JP5989791B2 - 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:ニューラル連想学習、パターン補間、分離、一般化および階層的リプレイ - 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:ニューラル連想学習、パターン補間、分離、一般化および階層的リプレイ Download PDFInfo
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- JP5989791B2 JP5989791B2 JP2014541342A JP2014541342A JP5989791B2 JP 5989791 B2 JP5989791 B2 JP 5989791B2 JP 2014541342 A JP2014541342 A JP 2014541342A JP 2014541342 A JP2014541342 A JP 2014541342A JP 5989791 B2 JP5989791 B2 JP 5989791B2
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
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- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/049—Temporal neural networks, e.g. delay elements, oscillating neurons or pulsed inputs
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- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/082—Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/088—Non-supervised learning, e.g. competitive learning
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/092—Reinforcement learning
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Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13/292,184 | 2011-11-09 | ||
| US13/292,184 US9443190B2 (en) | 2011-11-09 | 2011-11-09 | Methods and apparatus for neural pattern sequence completion and neural pattern hierarchical replay by invoking replay of a referenced neural pattern |
| PCT/US2012/064512 WO2013071155A1 (en) | 2011-11-09 | 2012-11-09 | Methods and apparatus for unsupervised neural replay, learning refinement, association and memory transfer: neural associative learning, pattern completion, separation, generalization and hierarchical replay |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| JP2014535117A JP2014535117A (ja) | 2014-12-25 |
| JP5989791B2 true JP5989791B2 (ja) | 2016-09-07 |
Family
ID=47428966
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2014541342A Expired - Fee Related JP5989791B2 (ja) | 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:ニューラル連想学習、パターン補間、分離、一般化および階層的リプレイ |
Country Status (8)
| Country | Link |
|---|---|
| US (1) | US9443190B2 (https=) |
| EP (1) | EP2776986A1 (https=) |
| JP (1) | JP5989791B2 (https=) |
| KR (1) | KR101815438B1 (https=) |
| CN (2) | CN103930909B (https=) |
| BR (1) | BR112014010445A2 (https=) |
| IN (1) | IN2014CN03295A (https=) |
| WO (1) | WO2013071155A1 (https=) |
Families Citing this family (29)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9405975B2 (en) | 2010-03-26 | 2016-08-02 | Brain Corporation | Apparatus and methods for pulse-code invariant object recognition |
| US9906838B2 (en) | 2010-07-12 | 2018-02-27 | Time Warner Cable Enterprises Llc | Apparatus and methods for content delivery and message exchange across multiple content delivery networks |
| 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 |
| 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 |
| KR101912165B1 (ko) * | 2011-12-09 | 2018-10-29 | 삼성전자주식회사 | 스파이킹 뉴런 기반 작업 기억 장치 |
| US9070083B2 (en) * | 2011-12-13 | 2015-06-30 | Iucf-Hyu Industry-University Cooperation Foundation Hanyang University | Method for learning task skill and robot using thereof |
| US9224090B2 (en) | 2012-05-07 | 2015-12-29 | Brain Corporation | Sensory input processing apparatus in a spiking neural network |
| US9412041B1 (en) | 2012-06-29 | 2016-08-09 | Brain Corporation | Retinal apparatus and methods |
| US9186793B1 (en) | 2012-08-31 | 2015-11-17 | Brain Corporation | Apparatus and methods for controlling attention of a robot |
| US9311594B1 (en) | 2012-09-20 | 2016-04-12 | Brain Corporation | Spiking neuron network apparatus and methods for encoding of sensory data |
| US9183493B2 (en) | 2012-10-25 | 2015-11-10 | Brain Corporation | Adaptive plasticity apparatus and methods for spiking neuron network |
| US9111226B2 (en) | 2012-10-25 | 2015-08-18 | Brain Corporation | Modulated plasticity apparatus and methods for spiking neuron network |
| US9218563B2 (en) * | 2012-10-25 | 2015-12-22 | Brain Corporation | Spiking neuron sensory processing apparatus and methods for saliency detection |
| US9275326B2 (en) | 2012-11-30 | 2016-03-01 | Brain Corporation | Rate stabilization through plasticity in spiking neuron network |
| US9239985B2 (en) | 2013-06-19 | 2016-01-19 | Brain Corporation | Apparatus and methods for processing inputs in an artificial neuron network |
| US9436909B2 (en) | 2013-06-19 | 2016-09-06 | Brain Corporation | Increased dynamic range artificial neuron network apparatus and methods |
| US9552546B1 (en) | 2013-07-30 | 2017-01-24 | Brain Corporation | Apparatus and methods for efficacy balancing in a spiking neuron network |
| US20150134582A1 (en) * | 2013-11-08 | 2015-05-14 | Qualcomm Incorporated | Implementing synaptic learning using replay in spiking neural networks |
| US9987743B2 (en) | 2014-03-13 | 2018-06-05 | Brain Corporation | Trainable modular robotic apparatus and methods |
| US9533413B2 (en) | 2014-03-13 | 2017-01-03 | Brain Corporation | Trainable modular robotic apparatus and methods |
| US10275705B2 (en) | 2014-08-08 | 2019-04-30 | Vicarious Fpc, Inc. | Systems and methods for generating data explanations for neural networks and related systems |
| US9881349B1 (en) | 2014-10-24 | 2018-01-30 | Gopro, Inc. | Apparatus and methods for computerized object identification |
| US10083395B2 (en) * | 2015-05-21 | 2018-09-25 | Google Llc | Batch processing in a neural network processor |
| US9840003B2 (en) | 2015-06-24 | 2017-12-12 | Brain Corporation | Apparatus and methods for safe navigation of robotic devices |
| JP2017102904A (ja) * | 2015-10-23 | 2017-06-08 | 株式会社半導体エネルギー研究所 | 半導体装置および電子機器 |
| EP3602287A4 (en) * | 2017-03-28 | 2021-01-06 | HRL Laboratories, LLC | NEURAL MODEL BASED CONTROL UNIT |
| US11645835B2 (en) * | 2017-08-30 | 2023-05-09 | Board Of Regents, The University Of Texas System | Hypercomplex deep learning methods, architectures, and apparatus for multimodal small, medium, and large-scale data representation, analysis, and applications |
| US11742901B2 (en) * | 2020-07-27 | 2023-08-29 | Electronics And Telecommunications Research Institute | Deep learning based beamforming method and apparatus |
Family Cites Families (17)
| 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 |
| 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 |
-
2011
- 2011-11-09 US US13/292,184 patent/US9443190B2/en active Active
-
2012
- 2012-11-09 BR BR112014010445A patent/BR112014010445A2/pt not_active Application Discontinuation
- 2012-11-09 EP EP12805809.6A patent/EP2776986A1/en not_active Ceased
- 2012-11-09 KR KR1020147015330A patent/KR101815438B1/ko active Active
- 2012-11-09 WO PCT/US2012/064512 patent/WO2013071155A1/en not_active Ceased
- 2012-11-09 JP JP2014541342A patent/JP5989791B2/ja not_active Expired - Fee Related
- 2012-11-09 CN CN201280055300.9A patent/CN103930909B/zh active Active
- 2012-11-09 IN IN3295CHN2014 patent/IN2014CN03295A/en unknown
- 2012-11-09 CN CN201610181481.XA patent/CN105868828B/zh active Active
Also Published As
| Publication number | Publication date |
|---|---|
| JP2014535117A (ja) | 2014-12-25 |
| CN103930909B (zh) | 2017-07-04 |
| EP2776986A1 (en) | 2014-09-17 |
| US20130117212A1 (en) | 2013-05-09 |
| CN105868828B (zh) | 2019-06-11 |
| BR112014010445A2 (pt) | 2017-04-18 |
| CN103930909A (zh) | 2014-07-16 |
| IN2014CN03295A (https=) | 2015-07-03 |
| US9443190B2 (en) | 2016-09-13 |
| WO2013071155A1 (en) | 2013-05-16 |
| CN105868828A (zh) | 2016-08-17 |
| KR101815438B1 (ko) | 2018-01-05 |
| KR20140092879A (ko) | 2014-07-24 |
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