JP5934378B2 - 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：構造可塑性および構造制約モデリング - 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：構造可塑性および構造制約モデリング Download PDF

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JP5934378B2
JP5934378B2 JP2014541339A JP2014541339A JP5934378B2 JP 5934378 B2 JP5934378 B2 JP 5934378B2 JP 2014541339 A JP2014541339 A JP 2014541339A JP 2014541339 A JP2014541339 A JP 2014541339A JP 5934378 B2 JP5934378 B2 JP 5934378B2
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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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JP2014541339A 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：構造可塑性および構造制約モデリング Expired - Fee Related JP5934378B2 (ja)

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US13/292,191 US9015091B2 (en) 2011-11-09 2011-11-09 Methods and apparatus for unsupervised neural replay, learning refinement, association and memory transfer: structural plasticity and structural constraint modeling
US13/292,191 2011-11-09
PCT/US2012/064506 WO2013071149A1 (en) 2011-11-09 2012-11-09 Methods and apparatus for unsupervised neural replay, learning refinement, association and memory transfer: structural plasticity and structural constraint modeling

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JP2014535116A JP2014535116A (ja) 2014-12-25
JP2014535116A5 JP2014535116A5 (enExample) 2015-07-23
JP5934378B2 true JP5934378B2 (ja) 2016-06-15

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CN (1) CN103930910B (enExample)
WO (1) WO2013071149A1 (enExample)

Families Citing this family (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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
US9424513B2 (en) 2011-11-09 2016-08-23 Qualcomm Incorporated 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
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
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
US8959040B1 (en) * 2012-03-08 2015-02-17 Hrl Laboratories, Llc Spike timing dependent plasticity apparatus, system and method
US8868477B2 (en) * 2012-03-29 2014-10-21 International Business Machines Coproration Multi-compartment neurons with neural cores
US8977583B2 (en) 2012-03-29 2015-03-10 International Business Machines Corporation Synaptic, dendritic, somatic, and axonal plasticity in a network of neural cores using a plastic multi-stage crossbar switching
US9275329B2 (en) * 2013-08-12 2016-03-01 Qualcomm Incorporated Behavioral homeostasis in artificial nervous systems using dynamical spiking neuron models
US11501143B2 (en) 2013-10-11 2022-11-15 Hrl Laboratories, Llc Scalable integrated circuit with synaptic electronics and CMOS integrated memristors
US20150134582A1 (en) * 2013-11-08 2015-05-14 Qualcomm Incorporated Implementing synaptic learning using replay in spiking neural networks
US9830981B2 (en) * 2015-01-14 2017-11-28 International Business Machines Corporation Neuromorphic memory circuit using a leaky integrate and fire (LIF) line to transmit axon LIF pulse and a conductive denrite LIF line
CN108853678B (zh) * 2015-03-21 2021-05-11 杭州晚萤科技有限公司 用于提高大脑“注意”切换能力的神经训练装置
US10474948B2 (en) 2015-03-27 2019-11-12 University Of Dayton Analog neuromorphic circuit implemented using resistive memories
CN104779950B (zh) * 2015-05-05 2017-08-08 西南大学 基于忆阻交叉架构的图片均值学习电路
US10885429B2 (en) 2015-07-06 2021-01-05 University Of Dayton On-chip training of memristor crossbar neuromorphic processing systems
US10176425B2 (en) 2016-07-14 2019-01-08 University Of Dayton Analog neuromorphic circuits for dot-product operation implementing resistive memories
US10846590B2 (en) * 2016-12-20 2020-11-24 Intel Corporation Autonomous navigation using spiking neuromorphic computers
CN110337638B (zh) * 2017-03-28 2023-02-17 赫尔实验室有限公司 用于记忆改善干预的系统、方法和计算机可读介质
US11301750B2 (en) * 2017-03-31 2022-04-12 Ecole Polytechnique Federale De Lausanne (Epfl) Simplification of neural models that include arborized projections
US11742901B2 (en) * 2020-07-27 2023-08-29 Electronics And Telecommunications Research Institute Deep learning based beamforming method and apparatus

Family Cites Families (18)

* 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
US7454388B2 (en) 2005-05-07 2008-11-18 Thaler Stephen L 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
US8382484B2 (en) * 2011-04-04 2013-02-26 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
US9424513B2 (en) * 2011-11-09 2016-08-23 Qualcomm Incorporated 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
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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US9015091B2 (en) 2015-04-21
EP2776984A1 (en) 2014-09-17
KR20140092880A (ko) 2014-07-24
KR101582061B1 (ko) 2015-12-31
CN103930910B (zh) 2016-12-14
US20130117213A1 (en) 2013-05-09
JP2014535116A (ja) 2014-12-25
CN103930910A (zh) 2014-07-16
WO2013071149A1 (en) 2013-05-16

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