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1. (WO2012116449) SYSTEMS AND METHODS FOR PROCESSING MACHINE LEARNING ALGORITHMS IN A MAPREDUCE ENVIRONMENT
Latest bibliographic data on file with the International Bureau   

Pub. No.:    WO/2012/116449    International Application No.:    PCT/CA2012/050123
Publication Date: 07.09.2012 International Filing Date: 29.02.2012
IPC:
G06F 15/18 (2006.01), G06F 15/16 (2006.01), G06F 17/30 (2006.01)
Applicants: INTERNATIONAL BUSINESS MACHINES CORPORATION [US/US]; New Orchard Road Armonk, New York 10504 (US) (For All Designated States Except US).
IBM CANADA LIMITED-IBM CANADA LIMITEE [CA/CA]; 3600 Steeles Avenue East Markham, Ontario L3R 9Z7 (CA) (MG only).
VAITHYANATHAN, Shivakumar [US/US]; (US) (For US Only).
TIAN, Yuanyuan [CN/US]; (US) (For US Only).
GHOTING, Amol [IN/US]; (US) (For US Only).
BURDICK, Douglas R. [US/US]; (US) (For US Only).
PEDNAULT, Edwin P. [CA/US]; (US) (For US Only).
REINWALD, Berthold [DE/US]; (US) (For US Only).
SINDHWANI, Vikas [US/US]; (US) (For US Only).
TATIKONDA, Shirish [IN/US]; (US) (For US Only).
KRISHNAMURTHY, Rajasekar [IN/US]; (US) (For US Only)
Inventors: VAITHYANATHAN, Shivakumar; (US).
TIAN, Yuanyuan; (US).
GHOTING, Amol; (US).
BURDICK, Douglas R.; (US).
PEDNAULT, Edwin P.; (US).
REINWALD, Berthold; (US).
SINDHWANI, Vikas; (US).
TATIKONDA, Shirish; (US).
KRISHNAMURTHY, Rajasekar; (US)
Agent: WANG, Peter; IBM Canada Limited 3600 Steeles Avenue East Markham, Ontario L3R 9Z7 (CA)
Priority Data:
13/038,086 01.03.2011 US
Title (EN) SYSTEMS AND METHODS FOR PROCESSING MACHINE LEARNING ALGORITHMS IN A MAPREDUCE ENVIRONMENT
(FR) SYSTÈMES ET PROCÉDÉS POUR TRAITER DES ALGORITHMES D'APPRENTISSAGE-MACHINE DANS UN ENVIRONNEMENT MAPREDUCE
Abstract: front page image
(EN)Systems and methods for processing Machine Learning (ML) algorithms in a MapReduce environment are described. In one embodiment of a method, the method includes receiving a ML algorithm to be executed in the MapReduce environment. The method further includes parsing the ML algorithm into a plurality of statement blocks in a sequence, wherein each statement block comprises a plurality of basic operations (hops). The method also includes automatically determining an execution plan for each statement block, wherein at least one of the execution plans comprises one or more low-level operations (lops). The method further includes implementing the execution plans in the sequence of the plurality of the statement blocks.
(FR)Systèmes et procédés de traitement d'algorithmes d'apprentissage-machine (ML) dans un environnement MapReduce. Dans un mode de réalisation, le procédé comprend les étapes consistant à recevoir un algorithme ML à exécuter dans un environnement MapReduce. Le procédé comprend également les étapes consistant à analyser l'algorithme ML en une pluralité de blocs d'instructions d'une séquence, chaque bloc d'instruction comportant une pluralité d'opérations de base (hops). Le procédé comprend également les étapes consistant à déterminer automatiquement un plan d'exécution pour chaque bloc d'instruction, au moins un des plans d'exécution comportant au moins une opération de bas niveau (lops). Le procédé comprend enfin l'implémentation des plans d'exécution dans la séquence de la pluralité des blocs d'instructions.
Designated States: AE, AG, AL, AM, AO, AT, AU, AZ, BA, BB, BG, BH, BR, BW, BY, BZ, CA, CH, CL, CN, CO, CR, CU, CZ, DE, DK, DM, DO, DZ, EC, EE, EG, ES, FI, GB, GD, GE, GH, GM, GT, HN, HR, HU, ID, IL, IN, IS, JP, KE, KG, KM, KN, KP, KR, KZ, LA, LC, LK, LR, LS, LT, LU, LY, MA, MD, ME, MG, MK, MN, MW, MX, MY, MZ, NA, NG, NI, NO, NZ, OM, PE, PG, PH, PL, PT, QA, RO, RS, RU, RW, SC, SD, SE, SG, SK, SL, SM, ST, SV, SY, TH, TJ, TM, TN, TR, TT, TZ, UA, UG, US, UZ, VC, VN, ZA, ZM, ZW.
African Regional Intellectual Property Organization (BW, GH, GM, KE, LR, LS, MW, MZ, NA, RW, SD, SL, SZ, TZ, UG, ZM, ZW)
Eurasian Patent Organization (AM, AZ, BY, KG, KZ, MD, RU, TJ, TM)
European Patent Office (AL, AT, BE, BG, CH, CY, CZ, DE, 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, SM, TR)
African Intellectual Property Organization (BF, BJ, CF, CG, CI, CM, GA, GN, GQ, GW, ML, MR, NE, SN, TD, TG).
Publication Language: English (EN)
Filing Language: English (EN)