Patent SG-11201805939Q-A (SG)
Title: Localized temporal model forecasting
Inventor: HERZOG JAMES
IPC: G06N5/04
Filed: 2017-01-12
Abstract: INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY (PCT) (19) World Intellectual Property -, Organization MD 1111101110101011111 HO 11111 011101110111011111110111110111110 ill OEN International Bureau 0.. .... .. (10) International Publication Number (43) International Publication Date ..... ...r .....1 WO 2017/123819 Al 20 July 2017 (20.07.2017) WIPO I PCT (51) International Patent Classification: (81) Designated States (unless otherwise indicated, for every GOON 5/04 (2006.01) GOON 99/00 (2010.01) kind of national protection available): AE, AG, AL, AM, AO, AT, AU, AZ, BA, BB, BG, BH, BN, BR, BW, BY, (21) International Application Number: BZ, CA, CH, CL, CN, CO, CR, CU, CZ, DE, DJ, DK, DM, PCT/US2017/013267 DO, DZ, EC, EE, EG, ES, FI, GB, GD, GE, GH, GM, GT, (22) International Filing Date: HN, HR, HU, ID, IL, IN, IR, IS, JP, KE, KG, KH, KN, 12 January 2017 (12.01.2017) KP, KR, KW, KZ, LA, LC, LK, LR, LS, LU, LY, MA, MD, ME, MG, MK, MN, MW, MX, MY, MZ, NA, NG, (25) Filing Language: English NI, NO, NZ, OM, PA, PE, PG, PH, PL, PT, QA, RO, RS, (26) Publication Language: English RU, RW, SA, SC, SD, SE, SG, SK, SL, SM, ST, SV, SY, TH, TJ, TM, TN, TR, TT, TZ, UA, UG, US, UZ, VC, VN, (30) Priority Data: ZA, ZM, ZW. 14/996,154 14 January 2016 (14.01.2016) US (84) Designated States (unless otherwise indicated, for every (71) Applicant: UPTAKE TECHNOLOGIES, INC. kind of regional protection available): ARIPO (BW, GH, [US/US]; 600 West Chicago Ave., Suite 620, Chicago, GM, KE, LR, LS, MW, MZ, NA, RW, SD, SL, ST, SZ, Illinois 60654 (US). TZ, UG, ZM, ZW), Eurasian (AM, AZ, BY, KG, KZ, RU, (72) Inventor: HERZOG, James; 600 West Chicago Ave., TJ, TM), European (AL, AT, BE, BG, CH, CY, CZ, DE, Suite 620, Chicago, Illinois 60654 (US). DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LT, LU, LV, MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, (74) Agent: SHEA, Rory; Lee Sullivan Shea & Smith LLP, SM, TR), OAPI (BF, BJ, CF, CG, CI, CM, GA, GN, GQ, 224 N Desplaines St., Suite 250, Chicago, Illinois 60661 GW, KM, ML, MR, NE, SN, TD, TG). (US). [Continued on next page] = Title: LOCALIZED TEMPORAL MODEL FORECASTING = (54) . (57) able : Disclosed herein are systems, computer-read- media, and methods related to modeling on multivariate = 102 time series data overlaid with event data. In particular, some Asp e; examples involve selecting one or more historical time series data arrays similar to a recent time series data array and filter- ing the similar historical time series data arrays based on - = = 104 data. Some examples can also involve training a local- = 10& event T Series ized temporal forecasting model using the filtered historical = - Data Acr(s) ay Event Data time series data arrays. Some examples can include building = and/or near training the localized temporal forecasting model at or a time that a forecast is needed. = = = 108 = - 110 = 11 2 t mtput Evstern C:7 11 GC M N FIG. 1 1-1 IN 1-1 0 ei O WO 2017/123819 Al 1#110H01101DERMEMOM011011101111111111111110111011110111111 Published: — with international search report (Art. 21(3))