CN103930910B - 无监督的神经重放、学习完善、关联以及记忆转移的方法和装置:结构可塑性和结构约束建模 - Google Patents
无监督的神经重放、学习完善、关联以及记忆转移的方法和装置:结构可塑性和结构约束建模 Download PDFInfo
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- CN103930910B CN103930910B CN201280055315.5A CN201280055315A CN103930910B CN 103930910 B CN103930910 B CN 103930910B CN 201280055315 A CN201280055315 A CN 201280055315A CN 103930910 B CN103930910 B CN 103930910B
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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
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/049—Temporal neural networks, e.g. delay elements, oscillating neurons or pulsed inputs
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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
- G06N3/082—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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- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Health & Medical Sciences (AREA)
- Computing Systems (AREA)
- Biomedical Technology (AREA)
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Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13/292,191 | 2011-11-09 | ||
| 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 |
| 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 |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN103930910A CN103930910A (zh) | 2014-07-16 |
| CN103930910B true CN103930910B (zh) | 2016-12-14 |
Family
ID=47216427
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201280055315.5A Expired - Fee Related CN103930910B (zh) | 2011-11-09 | 2012-11-09 | 无监督的神经重放、学习完善、关联以及记忆转移的方法和装置:结构可塑性和结构约束建模 |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US9015091B2 (enExample) |
| EP (1) | EP2776984A1 (enExample) |
| JP (1) | JP5934378B2 (enExample) |
| KR (1) | KR101582061B1 (enExample) |
| CN (1) | CN103930910B (enExample) |
| WO (1) | WO2013071149A1 (enExample) |
Families Citing this family (20)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| 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 |
| 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 |
| 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 |
| CN204655738U (zh) * | 2015-03-21 | 2015-09-23 | 徐志强 | 一种用于治疗自闭症的“注意”切换训练装置 |
| 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 |
| WO2018182827A1 (en) * | 2017-03-28 | 2018-10-04 | Hrl Laboratories, Llc | A neural model-based controller |
| 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 |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1150847A (zh) * | 1994-05-02 | 1997-05-28 | 摩托罗拉公司 | 使用神经网络的计算机和使用该神经网络的方法 |
| 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 |
Family Cites Families (15)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| 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 |
| 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 |
| EP1894150A2 (en) | 2005-05-07 | 2008-03-05 | 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 |
| 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 |
| 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 |
| 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 US13/292,191 patent/US9015091B2/en not_active Expired - Fee Related
-
2012
- 2012-11-09 JP JP2014541339A patent/JP5934378B2/ja not_active Expired - Fee Related
- 2012-11-09 EP EP12788700.8A patent/EP2776984A1/en not_active Withdrawn
- 2012-11-09 WO PCT/US2012/064506 patent/WO2013071149A1/en not_active Ceased
- 2012-11-09 CN CN201280055315.5A patent/CN103930910B/zh not_active Expired - Fee Related
- 2012-11-09 KR KR1020147015331A patent/KR101582061B1/ko not_active Expired - Fee Related
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1150847A (zh) * | 1994-05-02 | 1997-05-28 | 摩托罗拉公司 | 使用神经网络的计算机和使用该神经网络的方法 |
| US5740325A (en) * | 1994-05-02 | 1998-04-14 | Motorola Inc. | Computer system having a polynomial co-processor |
| 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 |
Also Published As
| Publication number | Publication date |
|---|---|
| US20130117213A1 (en) | 2013-05-09 |
| JP5934378B2 (ja) | 2016-06-15 |
| WO2013071149A1 (en) | 2013-05-16 |
| CN103930910A (zh) | 2014-07-16 |
| US9015091B2 (en) | 2015-04-21 |
| EP2776984A1 (en) | 2014-09-17 |
| KR20140092880A (ko) | 2014-07-24 |
| KR101582061B1 (ko) | 2015-12-31 |
| JP2014535116A (ja) | 2014-12-25 |
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| C14 | Grant of patent or utility model | ||
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Granted publication date: 20161214 Termination date: 20181109 |