Ex Parte Bateni et alDownload PDFPatent Trial and Appeal BoardMay 26, 201612145545 (P.T.A.B. May. 26, 2016) Copy Citation UNITED STA TES p A TENT AND TRADEMARK OFFICE APPLICATION NO. FILING DATE 12/145,545 06/25/2008 26890 7590 05/31/2016 JAMES M, STOVER TERADATA US, INC. 10000 INNOVATION DRIVE DAYTON, OH 45342 FIRST NAMED INVENTOR Arash Bateni 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 ATTORNEY DOCKET NO. CONFIRMATION NO. 12993 3483 EXAMINER MEINECKE DIAZ, SUSANNA M ART UNIT PAPER NUMBER 3683 NOTIFICATION DATE DELIVERY MODE 05/31/2016 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): michelle. boldman @teradata.com jam es.stover@teradata.com td.uspto@outlook.com PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE BEFORE THE PATENT TRIAL AND APPEAL BOARD Exparte ARASH BATENI, EDWARD KIM, HARMINTERATWAL, and J.P. VORSANGER Appeal2013-002398 1 Application 12/145,5452 Technology Center 3600 Before MICHAEL C. ASTORINO, JAMES A. WORTH, and BRADLEY B. BAY AT, Administrative Patent Judges. WORTH, Administrative Patent Judge. DECISION ON APPEAL STATEMENT OF THE CASE Appellants appeal under 35 U.S.C. § 134(a) from the Examiner's final rejection of claims 1-8. We have jurisdiction under 35 U.S.C. §§ 134 and 6(b). We REVERSE. 1 Our decision refers to the Appellants' Appeal Brief ("Br.," filed Mar. 5, 2012), and the Examiner's Final Office Action ("Final Act.," mailed July 29, 2011) and Answer ("Ans.," mailed Sept. 11, 2012). 2 According to Appellants, the real party in interest is Teradata US, Incorporated (Br. 2). Appeal2013-002398 Application 12/145,545 Introduction Appellants' disclosure relates to "methods and systems for forecasting product demand for retail operations, and in particular to the utilization of regression techniques and logistical variables, such as media types, in determining product demand forecasts." (Spec. 1). The Specification criticizes the use of binary values that are normally used in regression equations as causing various problems (Spec. 10 & EQN. 2). The Specification states that "[t]o address these problems, a novel technique is proposed to transform the logistic variables, e.g., media types, into a numerical value." (Spec. 10). Claims 1 and 5 are the independent claims on appeal. Claim 1, reproduced below, is illustrative of the subject matter on appeal: 1. A computer-implemented method for forecasting demand for a product, the method comprising the steps of: maintaining, in a data storage device, a database of historical product demand information; identifying a piuraiity of factors influencing demand for said product, said factors including categorical variables and non- categorical variables; transforming, by a computer in communication with said data storage device, categorical values of said categorical variables into numerical values; analyzing, by said computer, said historical product demand information for said product to determine a regression coefficient corresponding to said categorical variables and a regression coefficient corresponding to each one of said non-categorical variables; and blending, by said computer, said regression coefficients, projected numerical values of said categorical variables, and values of said non-categorical variables for said product to determine a product demand forecast for said product. (Br., Claims App.) 2 Appeal2013-002398 Application 12/145,545 Rejection on Appeal The Examiner maintains, and the Appellants appeal, the following rejection: Claims 1-8 stand rejected under 35 U.S.C. § 102(b) as being anticipated by Acharya (US 2005/0256759 Al, pub. Nov. 17, 2005). ANALYSIS Appellants argue that Acharya fails to disclose "transforming ... categorical values of said categorical variables into numerical values," as recited by independent claim 1 (Br. 5-8). The Examiner relies on paragraphs 90-96 and 112 of Acharya for the teaching of transforming categorical values into numerical values (Final Act. 3, 5; see also Ans. 7-8). The Examiner reasons that, in these portions of Acharya, the presence of a Marketing Instrument is categorized as a binary variabie (i.e., being impiemented or not), which is transformed into numerical values (0 or 1) (Final Act. 3, 5). The Examiner similarly reasons that the observance of price (or not) is transformed into numerical values (0 or 1) (Id.). Appellants argue that binary values of 0 or 1 are not equivalent to numerical values within the meaning of independent clam 1 (Br. 7-8). Appellants argue that the recited statistical transformations, also described in the Specification, are not limited to values of 0 and 1 (Id. at 8). We are persuaded by Appellants' argument inasmuch as the claims recite a transformation of "categorical" values into "numerical" values. The Examiner does not provide sufficient reasoning to explain why "numerical" values remain "categorical" in nature even after the transformation from 3 Appeal2013-002398 Application 12/145,545 "categorical" values and variables to "numerical" values, as recited by independent claim 1. For this reason, we do not sustain the Examiner's rejection under 35 U.S.C. § 102(b) of claim 1 and its dependent claims. Independent claim 5 contains similar language and requirements as independent claim 1. For similar reasons, we do not sustain the Examiner's rejection under 35 U.S.C. § 102(b) of claim 5 and its dependent claims. DECISION The Examiner's decision to reject claims 1-8 under 35 U.S.C. § 102(b) is reversed. REVERSED 4 Copy with citationCopy as parenthetical citation