Ex Parte Velipasaoglu et alDownload PDFPatent Trial and Appeal BoardNov 29, 201713012795 (P.T.A.B. Nov. 29, 2017) 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. YAHOP117 7523 EXAMINER TRAN, BAO G ART UNIT PAPER NUMBER 2158 MAIL DATE DELIVERY MODE 13/012,795 01/24/2011 149838 7590 11/29/2017 MPG, LLP and EXCALIBUR IP, LLC Albert S. Penilla 710 Lakeway Drive Suite 200 Sunnyvale, CA 94085 Emre Velipasaoglu 11/29/2017 PAPER 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. PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Ex parte EMRE VELIPASAOGLU, ALPA JAIN, and UMUT OZERTEM Appeal 2017-007607 Application 13/012,7951 Technology Center 2100 Before DEBRA K. STEPHENS, DANIEL J. GALLIGAN, and DAVID J. CUTITTAII, Administrative Patent Judges. STEPHENS, Administrative Patent Judge. DECISION ON APPEAL Appellants appeal under 35 U.S.C. § 134(a) from a final rejection of claims 1—20, which are all of the claims pending in the application. We have jurisdiction under 35 U.S.C. § 6(b). We AFFIRM. 1 According to Appellants, the real party in interest is Yahoo! Inc. App. Br. 1. Appeal 2017-007607 Application 13/012,795 CLAIMED SUBJECT MATTER According to Appellants, the claims are directed to a system that suggests candidate search queries based on an original user search query; the suggested candidate search queries are generated by adding terms to the original user search query (Abstract). Claim 1, reproduced below, is exemplary of the claimed subject matter: 1. A method for synthesizing suggestions for web-search queries, comprising the operations of: receiving a user query as an input and segmenting the user query into a plurality of units; dropping at least one term from a unit using a labeling model that combines a plurality of features, wherein at least one of the features is derived from query logs and at least one of the features is derived from web documents; generating one or more candidate queries by adding at least one term to the unit, wherein the added term results from a hybrid method based at least in part on co-occurrence of terms in query sessions, distributional similarity of terms in web documents, and term substitutions from other user queries that lead to a common uniform resource locator (URL); scoring each candidate query based at least in part on well- formedness of the candidate query, utility, and relevance to the user query, wherein the relevance depends at least in part on a similarity measure; and storing at least one of the scored candidate queries in a database for subsequent display in a graphical user interface for a search engine, wherein each operation of the method is executed by a processor. REFERENCES The prior art relied upon by the Examiner in rejecting the claims on appeal is: 2 Appeal 2017-007607 Application 13/012,795 Kapur Bailey Ntoulas Cucerzan Ju US 7,051,023 B2 May 23, 2006 US 2006/0230035 A1 Oct. 12, 2006 US 2010/0241647 A1 Sept. 23, 2010 US 7,818,315 B2 Oct. 19,2010 US 2011/0314003 A1 Dec. 22,2011 REJECTIONS Claims 1,3,4, 7—11, 13, 14, and 17—20 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, and Bailey (Final Act. 10-20). Claims 2 and 12 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, Bailey, and Ju (id. at 20—22). Claims 5, 6, 15, and 16 stand rejected under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, Bailey, and Ntoulas (id. at 22— 23). Our review in this appeal is limited only to the above rejections and the issues raised by Appellants. Arguments not made are waived (see MPEP § 1205.02; 37 C.F.R. §§ 41.37(c)(l)(iv), 41.39(a)(1)). ISSUE 1 35 U.S.C. § 103(a): Claims 1-19 Appellants contend their invention as recited in claims 1 and 11 is patentable over Kapur, Cucerzan, and Bailey (App. Br. 7—15). The issues presented by the arguments are: Issue la: Has the Examiner shown Cucerzan teaches or suggests an “added term results from a hybrid method based at least in part on . . . distributional similarity of terms in web documents,” as recited in claim 1 and similarly recited in claim 11? 3 Appeal 2017-007607 Application 13/012,795 Issue lb: Has the Examiner shown Cucerzan teaches or suggests an “added term results from a hybrid method based at least in part on . . . term substitutions from other user queries that lead to a common uniform resource locator (URL),” as recited in claim 1 and similarly recited in claim 11? Issue lc: Has the Examiner shown Cucerzan teaches or suggests “scoring each candidate query based at least in part on well-formedness of the candidate query,” as recited in claim 1 and similarly recited in claim 11? ANALYSIS Issue la Appellants contend the Examiner erred in finding Cucerzan teaches or suggests an “added term results from a hybrid method based at least in part on . . . distributional similarity of terms in web documents,” as recited in claim 1 and similarly recited in claim 11 (App. Br. 7—11; Reply Br. 3—5). Specifically, Appellants argue Cucerzan’s added term “extensions are not substituted terms” (Reply Br. 5 (emphasis omitted)). Further, Appellants argue “[i]f [Cucerzan’s] extensions show[ed] ‘distributional similarity of terms[,]’ then each of the extensions would tend to be synonyms, hypemyms, siblings, etc.” (id (italics emphasis added and underline emphasis omitted)). We are not persuaded. The Examiner finds (Ans. 3^4; Final Act. 3—4, 15), and we agree, Cucerzan “generate^] the popular extensions,” i.e., distributionally similar terms, for a user’s search query (Cucerzan 6:18—30). For example, the “user submits the query ‘hard disk case,”’ which “generate^] the popular extension[] . . . ‘enclosure’” (id. ). 4 Appeal 2017-007607 Application 13/012,795 Appellants’ argument that Cucerzan’s term extensions are not distributionally similar terms because those “extensions are not substituted terms” (Reply Br. 5 (emphasis omitted)) is not commensurate with the scope of the claim. Neither the claims nor the Specification define explicitly “distributional similarity of terms in web documents,” or even that “distributionally similar terms” are substituted terms. Appellants point to their Specification as “describ[ing] in detail” “distributional similarity of terms in web documents” (App. Br. 8—9); however, the Specification provides examples without specifics as to how each variable is determined. As such, Appellants have not persuaded us the Examiner’s findings are in error and, specifically, that the claims require the Examiner to demonstrate Cucerzan’s extensions are substituted terms. Cucerzan teaches “a user submits the query ‘hard disk case’ although a better or more accurate description (e.g., generally accepted and more frequently used on the web) is ‘hard drive enclosure’” (Cucerzan 6:18—30). Cucerzan “identif[ies] ‘hard disk’ as a relevant prefix” and substitutes the extension term “case” for the previous term “drive,” resulting in the “hard drive enclosure” candidate query (id. ). Id. Further, Appellants’ argument that the term extensions “case” and “enclosure” do not teach “distributional similarity of terms” because other term extensions in Cucerzan are not each themselves synonyms (Reply Br. 5) is unpersuasive. Neither the claims nor the Specification require that a “distributional similarity of terms in web documents” requires the terms be synonymous (Spec. 131 (“terms that are distributionally similar tend to be synonyms, hypemyms, siblings, etc.”) (emphasis added)). Moreover, the Examiner does not rely on the other, non-synonym term extensions to teach 5 Appeal 2017-007607 Application 13/012,795 “distributional similarity of terms”. Rather, the Examiner finds Cucerzan teaches a pair of synonyms, “case” and “enclosure” (Ans. 4—5 (citing Cucerzan 6:18—37); Final Act. 4, 15), and Appellants do not proffer sufficient persuasive evidence or arguments as to why those synonymous terms do not teach “distributional similarity of terms in web documents.” Accordingly, we are not persuaded the Examiner erred by finding Cucerzan teaches or suggests an “added term results from a hybrid method based at least in part on . . . distributional similarity of terms in web documents,” as recited in claim 1 and similarly recited in claim 11. Issue lb Appellants contend the Examiner erred in finding Cucerzan teaches or suggests an “added term results from a hybrid method based at least in part on . . . term substitutions from other user queries that lead to a common uniform resource locator (URL),” as recited in claim 1 and similarly recited in claim 11 (App. Br. 8—11; Reply Br. 6—8). Specifically, Appellants argue Cucerzan’s “other queries do not necessarily lead to a common URL” and “nowhere does [Cucerzan] teach that these listed [other] queries lead to a common URL” (Reply Br. 7). We are not persuaded. Specifically, we are not persuaded by Appellants’ argument that Cucerzan’s substitute queries would not lead to a common URL (Reply Br. 7). The Examiner finds (Ans. 5—6; Final Act. 4— 6), and we agree, a web page, i.e., a common URL, includes “many of the frequent words utilized in queries when a term is searched (such as ‘dog’) may cover many of the related topics that a user may be interested in (e.g., adoption, sale, breeds, puppy, ...)” (Cucerzan 7:5—9; see also Cucerzan 6 Appeal 2017-007607 Application 13/012,795 5:41—52). The Examiner further finds (Ans. 5—6; Final Act. 4—6), and we agree, Cucerzan teaches “a query such as ‘dog’ . . . retrieve[s]” related substitute queries, “e.g., dog breeds . . . dog adoption, dogs for sale” and “puppy” (Cucerzan 5:41—52). Because Cucerzan’s webpage includes information responsive to Cucerzan’s substitute queries, Cucerzan teaches, or at least suggests, those substitute queries lead to that same webpage. Accordingly, we are not persuaded the Examiner erred by finding Cucerzan teaches or suggests an “added term results from a hybrid method based at least in part on . . . term substitutions from other user queries that lead to a common uniform resource locator (URL),” as recited in claim 1 and similarly recited in claim 11. Issue lc Appellants contend the Examiner erred in finding Bailey teaches or suggests “well-formedness of the candidate query,” as recited in claim 1 and similarly recited in claim 11 (App. Br. 11—15). Specifically, Appellants argue Bailey “nowhere explicitly or inherently teach[es] well-formedness of the candidate query” (App. Br. 15). We are not persuaded. The Examiner finds (Final Act. 7—9, 16—17; Ans. 7), and we agree, Bailey teaches a “syntactical reviser 108.2 can revise queries by making various types of syntactic changes to the original query” (Bailey 148). The Examiner finds that Bailey’s revised queries “produce better queries” and so Bailey teaches that revised queries are better formed than non-revised queries, i.e., “well-formedness of the candidate query” (Final Act. 8—9, 16—17; Ans. 7). 7 Appeal 2017-007607 Application 13/012,795 Appellants’ argument that Bailey does not “explicitly or inherently teach well-formedness of the candidate query” (App. Br. 15) is unpersuasive. Appellants’ description of the “well-formedness of the candidate query” {id.), discusses “an example embodiment” of the “well- formedness of the candidate query” (Spec. 138), rather than a limiting definition. Furthermore, Appellants’ reproduction of cited portions of Bailey (App. Br. 14—15), does not provide any elaboration or explanation persuading us the Examiner erred in finding that Bailey teaches revised queries have a well-formedness, compared to non-revised queries (Final Act. 8—9, 16—17 (citing Bailey Tflf 46, 48); Ans. 7). Accordingly, we are not persuaded the Examiner erred by finding Bailey teaches or suggests a “well- formedness of the candidate query,” as recited in claim 1 and similarly recited in claim 11. Therefore, we sustain the rejection of claims 1 and 11 under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, and Bailey. We also sustain the Examiner’s rejection of claims 3, 4, 7—11, 13, 14, and 17—19, and we further sustain the rejections of claims 2 and 12 under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, Bailey, and Ju and claims 5, 6, 15, and 16 under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, Bailey, and Ntoulas, for which Appellants offer no additional persuasive arguments for patentability (see App. Br. 15). 8 Appeal 2017-007607 Application 13/012,795 ISSUE 2 35 U.S.C. § 103(a): Claim 20 Appellants contend their invention as recited in claim 20, is patentable over Kapur, Cucerzan, and Bailey (App. Br. 15—17). The issue presented by the arguments is: Issue 2: Has the Examiner shown Bailey teaches or suggests “wherein the relevance depends at least in part on web-based-aboutness similarity,” as recited in claim 20? ANALYSIS Appellants contend the Examiner erred in finding Bailey teaches or suggests “wherein the relevance depends at least in part on web-based- aboutness similarity,” as recited in claim 20 (App. Br. 15—17; Reply Br. 9). Specifically, Appellants argue Bailey does not “explicitly or inherently teach ‘web-based-aboutness similarity’ as described in” the Specification (App. Br. 15—16 (citing Spec. Tflf 47-48, Fig. 7)). We are not persuaded. The Examiner finds (see Final Act. 16—17, 20; see also Ans. 7), and we agree, Bailey teaches “[qjuery revisions that add synonyms as disjuncts” or “add a related word” (Bailey 146), i.e., a web- based aboutness similarity. Appellants’ argument that Bailey does not “explicitly or inherently teach ‘web-based-aboutness similarity’” (App. Br. 15) is without elaboration and is therefore unpersuasive. Appellants reproduce portions of the Specification (App. Br. 16—17 (citing Spec. Tflf 47-48, Fig. 7)) describing features in “an example embodiment” (Spec. 143) that are not reflected in the claims. Appellants do not present sufficient explanation as to why 9 Appeal 2017-007607 Application 13/012,795 Bailey’s query revisions, which add synonyms and related words (Bailey 146), do not teach a “web-based-aboutness similarity.” Accordingly, we are not persuaded the Examiner erred by finding Bailey teaches or suggests “wherein the relevance depends at least in part on web-based-aboutness similarity,” as recited in claim 20. Therefore, we sustain the rejection of claim 20 under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, and Bailey. DECISION The Examiner’s rejection of claims 1,3,4, 7—11, 13, 14, and 17—20 under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, and Bailey is affirmed.2’3 The Examiner’s rejection of claims 2 and 12 under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, Bailey, and Ju is affirmed. 2 Determining how “well-formed” a candidate query is encompasses a relative, subjective judgment of the query; e.g., whether the query is a well- made query. Although Appellants’ Specification provides “an example” determination of the “well-formedness of the candidate query” (Spec. H 38— 42, Fig. 6), that example is not reflected by the claim language of claims 1 or 11, and so, claims 1 and 11 encompass relative, subjective judgments when determining the well-formedness of a candidate query. In the event of further prosecution, the Examiner may wish to review claims 1 and 11 for compliance with 35 U.S.C. § 112, second paragraph. 3 Determining an “aboutness similarity” encompasses a relative, subjective judgment; e.g., about how similar items queries are. Although Appellants’ Specification provides examples of determining the “aboutness similarity” (Spec. H43, 47—48, Fig. 7), those examples are not reflected in the claim language recited by claim 20, and so, claim 20 encompasses relative, subjective judgments when determining the aboutness similarity of queries. 10 Appeal 2017-007607 Application 13/012,795 The Examiner’s rejection of claims 5, 6, 15, and 16 under 35 U.S.C. § 103(a) as being unpatentable over Kapur, Cucerzan, Bailey, and Ntoulas is affirmed. 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. § 41.50(f). AFFIRMED In the event of further prosecution, the Examiner may wish to review claim 20 for compliance with 35 U.S.C. § 112, second paragraph. 11 Copy with citationCopy as parenthetical citation