JP5989792B2 - 無監督ニューラルリプレイ、学習改善、関連付け、およびメモリ転送のための方法および装置:ニューラル構成要素メモリ転送 - Google Patents

無監督ニューラルリプレイ、学習改善、関連付け、およびメモリ転送のための方法および装置:ニューラル構成要素メモリ転送 Download PDF

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JP5989792B2
JP5989792B2 JP2014541344A JP2014541344A JP5989792B2 JP 5989792 B2 JP5989792 B2 JP 5989792B2 JP 2014541344 A JP2014541344 A JP 2014541344A JP 2014541344 A JP2014541344 A JP 2014541344A JP 5989792 B2 JP5989792 B2 JP 5989792B2
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neurons
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JP2014535118A (ja
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ハンジンジャー、ジェイソン・フランク
チャン、ビクター・ホッキウ
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JP2014541344A 2011-11-09 2012-11-09 無監督ニューラルリプレイ、学習改善、関連付け、およびメモリ転送のための方法および装置:ニューラル構成要素メモリ転送 Expired - Fee Related JP5989792B2 (ja)

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US13/292,175 US9424513B2 (en) 2011-11-09 2011-11-09 Methods and apparatus for neural component memory transfer of a referenced pattern by including neurons to output a pattern substantially the same as the referenced pattern
US13/292,175 2011-11-09
PCT/US2012/064517 WO2013071160A1 (en) 2011-11-09 2012-11-09 Methods and apparatus for unsupervised neural replay, learning refinement, association and memory transfer: neural component memory transfer

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JP2014535118A JP2014535118A (ja) 2014-12-25
JP5989792B2 true JP5989792B2 (ja) 2016-09-07

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US (1) US9424513B2 (https=)
EP (1) EP2776985A1 (https=)
JP (1) JP5989792B2 (https=)
KR (1) KR101755082B1 (https=)
CN (1) CN103930907B (https=)
IN (1) IN2014CN03069A (https=)
WO (1) WO2013071160A1 (https=)

Families Citing this family (10)

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US9424511B2 (en) 2011-11-09 2016-08-23 Qualcomm Incorporated Methods and apparatus for unsupervised neural component replay by referencing a pattern in neuron outputs
US9443190B2 (en) 2011-11-09 2016-09-13 Qualcomm Incorporated Methods and apparatus for neural pattern sequence completion and neural pattern hierarchical replay by invoking replay of a referenced neural pattern
US9015091B2 (en) * 2011-11-09 2015-04-21 Qualcomm Incorporated Methods and apparatus for unsupervised neural replay, learning refinement, association and memory transfer: structural plasticity and structural constraint modeling
US9652711B2 (en) * 2014-03-12 2017-05-16 Qualcomm Incorporated Analog signal reconstruction and recognition via sub-threshold modulation
US20150286925A1 (en) * 2014-04-08 2015-10-08 Qualcomm Incorporated Modulating plasticity by global scalar values in a spiking neural network
US10740659B2 (en) * 2017-12-14 2020-08-11 International Business Machines Corporation Fusing sparse kernels to approximate a full kernel of a convolutional neural network
EP4475437A3 (en) * 2019-03-17 2025-02-26 NParbor, Inc. Method and apparatus for cross correlation
WO2020247309A1 (en) 2019-06-02 2020-12-10 Barton David Carl Method and apparatus for shared cross-stream event detection
JP7118930B2 (ja) * 2019-08-19 2022-08-16 株式会社東芝 スパイキングニューラルネットワーク装置およびその学習方法
US11742901B2 (en) * 2020-07-27 2023-08-29 Electronics And Telecommunications Research Institute Deep learning based beamforming method and apparatus

Family Cites Families (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5583964A (en) 1994-05-02 1996-12-10 Motorola, Inc. Computer utilizing neural network and method of using same
US7089218B1 (en) 2004-01-06 2006-08-08 Neuric Technologies, Llc Method for inclusion of psychological temperament in an electronic emulation of the human brain
JP3647584B2 (ja) 1996-12-26 2005-05-11 富士通株式会社 学習型自己定位装置
US6041322A (en) 1997-04-18 2000-03-21 Industrial Technology Research Institute Method and apparatus for processing data in a neural network
WO2004097733A2 (en) 2003-04-30 2004-11-11 Darwinian Neural Network Industries Ltd Neural networks
JP2005190429A (ja) 2003-12-26 2005-07-14 Hiroshima Univ 参照データ認識・学習方法及びパターン認識システム
EP2360629A3 (en) 2005-05-07 2012-04-11 Stephen L. Thaler Device for the autonomous bootstrapping of useful information
JP4201012B2 (ja) 2006-04-06 2008-12-24 ソニー株式会社 データ処理装置、データ処理方法、およびプログラム
EP2259214B1 (en) 2009-06-04 2013-02-27 Honda Research Institute Europe GmbH Implementing a neural associative memory based on non-linear learning of discrete synapses
US20120117012A1 (en) * 2010-04-08 2012-05-10 Neurosciences Research Foundation, Inc. Spike-timing computer modeling of working memory
WO2012138761A1 (en) * 2011-04-04 2012-10-11 Sheepdog Sciences, Inc. Apparatus, system, and method for modulating consolidation of memory during sleep
US9147155B2 (en) 2011-08-16 2015-09-29 Qualcomm Incorporated Method and apparatus for neural temporal coding, learning and recognition
US9443190B2 (en) 2011-11-09 2016-09-13 Qualcomm Incorporated Methods and apparatus for neural pattern sequence completion and neural pattern hierarchical replay by invoking replay of a referenced neural pattern
US9015091B2 (en) 2011-11-09 2015-04-21 Qualcomm Incorporated Methods and apparatus for unsupervised neural replay, learning refinement, association and memory transfer: structural plasticity and structural constraint modeling
US9424511B2 (en) 2011-11-09 2016-08-23 Qualcomm Incorporated Methods and apparatus for unsupervised neural component replay by referencing a pattern in neuron outputs
US8909575B2 (en) 2012-02-29 2014-12-09 Qualcomm Incorporated Method and apparatus for modeling neural resource based synaptic placticity
WO2014081671A1 (en) 2012-11-20 2014-05-30 Qualcomm Incorporated Dynamical event neuron and synapse models for learning spiking neural networks

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KR20140092882A (ko) 2014-07-24
US9424513B2 (en) 2016-08-23
US20130117211A1 (en) 2013-05-09
CN103930907A (zh) 2014-07-16
KR101755082B1 (ko) 2017-07-19
EP2776985A1 (en) 2014-09-17
IN2014CN03069A (https=) 2015-07-31
WO2013071160A1 (en) 2013-05-16
JP2014535118A (ja) 2014-12-25
CN103930907B (zh) 2017-12-29

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