Ex Parte Fan et alDownload PDFBoard of Patent Appeals and InterferencesMay 25, 201210737123 (B.P.A.I. May. 25, 2012) Copy Citation UNITED STATES PATENT AND TRADEMARK OFFICE _____________ BEFORE THE BOARD OF PATENT APPEALS AND INTERFERENCES _____________ Ex parte WEI FAN, HAIXUN WANG, and PHILIP S. YU _____________ Appeal 2010-000577 Application 10/737,123 Technology Center 2100 ______________ Before ROBERT E. NAPPI, DEBRA K. STEPHENS, and JASON V. MORGAN, Administrative Patent Judges. Per Curiam. DECISION ON APPEAL Appeal 2010-000577 Application 10/737,123 2 This is a decision on appeal under 35 U.S.C. § 134(a) of the rejection of claims 1 through 35. We reverse. INVENTION The invention is directed to a method of searching for data in databases using an ensemble of models. See pages 1 and 2 of Appellants’ Specification. Claim 1 is representative of the invention and reproduced below: Claim 1. A method of searching data in databases using an ensemble of models, said method comprising: ordering models within said ensemble in order of prediction accuracy, with the most accurate model being first in said order; selecting a sub-ensemble of said models that meets a given level of confidence, wherein models are joined together in said sub-ensemble in said order of prediction accuracy; and applying said sub-ensemble, in place of said ensemble, to an example to make a prediction. REFERENCES Rosen US 6,513,025 B1 Jan. 28, 2003 Venkayala US 2003/0212679 A1 Nov. 13, 2003 Appeal 2010-000577 Application 10/737,123 3 REJECTION AT ISSUE The Examiner has rejected claims 1 through 35 under 35 U.S.C. § 103(a) as unpatentable over Venkayla in view of Rosen. Answer 3-14. 1 ISSUES Appellants argue on pages 27 through 31 Appeal Brief, 2 that the Examiner’s rejection of independent claims 1, 8, 15, 21, 28, and 35 is in error. Appellants’ arguments present us with the issue: did the Examiner err in finding that the combination of the references teaches applying a sub- ensemble of models in place of an ensemble of models to make a prediction as recited in the independent claims? 3 ANALYSIS We have reviewed Appellants’ arguments in the Brief, the Examiner’s rejection and the Examiner’s response to the Appellants’ arguments. We concur with Appellants’ conclusion that the Examiner erred in finding that the combination of the references teaches applying a sub-ensemble of models in place of an ensemble of models to make a prediction as recited in the independent claims. 1 Throughout this opinion we refer to the Examiner’s Answer mailed on July 8, 2009. 2 Throughout this opinion we refer to Appellants’ Appeal Brief dated March 19, 2009. 3 We note Appellants’ arguments present additional issues with respect to both the independent claims and dependent claims, however as this issue is dispositive we do not reach the other issues presented. Appeal 2010-000577 Application 10/737,123 4 The Examiner cites to Venkayala’s teaching of building models using seed models as teaching using more than one model. Answer 19. Further, the Examiner equates Venkayala’s step of selection of criterion of the selected class values with the claimed applying sub-ensembles. Answer 20. Appellants argue that this does not meet the claims. Appeal Brief 28-29. We concur with the Appellants. The claims identify that the ensembles and sub-ensembles are of models, we do not find that the selection of criterion of the selected class values are sub-ensembles of models. While we concur with the Examiner that Venkayala teaches using more than one model in that a model is generated using seed models, the Examiner has not shown how this teaching meets the step of applying sub-ensemble of models as claimed. Thus, we are persuaded of error in the Examiner’s obviousness rejection and we will not sustain the Examiner’s rejection. ORDER The decision of the Examiner to reject claims 1 through 35 is reversed. REVERSED dw Copy with citationCopy as parenthetical citation