any requirement for performing the claimed functions of gathering, analyzing, and displaying in real time by use of anything but entirely conventional, generic technology. The claims therefore do not state an arguably inventive concept . . . .”); see also Intellectual Ventures I LLC v. Symantec Corp., 838 F.3d 1307, 1318 (Fed. Cir. 2016) (determining receiving, processing, and sending data to be well-known, generic computer-implemented steps), Versata Dev. Grp., Inc. v. SAP Am., Inc., 793 F.3d 1306, 1335 (Fed. Cir. 2015) (determining claims requiring “arranging, storing, retrieving, sorting, eliminating, determining” to “involve the normal, basic functions of a computer” and to be “conventional, routine, and well-known”), In re Katz Interactive Call Processing Patent Litig., 639 F.3d 1303, 1316 (Fed. Cir. 2011) (“Absent a possible narrower construction of the terms ‘processing,’ ‘receiving,’ and ‘storing,’ . . . those functions can be achieved by any general purpose computer without special programming.”). Nonetheless, Appellant argues that there is no evidence that generating a merchant correspondence matrix which includes the same list of merchants on each dimension of the matrix, populating the cells of the matrix based on the number of co-visits of a merchant i and a merchant j, and applying at least one iteration of a user preference vector to the matrix to obtain a ranked list of merchants, as recited in Claims 1, 12, and 16, is well understood, routine, or conventional. (Appeal Br. 10.) We do not find this argument persuasive. Appellant’s argument relies on the ineligible concept itself to establish that the claim recites an inventive concept. But “[i]t has been clear since Alice that a claimed invention’s use of the ineligible concept to which it is directed cannot supply the inventive Appeal 2021-000426 Application 15/374,751 12 concept that renders the invention ‘significantly more’ than that ineligible concept.” BSG Tech LLC v. BuySeasons, Inc., 899 F.3d 1281, 1290 (Fed. Cir. 2018). In other words, “[i]f a claim’s only ‘inventive concept’ is the application of an abstract idea using conventional and well-understood techniques, the claim has not been transformed into a patent-eligible application of an abstract idea.” Id. at 1290–91. The claimed invention is, at most, an improvement to the performance of the abstract idea; in this case, an improvement to the marketing and business practice of recommending a merchant, i.e., certain methods of organizing human activity, rather than to an improvement in, e.g., computer technology itself. (See supra; see also 2019 Guidance at 52.) Considered as an ordered combination, the generic computer components of Appellant’s claimed invention add nothing that is not already present when the limitations are considered separately. For example, claim 1 does not purport to improve the functioning of the computer components themselves. Nor does it effect an improvement in any other technology or technical field. Instead, claim 1 amounts to nothing significantly more than an instruction to apply the abstract idea using generic computer components performing routine computer functions. That is not enough to transform an abstract idea into a patent-eligible invention. See Alice, 573 U.S. at 225–26. Therefore, we are not persuaded that the Examiner erred in rejecting claim 1. Appellant does not separately argue independent claims 12 and 16, Appeal 2021-000426 Application 15/374,751 13 or dependent claims 3–11, 14, 15, and 17–20.3 These claims fall with claim 1. See 37 C.F.R. § 41.37(c)(1)(iv). The § 103 rejection Obviousness is a legal conclusion involving a determination of underlying facts. Under § 103, the scope and content of the prior art are to be determined; differences between the prior art and the claims at issue are to be ascertained; and the level of ordinary skill in the pertinent art resolved. Against this background, the obviousness or nonobviousness of the subject matter is determined. Such secondary considerations as commercial success, long felt but unsolved needs, failure of others, etc., might be utilized to give light to the circumstances surrounding the origin of the subject matter sought to be patented. KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 406 (2007) (quoting Graham v. John Deere Co. of Kansas City, 383 U.S. 1, 17–18 (1966)). With regard to the scope and content of the prior art, the Examiner finds that Kim teaches “generating a merchant correspondence matrix having dimensions (i, j), wherein the dimension i is associated with the list of merchants and the dimension j is also associated with the list of merchants (Figures 4-6, ¶¶0049-0059).” (Final Action 6.) The Examiner finds that “Chang teaches a method for generating merchant recommendations for consumers including the known technique [of] populating each cell (i, j) of the merchant correspondence matrix based on a number of co-visits of merchant i and merchant j.” (Id. at 6–7 (citing Chang Figs. 3B–5A, ¶¶ 41– 46).) 3 We treat Appellant’s reference to “independent Claims 42, 49, and 56” as a typographical error. (See Appeal Br. 9 (emphasis omitted).) Appeal 2021-000426 Application 15/374,751 14 Appellant argues that in claim 1, “both dimensions (i.e., both the rows and the columns) of the matrix correspond[] to the list of merchants, such that a value of each cell (i, j) corresponds to the number of account holders that have co-visited both merchant i and merchant j.” (Appeal Br. 11 (emphasis omitted).) “In contrast, Kim describes storing data in tables organized in rows and columns, but the rows correspond to particular consumers, not to merchants.” (Id.) Kim teaches “systems and methods for generating merchant recommendations for a user.” (Kim, Abstract.) Figure 4 of Kim is reproduced below. Figure 4 includes two tables (tables 400A and 400B) “showing consumer transactions data stored in a database.” (Id. ¶ 12.) Kim teaches that tables 400A and 400B may each be organized with rows and columns. In one embodiment, columns of tables 400A and 400B may include, for example, consumer_id, category_id, feature, Appeal 2021-000426 Application 15/374,751 15 visit frequency (e.g., transaction count), purchase volume (e.g., spend), merchant count, transaction percentage, spend percentage, and/or merchant percentage. In another embodiment, rows of tables 400A and 400B may include, for example, the spending activities of a particular consumer at a plurality of merchants who have certain features (e.g., food-pub- food) and belong to a certain category (e.g., category_id. 1000201). (Kim ¶ 50.) In other words, Figure 4 of Kim teaches a table having, in relevant part, a column reflecting different consumers and each row, showing, e.g., transactions for that consumer in terms of merchant category, merchant features, transactions in those categories/features, etc. But we do not find in Figure 4 a disclosure of a table/matrix having each dimension (whether referred to as i and j, or more typically, x and y) wherein both dimensions represent merchants and the intersection, i.e., each cell, represents the number of co-visits by consumers/account holders. Figure 5 does not show a table, and Figure 6 shows a table having merchants on the x-axis and households on the y-axis. We do not find in the relied-upon portions of Kim a teaching of a table/matrix with merchants on both the x- axis and the y-axis with each corresponding cell indicative of the number of consumers who co-visited the two merchants. Therefore, we are persuaded that the Examiner erred in finding that Kim teaches generating the merchant correspondence matrix recited in claim 1. With regard to Chang, and as noted above, the Examiner finds that “Chang teaches a method for generating merchant recommendations for consumers including the known technique [of] populating each cell (i, j) of the merchant correspondence matrix based on a number of co-visits of Appeal 2021-000426 Application 15/374,751 16 merchant i and merchant j.” (Final Action 6–7 (citing Chang Figs. 3B–5A, ¶¶ 41–46).) Appellant argues that “none of the figures or written description in Chang describe [sic] matrices. FIGs. 3B to 5A are merely output lists of merchants accompanied by equation results for each merchant” and “none of the figures or written description in Chang address [sic] counting co-visits at different merchants by a particular consumer” as recited in claim 1. (Reply Br. 3.) Chang teaches “processing an analysis cycle to determine interest merchants . . . includ[ing] selecting a seed merchant relevant to a topic interest, identifying consumers that have completed a transaction with the seed merchant to generate a list of identified consumers, [and] determining merchants visited by the identified consumers . . . .” (Chang, Abstract.) Chang describes an “interest merchant” as a merchant “sufficiently active and/or related to the topic of interest.” (Id. ¶ 29.) Chang teaches, e.g., creating a list of interest merchants for a topic of interest, and cross- referencing a database of consumer transactions to determine the merchants having “at least one transaction with a consumer” from the sample. (Id. ¶ 42.) Chang also discloses determining “the average number of other Interest Merchants shopped at by an interest merchant’s consumers.” (Id. ¶ 44.) Figure 3B of Chang includes a chart showing merchant names and the number of spending customers associated with each merchant, ranked by number of spending customers. Figures 4 and 5A include charts showing merchant names and statistics regarding the number of shoppers associated with each merchant who also shopped at other stores/sites in the same Appeal 2021-000426 Application 15/374,751 17 interest area as the merchant. (See Chang Figs. 4–5A; see also id. ¶¶ 44– 46.) We do not find in the cited portions of Chang a teaching of a table/matrix identifying for each merchant, each other merchant where a customer shopped, and the number of customers co-visiting each merchant- merchant pair. Therefore, we will reverse the § 103 rejection of claim 1. Independent claims 12 and 16 contain similar language. We will also reverse the § 103 rejection of claim 12 and 16, and of dependent claims 3–11, 14, 15, and 17– 20. CONCLUSION The Examiner’s rejection of claims 1, 3–12, and 14–20 under 35 U.S.C. § 101 is affirmed. The Examiner’s rejection of claims 1, 3–12, and 14–20 under 35 U.S.C. § 103 is reversed. In summary: Claim(s) Rejected 35 U.S.C. § Reference(s)/Basis Affirmed Reversed 1, 3–12, 14–20 101 Eligibility 1, 3–12, 14–20 1, 3–12, 14–20 103 Kim, Chang 1, 3–12, 14–20 Overall Outcome 1, 3–12, 14–20 No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a). See 37 C.F.R. § 1.136(a)(1)(iv). AFFIRMED Copy with citationCopy as parenthetical citation