Baum, Daniel et al.Download PDFPatent Trials and Appeals BoardJan 30, 202015007703 - (D) (P.T.A.B. Jan. 30, 2020) 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. 15/007,703 01/27/2016 Daniel Baum 10171-432US1 9820 75158 7590 01/30/2020 Verint Systems, Inc. Meunier Carlin & Curfman, LLC 999 Peachtree Street NE Suite 1300 Atlanta, GA 30309 EXAMINER ADESANYA, OLUJIMI A ART UNIT PAPER NUMBER 2658 NOTIFICATION DATE DELIVERY MODE 01/30/2020 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): KCarroll@mcciplaw.com docketing@mcciplaw.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE ____________ BEFORE THE PATENT TRIAL AND APPEAL BOARD ____________ Ex parte DANIEL BAUM, URI SEGAL, RON WEIN, and OANA SIDI ____________ Appeal 2019-001764 Application 15/007,703 Technology Center 2600 ____________ Before ELENI MANTIS MERCADER, NORMAN H. BEAMER, and GARTH D. BAER, Administrative Patent Judges. MANTIS MERCADER, Administrative Patent Judge. DECISION ON APPEAL Appeal 2019-001764 Application 15/007,703 2 STATEMENT OF THE CASE Appellant1 appeals under 35 U.S.C. § 134(a) from the Examiner’s final rejection of claims 1 and 3–16, which are all the pending claims. We have jurisdiction under 35 U.S.C. § 6(b). We affirm. THE INVENTION Appellant’s claimed invention is directed to “expanding an initial ontology via processing of communication data, wherein the initial ontology is a structural representation of language elements” (Abstract). Independent claim 1, reproduced below with emphases added, is representative of the subject matter on appeal: 1. An automated method for refining an initial ontology stored in computer-readable memory via processing of communication data, wherein the initial ontology is a structural representation of language elements, the method comprising: receiving the initial ontology comprising a set of entities, a set of terms, a set of term-entity associations, a set of entity- association rules, a set of abstract relations, and a set of relation instances; receiving a training set of communication data; processing, by a computing system, the training set of communication data to extract a set of significant phrases and a set of significant phrase pairs from within the training set of communication data; 1 We use the word “Appellant” to refer to “applicant” as defined in 37 C.F.R. § 1.42. Appellant identifies Verint Systems Ltd. as the real party in interest (Appeal Br. 3). Appeal 2019-001764 Application 15/007,703 3 after the extracting, adding, by the computing system, the set of significant phrases as ontology terms to the set of terms stored in the initial ontology, and then associating, by the computing system, the added ontology terms to ontology entities of the set of entities; after the associating, adding, by the computing system, new abstract relations to the set of abstract relations stored in the initial ontology, the new abstract relations being based on both the set of significant phrase pairs and a scoring function that associates a respective score to each phrase pair of the set of significant phrase pairs; after the adding of the new abstract relations to the stored initial ontology, adding, by the computing system, new relation instances to the set of relation instances stored in the initial ontology, the new relation instances being based on both the set of significant phrase pairs and the scoring function; and after completion of the adding of the new relation instances, outputting and storing the initial ontology, by the computing system, as a refined ontological structure. (Claims Appendix (Appeal Br. 19)). REJECTION The Examiner made the following rejection: Claims 1 and 3–16 stand rejected under 35 U.S.C. § 101 because the claimed invention is directed to non-statutory subject matter. Final Act. 3. ISSUE The pivotal issue is whether the Examiner erred in finding that claims 1 and 3–16 are directed to non-statutory subject matter. Appeal 2019-001764 Application 15/007,703 4 ANALYSIS We adopt the Examiner’s findings in the Answer and Final Office Action and we add the following primarily for emphasis. We note that if Appellant failed to present arguments on a particular rejection, we will not unilaterally review those uncontested aspects of the rejection. See Ex parte Frye, 94 USPQ2d 1072, 1075 (BPAI 2010) (precedential); Hyatt v. Dudas, 551 F.3d 1307, 1313–14 (Fed. Cir. 2008) (the Board may treat arguments Appellant failed to make for a given ground of rejection as waived). The Examiner determines claim 1 is patent ineligible under 35 U.S.C. § 101, because the claims are “directed to an abstract idea of refining a collection/ontology of text, and involve organizing and manipulating information through mathematical correlations” (Final Act. 3, citing Digitech Image Technologies, LLC v. Electronics for Imaging, Inc., 758 F.3d 1344 (Fed. Cir. 2014)), and that when [v]iewed as a whole, these additional claim elements do not provide meaningful limitations to transform the abstract idea into a patent eligible application of the abstract idea such that the claims amounts to significantly more than the abstract idea itself (Final Act. 4; see also Alice Corp. v. CLS Bank Int’l, 573 U.S. 208, 217 (2014) (describing the two-step framework “for distinguishing patents that claim laws of nature, natural phenomena, and abstract ideas from those that claim patent-eligible applications of those concepts”)). After the docketing of this appeal, the USPTO published revised guidance on the application of § 101 (“Guidance”). See USPTO’s 2019 Revised Patent Subject Matter Eligibility Guidance, 84 Fed. Reg. 50 (Jan. 7, Appeal 2019-001764 Application 15/007,703 5 2019) (“Memorandum”). Pursuant to the Guidance “Step 2A,” the Office first looks to whether the claim recites: (1) Prong One: any judicial exceptions, including certain groupings of abstract ideas (i.e., mathematical concepts, certain methods of organizing human activity such as a fundamental economic practice, or mental processes); and (2) Prong Two: additional elements that integrate the judicial exception into a practical application (see MPEP § 2106.05(a)–(c), (e)–(h) (9th Ed., Rev. 08.2017 (Jan. 2018))). Only if a claim (1) recites a judicial exception and (2) does not integrate that exception into a practical application, does the Office then (pursuant to the Guidance “Step 2B”) look to whether the claim: (3) adds a specific limitation beyond the judicial exception that are not “well-understood, routine, conventional” in the field (see MPEP § 2106.05(d)); or (4) simply appends well-understood, routine, conventional activities previously known to the industry, specified at a high level of generality, to the judicial exception. See Memorandum. Pursuant to Step 2A, Prong One of the Guidance, the Office first looks to “evaluate whether the claim recites a judicial exception, i.e., an abstract idea” (Memorandum, 84 Fed. Reg. at 54). Here, claim 1 recites “[a]n automated method for refining an initial ontology . . . via processing of communication data, wherein the initial ontology is a structural representation of language elements.” Specifically, claim 1 recites the Appeal 2019-001764 Application 15/007,703 6 limitations italicized supra. The italicized portions of claim 1 represent the steps performed in order to “refin[e] [the] initial ontology.” While these limitations generally recite organizing and manipulating information, the steps specifically recite that “new abstract relations” and “new relation instances” are added based in part on a “scoring function that associates a respective score to each phrase pair of the set of significant phrase pairs.” The recitation of a “scoring function” is a “mathematical calculation[]” under the Guidance. See Memorandum, 84 Fed. Reg. at 52; see also October 2019 Update: Subject Matter Eligibility at 4. The Guidance provides that these limitations, therefore, recite the abstract idea of “mathematical concepts.” Memorandum, 84 Fed. Reg. at 52; see also SAP Am., Inc. v. InvestPic, LLC, 898 F.3d 1161, 1167 (Fed. Cir. 2018) (“[S]electing certain information, analyzing it using mathematical techniques, and reporting or displaying the results of the analysis . . . is all abstract”); Electric Power Group, LLC v. Alstom S.A., 830 F.3d 1350, 1354 (Fed. Cir. 2016) (“analyzing information . . . by mathematical algorithms, without more” is abstract) (case citations omitted). Accordingly, claim 1 “recites a judicial exception . . . [and] requires further analysis in Prong Two” of the Guidance. See Memorandum, 84 Fed. Reg. at 54. Pursuant to Step 2A, Prong Two, we are not persuaded the Examiner has erred in finding that claim 1 is directed to an abstract idea. That is, we determine claim 1 does not integrate the recited judicial exception into a practical application. See Memorandum, 84 Fed. Reg. at 54. Appellant argues “[t]he pending claims do not simply manipulate existing information to generate additional information, as in Digitech” Appeal 2019-001764 Application 15/007,703 7 (Appeal Br. 13), but instead add “the extracted set of significant phrases from the training set” and add additional term-entity associations, abstract relations, and relation instances, thereby transforming the structure of the initial ontology to generate the refined ontological structure (Appeal Br. 13). Appellant further contends “the pending claims are explicitly tied to a specific structure or machine” (Appeal Br. 13), and that because “the pending claims explicitly recite performance of the ‘automated method . . . by a computing system,’ Digitech does not apply” (Reply Br. 4). Appellant additionally argues that “[p]rocesses that automate tasks that humans are capable of performing are patent eligible if properly claimed” (Appeal Br. 17, citing McRO, Inc. v. Bandai Namco Games Am. Inc., 837 F.3d 1299, 1313 (Fed. Cir. 2016)). Appellant contends that [m]achine learning is a technological process. The claimed features for how to extract significant phrases and significant phrase pairs from a training set of communication data and change the structure of an initial ontology to generate a refined ontological structure is an improvement of the technological process (Appeal Br. 17). We are not persuaded by Appellant’s arguments. Appellant relies on the claimed “refined ontological structure” produced by the method to distinguish the claimed method from the holding in Digitech. However, the claimed method steps take an abstract, pre-existing ontological structure, and 1. add “the set of significant phrases as ontology terms to the set of terms stored in the initial ontology”; 2. associate “the added ontology terms to ontology entities of the set of entities”; Appeal 2019-001764 Application 15/007,703 8 3. add “new abstract relations to the set of abstract relations”; and 4. add “new relation instances to the set of relation instances,” and finally then output the result. Appellant has not persuasively shown how refining an abstract pre- existing ontological structure using mathematical techniques does not run afoul of Digitech’s admonition that “[w]ithout additional limitations, a process that employs mathematical algorithms to manipulate existing information to generate additional information is not patent eligible.” Digitech, 758 F.3d at 1351. Nor do we see any claim steps that comprise an improvement of a technological process akin to McRO, as Appellant’s automated method does not go “beyond merely ‘organizing [existing] information into a new form’” (McRO, 837 F.3d at 1315 (citation omitted)). Rather, the disclosure indicates that [i]n general, training module 300 is an automated process that accepts an initial ontology and a set of text documents, gives scores to the existing ontology components based on their relevance to the text documents, and enriches the initial ontology with additional terms, abstract relations and relation instances that are characteristic to those documents (Spec. ¶ 30, emphasis added), and such an enrichment appears to retain the initial ontology’s existing form. Moreover, Appellant’s purportedly improved abstract concept is still an abstract concept under the Guidance. See Synopsys, Inc. v. Mentor Graphics Corp., 839 F.3d 1138, 1151 (Fed. Cir. 2016) (“[A] claim for a new abstract idea is still an abstract idea”) (emphasis omitted). That is, the highlighted limitations, which form steps to refine the ontological structure, Appeal 2019-001764 Application 15/007,703 9 are part of the recited abstract idea as discussed above. As the argued elements are part of the abstract idea, they are not additional elements that integrate the identified abstract idea into a practical application. See Memorandum, 84 Fed. Reg. 54–55 (“[E]valuate integration into a practical application by: (a) Identifying whether there are any additional elements recited in the claim beyond the judicial exception(s)”). Accordingly, we determine the claim does not integrate the judicial exception into a practical application. See Memorandum, 84 Fed. Reg. at 54. We determine the “claim recites a judicial exception and fails to integrate the exception into a practical application,” therefore we proceed with “further analysis pursuant to the second step of the Alice/Mayo test (USPTO Step 2B).” Memorandum, 84 Fed. Reg. at 51. We agree with the Examiner that the claimed elements and combination of elements do not amount to significantly more than the judicial exception itself. See Final Act. 4; see also Memorandum, 84 Fed. Reg. at 56. Independent claim 1 additionally recites “a computing system.” We agree with the Examiner that [t]he additional elements or combination of elements in the claims other than the abstract idea per se (i.e. use of terms automated, computing system, processor, memory, computer- readable medium) amount to no more than mere instructions to implement the idea on a computer, and/or (ii) recitation of generic computer structure that serves to perform generic computer functions that are well-understood, routine, and conventional activities previously known to the pertinent industry (Final Act. 4). Appeal 2019-001764 Application 15/007,703 10 Appellant argues that “unlike Digitech, the pending claims are explicitly tied to a specific structure or machine” (Appeal Br. 13), but does not point to any portion of the disclosure as describing the “computing system” and does not explain how the structure or machine is “specific.” The disclosure generically describes “computing system 1200” as being “generally a computing system that includes a processing system 1206, storage system 1204, software 1202, communication interface 1208 and a user interface 1210” (Spec. ¶ 58; see also Fig. 7, ¶¶ 59–64). See Alice, 573 U.S. at 226 (“But what petitioner characterizes as specific hardware . . . is purely functional and generic. Nearly every computer will include a ‘communications controller’ and ‘data storage unit’ capable of performing the basic calculation, storage, and transmission functions required by the method claims.”); OIP Techs., Inc. v. Amazon.com, Inc., 788 F.3d 1359, 1363 (Fed. Cir. 2015) (Claims reciting, inter alia, sending messages over a network, gathering statistics, using a computerized system to automatically determine an estimated outcome, and presenting offers to potential customers found to merely recite “well-understood, routine conventional activit[ies].”). Accordingly, we affirm the Examiner’s rejection of independent claim 1, and independent claims 6 and 10, as well as dependent claims 3–5, 7–9, and 11–16 not separately argued with particularity. See Appeal Br. 17–18. CONCLUSION The Examiner did not err in finding that claims 1 and 3–16 are directed to non-statutory subject matter. Appeal 2019-001764 Application 15/007,703 11 DECISION In summary: Claims Rejected 35 U.S.C. § Reference(s)/Basis Affirmed Reversed 1, 3–16 101 Eligibility 1, 3–16 TIME PERIOD FOR RESPONSE No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a)(1)(iv). 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