ADOBE INC.Download PDFPatent Trials and Appeals BoardJul 20, 20212020005620 (P.T.A.B. Jul. 20, 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. 15/348,865 11/10/2016 Kourosh MODARRESI P6476-US (8828-81T) 7178 159994 7590 07/20/2021 F. CHAU & ASSOCIATES, LLC (ADOBE) 130 Woodbury Road Woodbury, NY 11797 EXAMINER BRADY, MARIE P. ART UNIT PAPER NUMBER 3621 NOTIFICATION DATE DELIVERY MODE 07/20/2021 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): garramone@chauiplaw.com mail@chauiplaw.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE ____________ BEFORE THE PATENT TRIAL AND APPEAL BOARD ____________ Ex parte KOUROSH MODARRESI and KHASHAYAR KHOSRAVI Appeal 2020-005620 Application 15/348,865 Technology Center 3600 ____________ Before HUBERT C. LORIN, MICHAEL C. ASTORINO, and ROBERT J. SILVERMAN, Administrative Patent Judges. SILVERMAN, Administrative Patent Judge. DECISION ON APPEAL STATEMENT OF THE CASE Pursuant to 35 U.S.C. § 134(a), the Appellant1 appeals from the Examiner’s decision rejecting claims 1, 2, 6–13, 17, and 21–23. 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. The Appellant identifies the real party in interest as Adobe Inc. Appeal Br. 1. Appeal 2020-005620 Application 15/348,865 2 ILLUSTRATIVE CLAIM 1. A method, performed by a computing device, for allocating test offers to determine a best offer in a set of offers with a desired confidence level, the method comprising: embedding, by the computing device, tracking codes in content containing initial test offers; communicating, by the computing device, the content containing the initial test offers and the tracking codes to an initial set of customers over a network; tracking, by an analytics engine of the computing device, outcome information regarding the initial test offers provided to the initial set of customers of a campaign using the tracking codes, the initial test offers testing offers in the set of offers; iteratively performing, by an offer engine of the computing device, the following operations until the best offer is determined with the desired confidence level: determining an allocation of additional test offers based on the outcome information, wherein determining the allocation comprises allocating the additional test offers unevenly amongst the offers in the set of offers to attain the desired confidence level that one of the offers is the best offer for the campaign, wherein allocating the additional test offers includes solving an optimization to allocate the additional test offers, the optimization minimizing a total number of test offers allocated while allocating the additional test offers to eliminate overlap between a lower bounds of a first confidence interval for a first place offer and an maximum upper bounds of a second confidence interval of any other offer by using an exploration weight that decreases with each iteration to reduce a number of test offers allocated to other offers, wherein the first confidence interval identifies that outcomes of the first place offer provided to all customers in the campaign will be Appeal 2020-005620 Application 15/348,865 3 within the first confidence interval with the desired confidence level, and the second confidence interval identifies that outcomes of another offer provided to all customers in the campaign will be within the second confidence interval with the desired confidence level, embedding, by the computing device, additional tracking codes in additional content containing additional test offers, communicating, by the computing device, the additional content containing the additional test offers and the additional tracking codes to an additional set of customers over the network, tracking, by an analytics engine of the computing device, additional outcome information for the additional test offers and including the additional outcome information in the outcome information, and assessing whether the best offer has been determined with the desired confidence level; and determining the best offer with the desired confidence level based on the outcome information. REJECTION2 Claims 1, 2, 6–13, 17, and 21–23 are rejected under 35 U.S.C. § 101 as ineligible subject matter. FINDINGS OF FACT The findings of fact relied upon, which are supported by a preponderance of the evidence, appear in the following Analysis. 2 The Final Office Action rejected claims 17 and 21–33 under 35 U.S.C. § 112(b) and rejected claims 1, 2, 6–13, 17, and 21–23 under 35 U.S.C. § 103. See Final Act. 4, 9–37. These rejections are withdrawn. See Answer 4. Appeal 2020-005620 Application 15/348,865 4 ANALYSIS Under 35 U.S.C. § 101, an invention is patent-eligible if it claims a “new and useful process, machine, manufacture, or composition of matter.” 35 U.S.C. § 101. Yet, subject matter belonging to any of the statutory categories may, nevertheless, be ineligible for patenting. The Supreme Court has interpreted 35 U.S.C. § 101 to exclude laws of nature, natural phenomena, and abstract ideas, because they are regarded as the basic tools of scientific and technological work, such that including them within the domain of patent protection would risk inhibiting future innovation premised upon them. Ass’n for Molecular Pathology v. Myriad Genetics, Inc., 569 U.S. 576, 589 (2013). Of course, “[a]t some level, ‘all inventions . . . embody, use, reflect, rest upon, or apply’” these basic tools of scientific and technological work. Alice Corp. v. CLS Bank Int’l, 573 U.S. 208, 217 (2014). Accordingly, evaluating ineligible subject matter, under these judicial exclusions, involves a two-step framework for “distinguish[ing] between patents that claim the buildin[g] block[s] of human ingenuity and those that integrate the building blocks into something more, thereby transform[ing] them into a patent- eligible invention.” Id. (alterations in original) (citing Mayo Collaborative Servs. v. Prometheus Labs., Inc., 566 U.S. 66, 88–89 (2012) (internal citation and quotation marks omitted)). The first step determines whether the claim is directed to judicially excluded subject matter (such as a so- called “abstract idea”); the second step determines whether there are any “additional elements” recited in the claim that (either individually or as an “ordered combination”) amount to “significantly more” than the identified judicially excepted subject matter itself. Id. at 217–18. Appeal 2020-005620 Application 15/348,865 5 In 2019, the USPTO published revised guidance on the application of § 101, in accordance with judicial precedent. See 2019 Revised Patent Subject Matter Eligibility Guidance, 84 Fed. Reg. 50, 52 (Jan. 7, 2019) (“2019 Revised Guidance”).3 Under the 2019 Revised Guidance, a claim is “directed to” an abstract idea, only if the claim recites any of (1) mathematical concepts, (2) certain methods of organizing human activity, and (3) mental processes — without integrating such abstract idea into a “practical application,” i.e., without “apply[ing], rely[ing] on, or us[ing] 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.” Id. at 52–55. The considerations articulated in MPEP § 2106.05(a)–(c) and (e)–(h) bear upon whether a claim element (or combination of elements) integrates an abstract idea into a practical application. Id. at 55 (referring to MPEP 9th ed. Rev. 08.2017, rev. Jan. 2018). A claim that is “directed to” an abstract idea constitutes ineligible subject matter, unless the claim recites an additional element (or combination of elements) amounting to significantly more than the abstract idea. Id. at 56. Although created “[i]n accordance with judicial precedent,” the 2019 Revised Guidance enumerates the analytical steps differently than the Supreme Court’s Alice opinion. 2019 Revised Guidance, 84 Fed. Reg. at 52. 3 In response to received public comments, the Office issued further guidance on October 17, 2019, clarifying the 2019 Revised Guidance. USPTO, October 2019 Update: Subject Matter Eligibility (the “October 2019 Update”) (available at https://www.uspto.gov/sites/default/files/ documents/peg_oct_2019_update.pdf). The Manual of Patent Examining Procedure (“MPEP”) incorporates the revised guidance and subsequent updates at § 2106 (9th ed. Rev. 10.2019, rev. June 2020). Appeal 2020-005620 Application 15/348,865 6 Step 1 of the 2019 Revised Guidance addresses whether the claimed subject matter falls within any of the statutory categories of 35 U.S.C. § 101. Id. at 53–54. Step 2A, Prong One, concerns whether the claim at issue recites ineligible subject matter; if an abstract idea is recited, Step 2A, Prong Two, addresses whether the recited abstract idea is integrated into a practical application. Id. at 54–55. Unless such integration exists, the analysis proceeds to Step 2B, in order to determine whether any additional element (or combination of elements) amounts to significantly more than the identified abstract idea, which would render a claim patent-eligible, even though it is directed to judicially excepted subject matter. Id. at 56. The Appellant argues all claims in the Appeal together, as a group, referring to independent claim 1 as exemplary. See Appeal Br. 10–18. We select claim 1 for analysis herein, pursuant to 37 C.F.R. § 41.37(c)(1)(iv). With regard to Step 1, the Examiner does not determine that any claim is drawn to subject matter outside of the categories identified in § 101. Turning to Step 2A, the Examiner’s analysis considers the limitations of claim 1 italicized below: 1. A method, performed by a computing device, for allocating test offers to determine a best offer in a set of offers with a desired confidence level, the method comprising: embedding, by the computing device, tracking codes in content containing initial test offers; communicating, by the computing device, the content containing the initial test offers and the tracking codes to an initial set of customers over a network; tracking, by an analytics engine of the computing device, outcome information regarding the initial test offers provided to the initial set of customers of a campaign using the tracking codes, the initial test offers testing offers in the set of offers; Appeal 2020-005620 Application 15/348,865 7 iteratively performing, by an offer engine of the computing device, the following operations until the best offer is determined with the desired confidence level: determining an allocation of additional test offers based on the outcome information, wherein determining the allocation comprises allocating the additional test offers unevenly amongst the offers in the set of offers to attain the desired confidence level that one of the offers is the best offer for the campaign, wherein allocating the additional test offers includes solving an optimization to allocate the additional test offers, the optimization minimizing a total number of test offers allocated while allocating the additional test offers to eliminate overlap between a lower bounds of a first confidence interval for a first place offer and an maximum upper bounds of a second confidence interval of any other offer by using an exploration weight that decreases with each iteration to reduce a number of test offers allocated to other offers, wherein the first confidence interval identifies that outcomes of the first place offer provided to all customers in the campaign will be within the first confidence interval with the desired confidence level, and the second confidence interval identifies that outcomes of another offer provided to all customers in the campaign will be within the second confidence interval with the desired confidence level, embedding, by the computing device, additional tracking codes in additional content containing additional test offers, communicating, by the computing device, the additional content containing the additional test offers and the additional tracking codes to an additional set of customers over the network, Appeal 2020-005620 Application 15/348,865 8 tracking, by an analytics engine of the computing device, additional outcome information for the additional test offers and including the additional outcome information in the outcome information, and assessing whether the best offer has been determined with the desired confidence level; and determining the best offer with the desired confidence level based on the outcome information. See Final Act. 5–6. According to the Examiner, these limitations “recite[ ] a method of organizing human activity”; “[t]he claimed invention tracks user’s response to offers in order to determine the best offer, which are marketing or sales activities.” Id. at 6. The Appeal Brief includes no argument challenging the Examiner’s determination under Step 2A, Prong One. However, in the Reply Brief, the Appellant argues that the Examiner’s Answer introduces a “new issue” or, at least, “confusion regarding the basis for the rejection.” Reply Br. 3. The Appellant points to the Examiner’s position that certain of the Appellant’s alleged technological improvements are no more than “improvements to the abstract idea o[f] mathematics.” Answer 12–13. The Appellant proceeds to argue that the Examiner’s identified limitations of claim 1 (italicized above) “clearly do not fit within the category of marketing and sales activity” — a “mischaracterization” that the Examiner “essentially admits,” by “stating that the claims are directed to an improvement in mathematics.” Reply Br. 4. These arguments do not persuade us of error in the rejection. Claim language can include more than one type of judicial exception. See Genetic Techs. Ltd. v. Merial LLC, 818 F.3d 1369, 1374–75, 1379 (Fed. Cir. 2016) (claim to a method for analyzing DNA recited both the law of nature of Appeal 2020-005620 Application 15/348,865 9 linkage disequilibrium and the mental process of examining a non-coding region to detect an allele in the coding region). See also MPEP § 2106.04(II)(B) (9th ed. March 2014, June 2020 Rev. R-10.2019) (“Evaluating Claims Reciting Multiple Judicial Exceptions”). The Examiner’s recognition that a portion of the identified claim language (reciting one type of judicial exception) includes language reciting another type of judicial exception (a mathematical concept) does not undermine the Examiner’s determination — i.e., that the entirety of the claim language at issue (italicized above) recites a judicial exception in the form of a certain method of organizing human activity. Accordingly, contrary to the Appellant’s position (Reply Br. 4), the presence of claim language reciting a mathematical operation (“solving an optimization”) is not inconsistent with the determination that claim 1 recites “marketing or sales activity.” Indeed, in Bilski v. Kappos, 561 U.S. 593 (2010), the Supreme Court determined that both independent claims at issue (claims 1 and 4) “explain the basic concept of hedging, or protecting against risk” and both claims were deemed ineligible, even though claim 4 (but not claim 1) “reduced” the “concept of hedging” “to a mathematical formula.” Bilski, 561 U.S. at 611. In Bilski, the critical aspect of the claim language — in regard to the identification of a judicial exception — was not any use of mathematical language, but, rather, the recitation of a fundamental economic practice (i.e., a certain method of organizing human activity, in the terminology of the 2019 Revised Guidance). Id. In view of the foregoing, we are not persuaded of error in the Examiner’s analysis corresponding to Step 2A, Prong One. Appeal 2020-005620 Application 15/348,865 10 Proceeding to Step 2A, Prong Two, unless a claim that recites a judicial exception (such as an abstract idea) “integrates the recited judicial exception into a practical application of that exception,” the claim is “directed to” the judicial exception. 2019 Revised Guidance, 84 Fed. Reg. at 53. The analysis of such an “integration into a practical application” involves “[i]dentifying . . . any additional elements recited in the claim beyond the judicial exception(s)” and “evaluating those additional elements individually and in combination to determine whether they integrate the exception into a practical application.” Id. at 54–55. Among the considerations “indicative that an additional element (or combination of elements) may have integrated the exception into a practical application” is whether “[a]n additional element reflects an improvement in the functioning of a computer, or an improvement to other technology or technical field.” Id. at 55 (footnote omitted). “[W]hether an additional element or combination of elements integrate[s] the exception into a practical application should be evaluated on the claim as a whole.” Id. at 55 n.24. The Appellant argues that claim 1 integrates the identified judicial into a practical application, by accomplishing “a particular improved technique for hypothesis testing, which is a technique used in data analytics and reinforcement learning systems generally.” Appeal Br. 12. Several of the Appellant’s arguments are unpersuasive, because — rather than involving any so-called “additional elements” — the purported improvements are entirely features of what the Examiner identifies as the claim language reciting the judicial exception. See Appeal Br. 16–17 (relying upon language of claim 1 reciting, e.g., “solving an optimization to allocate the additional test offers, the optimization minimizing a total Appeal 2020-005620 Application 15/348,865 11 number of test offers allocated while allocating the additional test offers to eliminate overlap between a lower bounds of a first confidence interval for a first place offer and an maximum upper bounds of a second confidence interval of any other offer by using an exploration weight that decreases with each iteration to reduce a number of test offers allocated to other offers”). Similarly, the Appellant argues “the [claim 1] step of ‘solving an optimization’ enables an improved subsequent data gathering step (i.e., ‘tracking additional outcome information’) that relies on fewer test offers.” Reply Br. 6. Yet, both the “solving an optimization” and “tracking . . . additional outcome information” limitations are included in claim language that the Examiner identifies as reciting the judicial exception. See Final Act. 5–6. The Appellant also argues that, “even if the present claims, as a whole, recite marketing or sales activity, they also include additional steps that leverage a computing environment to provide an advantage over prior art systems.” Reply Br. 8. “Specifically,” the Appellant contends, “the claims include the elements of ‘embedding . . . tracking codes in content[,’] prior to ‘solving an optimization,’ and then ‘embedding . . . additional tracking codes’ during the iterative process of determining the best offer.” Id. As an initial matter, the Appellant did not raise this argument in the Appeal Brief and the Appellant has not indicated that the argument responds to anything raised in the Examiner’s Answer. Nor has the Appellant presented good cause for consideration of this argument. The Final Office Action stated that the “embedding” limitations “are just insignificant extra solution activity because they are just embedding a code in order to track Appeal 2020-005620 Application 15/348,865 12 data and then just outputting information,” which fails to “integrate the abstract idea into a practical application.” Final Act. 6–7. The Examiner’s Answer does not refer to the “embedding” limitations. Accordingly, the referenced argument on page 8 of the Reply Brief is not properly presented. See 37 C.F.R. § 41.41(b)(2) (“Any argument raised in the reply brief which was not raised in the appeal brief, or is not responsive to an argument raised in the examiner’s answer . . . , will not be considered by the Board for purposes of the present appeal, unless good cause is shown.”) Moreover, the Appellant does not identify any improvement arising from the “embedding” limitations. The Examiner’s contrary position — i.e., that the “embedding” features relate to insignificant extra-solution activity (see Final Act. 6–7) — aligns with the Specification, which does not ascribe any particular improvement or benefit to the “embedding” of “tracking codes.” See Spec. ¶ 45 (“The user can enable tracking of the content while creating the content or at any other point. Various methods of tracking can be used. For example, a tracking code can be embedded into the content for tracking and sending tracked data to the analytics engine 190.”) In view of the foregoing, the Appellant’s arguments do not persuade us of error in the Examiner’s analyses corresponding to Step 2A, Prong Two. Under Step 2B of the 2019 Revised Guidance, 84 Fed. Reg. at 56, a claim that recites a judicial exception (such as an abstract idea) might, nevertheless, be patent-eligible, if the claim contains “additional elements amount[ing] to significantly more than the exception itself” — i.e., “a specific limitation or combination of limitations that [is] not well- understood, routine, conventional activity in the field, which is indicative Appeal 2020-005620 Application 15/348,865 13 that an inventive concept may be present.” See Alice, 573 U.S. at 223 (“[T]he mere recitation of a generic computer cannot transform a patent- ineligible abstract idea into a patent-eligible invention.”) According to the Examiner, claim 1 contains no unconventional additional elements, whereby the claim might constitute significantly more than the identified judicial exception. Final Act. 7–8. The Appellant argues that “the claimed element of ‘allocating the additional test offers unevenly’ is unconventional”; hence, the Examiner has not established an adequate factual basis for the rejection. Reply Br. 9. See Berkheimer v. HP Inc., 881 F.3d 1360, 1369 (Fed. Cir. 2018) (“Whether something is well-understood, routine, and conventional to a skilled artisan at the time of the patent is a factual determination.”) Yet, the limitation in question — “allocating the additional test offers unevenly” — is part of the claim language that, according to the Examiner, recites the judicial exception. See Final Act. 5–6. As such, this limitation cannot establish patent eligibility, under Step 2B. “It has been clear since Alice that a claimed invention’s use of the ineligible concept to which it is directed cannot supply the inventive concept that renders the invention ‘significantly more’ than that ineligible concept.” BSG Tech v. BuySeasons, Inc., 899 F.3d 1281, 1290 (Fed. Cir. 2018). Therefore, the Appellant does not persuade us of error in the Examiner’s application of Step 2B. In view of the foregoing, we sustain the Examiner’s rejection of independent claim 1 along with, per 37 C.F.R. § 41.37(c)(1)(iv), independent claims 13 and 17, and dependent claims 2, 6–12, and 21–23, under 35 U.S.C. § 101. Appeal 2020-005620 Application 15/348,865 14 CONCLUSION In summary: Claim(s) Rejected 35 U.S.C. § Reference(s)/Basis Affirmed Reversed 1, 2, 6–13, 17, 21–23 101 Ineligibility 1, 2, 6–13, 17, 21–23 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). See 37 C.F.R. § 1.136(a)(1)(iv). AFFIRMED Copy with citationCopy as parenthetical citation