Ex parte SuttonDownload PDFBoard of Patent Appeals and InterferencesDec 11, 199807979139 (B.P.A.I. Dec. 11, 1998) Copy Citation Application for patent filed November 20, 1992. 1 According to appellant, the application is a continuation in part of Application 07/947,213, filed September 18, 1992. 1 THIS OPINION WAS NOT WRITTEN FOR PUBLICATION The opinion in support of the decision being entered today (1) was not written for publication in a law journal and (2) is not binding precedent of the Board. Paper No. 14 UNITED STATES PATENT AND TRADEMARK OFFICE __________ BEFORE THE BOARD OF PATENT APPEALS AND INTERFERENCES __________ Ex parte RICHARD S. SUTTON __________ Appeal No. 94-4200 Application 07/979,1391 ___________ ON BRIEF ___________ Before HAIRSTON, JERRY SMITH, and FLEMING, Administrative Patent Judges. FLEMING, Administrative Patent Judge. DECISION ON APPEAL This is a decision on appeal from the final rejection of claim 1. The invention relates to a machine for learning a pattern Appeal No. 94-4200 Application 07/979,139 2 sequence utilizing an incrementally adjustable gain parameter. The independent claim 1 is reproduced as follows: 1. A computer system for machine learning of a time dependent pattern sequence y(t) comprising: input means for receiving a plurality, indexed by i, of time dependent inputs x (t) and a meta-step-size parameter 2;i calculation means for calculating from said time dependent inputs a predicted value, y , of said pattern sequence;* a computer memory associated with the said means for calculating; said calculating means further including a learning rate, k ,i exponentially related to an incremental gain $ (t) and ai derivation means for deriving the incremental gain $ (t) fromi previous values of B (t) and having means for 1 Initializing h , a per input memory parameter, to O, andi weight coefficients, w , and $ , the incremental gaini i parameter, to chosen values, i=1,...,n, Repeating for each new inputs (x ,...,x , y )the steps of:1 n * calculating, n y = E w xi i i = 1 calculating, * = y - y* Repeating for i = 1,...,n where k is an input learning i rate and 2 is a positive constant denoted the meta-learning rate: Appeal No. 94-4200 Application 07/979,139 The Examiner responded to the brief with an Examiner's2 answer, mailed June 14, 1994. The Examiner mailed a supplemental Examiner's answer on May 20, 1996. The Examiner mailed a second supplemental Examiner's answer on July 30, 1996. 3 calculating, $ = $ +2*x hi i i i n k (t) = x (t)e /(R + E x (t) j )i i j$i(t) 2 $ (t) j=1 w (t+1) = w (t)+k (t)*(t)x (t)i i i i h (t+1) = [h (t) + k (t)*(t)][l - k (t)x (t)] .i i i i i t The Examiner does not rely on any references. Claim 1 stands rejected under 35 U.S.C. 101 as being non- statutory subject matter. Claim 1 is also rejected under 35 U.S.C. § 112, second paragraph. Rather than reiterate the arguments of Appellant and the Examiner, reference is made to the brief and answers for the2 respective details thereof. OPINION After a careful consideration of the record before us, we will not sustain the 35 U.S.C. § 101 rejection of claim 1. With respect to the mathematical algorithm exception, the Federal Circuit in State Street Bank v. Signature Financial, Appeal No. 94-4200 Application 07/979,139 4 149 F.3d 1368, 47 USPQ2d 1596 (Fed. Cir. 1998), first identified the three categories that are not patentable--laws of nature, natural phenomena and abstract ideas. The opinion went on to note "the mathematical algorithm is unpatentable only to the extent that it represents an abstract idea" and is thus not "useful." Id. at 1373 n.4, 47 USPQ2d at 1600-01 n.4. Later in its opinion, the court returned to this issue: "[T]he mere fact that a claimed invention involves inputting numbers, calculating numbers, outputting numbers, and storing numbers, in and of itself, would not render it nonstatutory subject matter, unless, of course, its operation does not produce a ‘useful, concrete and tangible result.’" Id. at 1374, 47 USPQ2d at 1602. In this case, the court stated that "the transformation of data, representing discrete dollar amounts, by a machine through a series of mathematical calculations into a final share price, constitutes a practical application of a mathematical algorithm . . . because it produces ’a useful, concrete and Appeal No. 94-4200 Application 07/979,139 5 tangible result’ . . . . " Id. at 1373, 47 USPQ2d at 1601. Significantly, the court concluded its analysis of the mathematical algorithm issue as follows: "The question of whether a claim encompasses statutory subject matter should not focus on which of the four categories of subject matter a claim is directed to . . .but rather on the essential characteristics of the subject matter, in particular, its practical utility." Id. at 1375, 47 USPQ2d at 1602. With respect to the Freeman-Walter-Abele test, the Federal Circuit held the district court erred in applying it. According to the court, after Diehr [602 F.2d 982, 203 USPQ 44 (CCPA 1979)] and Chakrabarty [571 F.2d 40, 197 USPQ 72 (CCPA 1978)] were decided by the Supreme Court, the test had "little, if any, applicability to determining the presence of statutory subject matter." Id. at 1374, 47 USPQ2d at 1601. Appellant's claim 1 recites a "machine" claim having Appeal No. 94-4200 Application 07/979,139 6 "means" clauses. Machine claims having means clauses may only be reasonably viewed as process claims if there is no supporting structure in the written description that corresponds to the claimed "means" element. See State Street Bank,149 F.3d at 1371, 47 USPQ2d at 1599 citing In re Alappat, 33 F.3d 1526, 1540-41, 31 USPQ2d 1545, 1554 (Fed. Cir. 1994)(in banc). This is not the case now before us. When claim 1 is properly construed in accordance with 35 U.S.C. § 112, sixth paragraph, it is directed to a specific machine. As demonstrated below, the relevant part of claim 1 is set forth with the brackets stating the structure the written description discloses as corresponding to the respective "means" recited in the claim. 1. A computer system for machine learning of a time dependent pattern sequence y(t) comprising: input means [input ports 115 shown in Figure 1 and described on page 5 of the specification] for receiving a plurality, indexed by i, of time dependent inputs x (t) and ai meta-step-size parameter 2; Appeal No. 94-4200 Application 07/979,139 7 calculation means [processor 105 shown in Figure 1 and described on page 5 of the specification] for calculating from said time dependent inputs a predicted value, y*, of said pattern sequence; a computer memory [memory 110 shown in Figure 1 and described on page 5 of the specification] associated with said means for calculating . . . . Thus, when properly construed, claim 1 claims a machine for receiving a plurality of time dependent inputs and for learning of a time dependent pattern sequence based upon these inputs having the specific structures disclosed in the written description and corresponding to the means-plus-function elements recited in the claim. We agree with the Examiner that the claim recites a mathematical algorithm. The mere fact that a claimed invention involves inputting numbers, calculating numbers, outputting numbers, and storing numbers, in and of itself, would not render it nonstatutory subject matter, unless, of course, its operation does not produce a ‘useful, concrete and tangible result.' In this case, we find that the claim language recites a specific machine for learning of a time dependent pattern sequence Appeal No. 94-4200 Application 07/979,139 8 comprising an input port for receiving a plurality of time dependent inputs, a processor for calculating from the time dependent input a predicted value and a computer memory associated with the processor. Furthermore, we find that Appellant's claim 1 recites subject matter that constitutes a practical application of a mathematical algorithm because it produces a useful, concrete and tangible result by using a specific machine to learn a time dependent pattern sequence from receiving a plurality of time dependent inputs. Therefore, we find statutory subject matter. Claim 1 stands rejected under 35 U.S.C. § 112, second paragraph. The Examiner argues that h is not clearly definedi and the language "a per input memory parameter" is unclear. Analysis of 35 U.S.C. § 112, second paragraph, should begin with the determination of whether claims set out and circumscribe the particular area with a reasonable degree of precision and particularity; it is here where definiteness of the language must be analyzed, not in a vacuum, but always in light of teachings of the disclosure as it would be interpreted by one possessing ordinary skill in the art. In Appeal No. 94-4200 Application 07/979,139 9 re Johnson, 558 F.2d 1008, 1015, 194 USPQ 187, 193 (CCPA 1977), citing In re Moore, 439 F.2d 1232, 1235, 169 USPQ 236, 238 (1971). Furthermore, our reviewing court points out that a claim which is of such breadth that it reads on subject matter disclosed in the prior art is rejected under 35 U.S.C. § 102 rather than under 35 U.S.C. § 112, second paragraph. See In re Hyatt, 708 F.2d 712, 715, 218 USPQ 195, 197 (Fed. Cir. 1983) and In re Borkowski, 422 F.2d 904, 909, 164 USPQ 642, 645-46 (CCPA 1970). In light of the specification, h is a parameter which isi influenced by previous sample inputs. Thus, the language in the claim, "h , a per input memory parameter," is simply seti forth this parameter that is influenced by previous sample inputs. Therefore, we find the claim language sets out and circumscribes the particular area with a reasonable degree of precision and particularity when read in light of teachings of the disclosure as it would be interpreted by one possessing ordinary skill in the art. Appeal No. 94-4200 Application 07/979,139 10 We have not sustained the rejection of claim 1 under 35 U.S.C. § 101 or 112. Accordingly, the Examiner's decision is reversed. REVERSED ) KENNETH W. HAIRSTON ) Administrative Patent Judge ) ) ) ) BOARD OF PATENT JERRY SMITH ) Administrative Patent Judge ) APPEALS AND ) ) INTERFERENCES ) MICHAEL R. FLEMING ) Administrative Patent Judge ) Appeal No. 94-4200 Application 07/979,139 11 MRF/pgg Leonard Charles Suchyta GTE Service Corporation 40 Sylvan Road - MS31 Waltham, MA 02254 Copy with citationCopy as parenthetical citation