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1. (WO2018005395) ARTIFICIAL NEURAL NETWORK WITH SIDE INPUT FOR LANGUAGE MODELLING AND PREDICTION
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Pub. No.: WO/2018/005395 International Application No.: PCT/US2017/039350
Publication Date: 04.01.2018 International Filing Date: 27.06.2017
IPC:
G06N 3/04 (2006.01) ,G06N 3/08 (2006.01) ,G10L 15/16 (2006.01) ,G06F 3/023 (2006.01)
G PHYSICS
06
COMPUTING; CALCULATING; COUNTING
N
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3
Computer systems based on biological models
02
using neural network models
04
Architecture, e.g. interconnection topology
G PHYSICS
06
COMPUTING; CALCULATING; COUNTING
N
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3
Computer systems based on biological models
02
using neural network models
08
Learning methods
G PHYSICS
10
MUSICAL INSTRUMENTS; ACOUSTICS
L
SPEECH ANALYSIS OR SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING; SPEECH OR AUDIO CODING OR DECODING
15
Speech recognition
08
Speech classification or search
16
using artificial neural networks
G PHYSICS
06
COMPUTING; CALCULATING; COUNTING
F
ELECTRIC DIGITAL DATA PROCESSING
3
Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
01
Input arrangements or combined input and output arrangements for interaction between user and computer
02
Input arrangements using manually operated switches, e.g. using keyboards or dials
023
Arrangements for converting discrete items of information into a coded form, e.g. arrangements for interpreting keyboard generated codes as alphanumeric codes, operand codes or instruction codes
Applicants:
MICROSOFT TECHNOLOGY LICENSING, LLC [US/US]; One Microsoft Way Redmond, WA 98052-6399, US
Inventors:
ISO-SIPILA, Juha; US
WILLSON, Matthew, James; US
Agent:
MINHAS, Sandip; US
CHEN, Wei-Chen, Nicholas; US
DRAKOS, Katherine, J.; US
KADOURA, Judy, M.; US
HOLMES, Danielle, J.; US
SWAIN, Cassandra, T.; US
WONG, Thomas, S.; US
CHOI, Daniel; US
HWANG, William, C.; US
WIGHT, Stephen, A.; US
Priority Data:
15/245,93424.08.2016US
1611380.530.06.2016GB
Title (EN) ARTIFICIAL NEURAL NETWORK WITH SIDE INPUT FOR LANGUAGE MODELLING AND PREDICTION
(FR) RÉSEAU NEURONAL ARTIFICIEL AVEC ENTRÉE LATÉRALE PERMETTANT UNE MODÉLISATION ET UNE PRÉDICTION LINGUISTIQUES
Abstract:
(EN) The present invention relates to an improved artificial neural network for predicting one or more next items in a sequence of items based on an input sequence item. The artificial neural network is implemented on an electronic device comprising a processor, and at least one input interface configured to receive one or more input sequence items, wherein the processor is configured to implement the artificial neural network and generate one or more predicted next items in a sequence of items using the artificial neural network by providing an input sequence item received at the at least one input interface and a side input as inputs to the artificial neural network, wherein the side input is configured to maintain a record of input sequence items received at the input interface.
(FR) La présente invention concerne un réseau neuronal artificiel amélioré destiné à la prédiction d'un ou plusieurs prochains éléments dans une séquence d'éléments sur la base d'un élément de séquence d'entrée. Le réseau neuronal artificiel est mis en œuvre sur un dispositif électronique comprenant un processeur et au moins une interface d'entrée conçue pour recevoir un ou plusieurs éléments de la séquence d'entrée. Le processeur est conçu pour mettre en œuvre le réseau neuronal artificiel et pour générer un ou plusieurs prochains éléments prédits dans une séquence d'éléments à l'aide du réseau neuronal artificiel en fournissant un élément de séquence d'entrée reçu au niveau de ladite au moins une interface d'entrée et une entrée latérale à titre d'entrées dans le réseau neuronal artificiel. L'entrée latérale est conçue pour conserver un enregistrement d'éléments de séquence d'entrée reçus au niveau de l'interface d'entrée.
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Designated States: AE, AG, AL, AM, AO, AT, AU, AZ, BA, BB, BG, BH, BN, BR, BW, BY, BZ, CA, CH, CL, CN, CO, CR, CU, CZ, DE, DJ, DK, DM, DO, DZ, EC, EE, EG, ES, FI, GB, GD, GE, GH, GM, GT, HN, HR, HU, ID, IL, IN, IR, IS, JO, JP, KE, KG, KH, KN, KP, KR, KW, KZ, LA, LC, LK, LR, LS, LU, LY, MA, MD, ME, MG, MK, MN, MW, MX, MY, MZ, NA, NG, NI, NO, NZ, OM, PA, PE, PG, PH, PL, PT, QA, RO, RS, 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, ZA, ZM, ZW
African Regional Intellectual Property Organization (ARIPO) (BW, GH, GM, KE, LR, LS, MW, MZ, NA, RW, SD, SL, ST, SZ, TZ, UG, ZM, ZW)
Eurasian Patent Office (AM, AZ, BY, KG, KZ, RU, TJ, TM)
European Patent Office (EPO) (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, KM, ML, MR, NE, SN, TD, TG)
Publication Language: English (EN)
Filing Language: English (EN)