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Identification at Parallel Distributed Processing in the Plasticity of Neural Networks by Using on Optical Recording System

Research Project

Project/Area Number 02452169
Research Category

Grant-in-Aid for General Scientific Research (B)

Allocation TypeSingle-year Grants
Research Field 情報工学
Research InstitutionTamagawa University

Principal Investigator

TSUKADA Minoru  Tamagawa Univ.Fac.of Eng.Professor, 工学部, 教授 (80074392)

Co-Investigator(Kenkyū-buntansha) AIHARA T  Tamagawa Univ.Fac.of Eng.Lecture, 工学部, 講師 (70192838)
MIZUNO M  Tamagawa Univ.Fac.of Eng.Associate.Prof, 工学部, 助教授 (80157510)
HIDA E  Tamagawa Univ.Fac.of Eng.Associate.Prof, 工学部, 助教授 (60142006)
KATO H  Yamagata Univ.Fac.of Med.Professor, 医学部, 教授 (30006746)
SAITO H  Tamagawa Univ.Fac.of Eng.Professor, 工学部, 教授 (30215553)
Project Period (FY) 1990 – 1992
Project Status Completed (Fiscal Year 1992)
Budget Amount *help
¥6,600,000 (Direct Cost: ¥6,600,000)
Fiscal Year 1992: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1991: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1990: ¥5,400,000 (Direct Cost: ¥5,400,000)
KeywordsOptical Recording / Temporal Pattern / LTP(long-term potentiation) / Learning and Memory / Hippocampus / Hippocampal-cortical memory system / 可塑性神経回路 / 並列情報処理 / オプティカルレコーディング / 時間パターン学習アルゴリズム / 海馬-皮質記憶システム / オプティカルレコ-ディング / 学習アルゴリズム
Research Abstract

1. We developed a 144-channels optical recording system, by which we succeeded in recording multi-units activities of hippocampal neurons. By using the method, the different LTP of CA1 neurons induced by the temporal pattern stimuli were identified.
2. We find that the potentiation depend not only on the frequency of the stimulus, but on the degree of correlation between successive intervals, even when the average frequency of the stimulus set is held constant. This suggests that detailed temporal properties of the stimulus are important factors for inducing LTP, and hence could play a crucial role in learning and memory phenomenan.
3. We proposed a mathematical model for the induction of LTP in the CA1 region of the hippocampus based on the physiological data obtained above. The model learning rule is essentially Hebbian in nature in the sense that the amount of the LTP induced increases with frequency of synaptic activation, but it also has a sensitivity on the correlation between inter-stimulus intervals of applied stimulus chain.
4. Based on the physiological evidence, we proposed a hypothesis on how association and dissociation of event memories are made in the hippocampal-cortical memory system. It is postulated that association /dissociation of memory is carried out by indexing the representations of events (memory contents) with temporal codes.

Report

(4 results)
  • 1992 Annual Research Report   Final Research Report Summary
  • 1991 Annual Research Report
  • 1990 Annual Research Report
  • Research Products

    (73 results)

All Other

All Publications (73 results)

  • [Publications] M.Tsukada: "A proposed model of the hippocampal-corical memory system and temporal pattern sensitivity of LTP in hippocampal neurons." Concepts in Neuroscience. 3. 213-224 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada,T.Aihara,M.Mizuno,H.Kato and K.Ito: "Temporal pattern sensitivity of long-term potentiation in hippocampal CAl neurons." To be published in Biological Cybernetics. (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara,M.Tsukada,M.Crair,S.Shinomoto: "The stimulus dependent induction of long-term potentiation in the CAl area of the hippocampus I:Experiment." To be published in Biological Cybernetics. (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Shinomoti,M.Craie,M.Tsukada,T.Aihara: "The stimulus dependent induction of long-term potentiation in the CAl area of the hippocampus II:Mathematical model." To be published in Biological Cybernetics. (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Fujii,K.Saito,H.Miyakawa,K.Ito and H.Kato: "Reversal of long-term potentiation(depotentiation)induced by tetanus stimulation of the input to CAl neurons of guineapig hippocampal slices." Brain Research. 555. 112-122 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] K.Tanaka,H.Saito,Y.Fukada,and M.Moriya: "Coding visual images in the enferotemporal cortex of the macaque monky." J.Neurophysiol. 66. 170-189 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] K.Ito,H.Miyzkawa,T.Inoue,I.Nakanura,N.Owari,H.Kato: "Intracellular calcium change in CAl neurons of guineapig hippocampal slices." Jap.J.Neuropsycho-pharmacology. 15. 15-25 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] H.Saito: "Hierarchical visual motion analsis in the brain." J.Crin.P EXP.Med.161. 847-850 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada,H.Kato: "Synaptic plasticity in hippocampal neurons induced by pattern stimulation." IEICE. 73. 100-108 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara,Y.Tada,A.Yamada,M.Mizuno,M.Tsukada: "The transformation from temporal pattern into spacial pattern of the firing in the hippocampal CAl networks." IEICE 信学技報. NC-92-. 271-276 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "A computational model of the hippocampal-cortical memory system." IJCNN'92 Beijing,China. I. 815-820 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "Temporal pattern cording in the hippocampal-cortical memory system." International symposium on neural information processing. 184-187 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "A computational model of the hippocampal-cortical memory system." IBRO WORKSHOP,Patras.74 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara,M.Tsukada S.Shinomoto and M. Crair: "The effect of the time structure of stimulation on LTP in hippocampal CAl area." IBRO WORKSHOP,Patras. 47 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara,M.Tsukada,M.Mizuno: "Effective time series signals and their fluctuation to produce the large LTP in hippocampal CAl neurons.Proc.of International Conference on Noise in Physical Systems and l/f Fluctuations," ICNF'91. 745-748 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada,T.Aihara,M.Mizuno,H.Kato and K.Ito: "An induction algorithm for long-term potentiation in hippocampal CAl neurons studied by temporal pattern stimulation." IJCNN'91 Singapore. 3. 2177-2182 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada,T.Aihara,M.Mizuno,H.Kato and K.Ito: "A dynamic induction process for LTP in hippocampal CAl studie by temporal pattern stimulation." 3th IBRO World Congress of Neuroscience. (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Terasawa and M.Tsukada: "Temporal pattern discrimination in swetch off learning studied by electrical stimulation in PAG of rad." World Congress on Medical Physics and Biomed.Eng.29 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara and M.Tsukada: "A predictive coding in the receptive field of cat't retinal ganglion" ISKIT'92. 318-320 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara,M.Tsukada,M.Mizuno,H.Kato and K.Ito: "A dynamic induction process for long-term potentiation in hippocampus studied by temporal pattern stimulation." Proc.ICANN-91 Helsinki,. 1405-1408 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "Temporal pattern discrimination in hippocampus." Proc.of International Conference on Fuzzy Logic and Neural Networks,Iizuka go.371-374 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] H.Saito,M.Mizuno,H.Nakajima,M.Kaneko,E.Hida and M.Tukada: "Response of directionally selective cells of the macaque dorsal MST area to visual flow with directional noise and its relation to the noise tolerance in human visual flow discrimimation." Proc.ICANN-91 Helsinki. 1401-1404 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Mizuno,H.Nakajima,M.Kaneko,E.Hida,M.Tukada and H.Saito: "A high degree of noise tolerance in human visual flow discrimination." Proc.ICANN-91 Helsinki,. 1397-1399 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada,T.Aihara,M.Mizuno,H.Kato and I.Ito: "Long term potentiation to temporal pattern stimuli in hippocampal slices,in Iwai and Mishkin (ed.):Vision Memory and the Temporal Lobe" Elsevier,New York. 251-254 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "A proposed model of the hippocampal-cortical memory system and temporal pattern sensitivity of LTP in hippocampal neurons." Concepts in Neuroscience. Vol.3,No.2. 213-224 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada, T.Aihara, M.Mizuno, H.Kato and K.Ito: "Temporal pattern sensitivity of long-term potentiation in hippocampal CA1 neurons." Biological Cybernetics.(1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara, M.Tsukada, M.Crair, S.Shinomoto: "The stimulus dependent induction of long-term potentiation in the CA1 area of the hippocampus I:Experiment." Biological Cybernetics.(1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Shinomoto, M.Crair, M.Tsukada, T.Aihara: "The stimulus dependent induction of long-term potentiation in the CA1 area of the hippocampus II:Mathematical model." Biological Cybernetics.(1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] S.Fujii, K.Saito, H.Miyakawa, K.Ito and H.Kato: "Reversal of long-term potentiation (depotentiation) induced by tetanus stimulation of the input to CA1 neurons of guineapig hippocampal slices." Brain Research.555. 112-122 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] K.Tanaka, H.Saito, Y.Fukada, and M.Moriya: "Coding visual images in the inferotemporal cortex of the macaque monkey." J.Neurophysiol.66. 170-189 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] K.Ito, H.Miyzkawa, T.Inoue, I.Nakanura, N.Owari, H.Kato: "Intracellular calcium change in CA1 neurons of guineapig hippocampal slices." Jap.J.Neuropsycho-pharmacology. 15. 15-25 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] H.Saito: "Hierarchical visual motion analysis in the brain." J. crin. & EXP Med.161. 847-850 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada, H.Kato: "Synaptic plasticity in hippocampal neurons induced by pattern stimulation." IEICE. 73. 100-108 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara, Y.Tada, A.Yamada, M.Mizuno, M.Tsukada: "The transformation from temporal pattern into special pattern of the firing in the hippocampal CA1 networks." IEICE. 92. 271-276 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "A computational model of the hippocampal-cortical memory system." IJCNN'92 Beijing, China. I. 815-820 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "Temporal pattern cording in the hippocampal-cortical memory system." International symposium on neural information processing, Iizuka. 184-187 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "A computational model of the hippocampal-cortical memory system." IBRO WORKSHOP. 74 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara, M.Tsukada, S.Shinomoto and M.Crair: "The effect of the time structure of stimulation on LTP in hippocampal CA1 area." IBRO WORKSHOP. 47.(1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara, M.Tsukada, M.Mizuno: "Effective time series signals and their fluctuation to produce the large LTP in hippocampal CA1 neurons. Proc. of International Conference on Noise in Physical Systems and 1/f Fluctuations" ICNF'91.745-748 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada, T.Aihara, M.Mizuno, H.Kato and K.Ito: "An induction algorithm for long-term potentiation in hippocampal CA1 neurons studied by temporal pattern stimulation." IJCNN'91 Singapore. 3.2177-2182 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada, T.Aihara, M.Mizuno, H.Kato and K.Ito: "A dynamic induction process for LTP in hippocampal CA1 studied by temporal pattern stimulation." 3th IBRO World Congress of Neuroscience.(1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Terasawa and M.Tsukada: "Temporal pattern discrimination in switch off learning studied by electrical stimulation in PAG of rad." World Congress on Medical Physics and Biomed, Eng, 29.(1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara and M.Tsukada: "A predictive coding in the receptive field of cat's retinal ganglion cells." ISKIT'92.318-320 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] T.Aihara, M.Tsukada, M.Mizuno, H.Kato and K.Ito: "A dynamic induction process for long-term potentiation in hippocampus studied by temporal pattern stimulation." Proc. ICANN-91 Helsinki. 1405-1408 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "Temporal pattern discrimination in hippocampus." Proc. of International Conference on Fuzzy Logic and Neural Networks, Iizuka 90. 371-374 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] H.Saito, M.Mizuno, H.Nakajima, M.Kaneko, E.Hida and M.Tukada: "Response of directionally selective cells of the macaque dorsal MST area to visual flow with directional noise and its relation to the noise tolerance in human visual flow discrimination." Proc. ICANN-91 Helsinki. 1401-1404 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Mizuno, H.Nakajima, M.Kaneko, E.Hida, M.Tukada and H.Saito: "A high degree of noise tolerance in human visual flow discrimination." Proc. ICANN-91 Helsinki. 1397-1399 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "Long term potentiation to temporal pattern stimuli in hippocampal slices, in Iwai and Mishkin (ed.): Vision Memory and the Temporal Lobe" Elsevier, New York. 251-254 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1992 Final Research Report Summary
  • [Publications] M.Tsukada: "A proposed model of the hippocampal‐cortical memory system and temporal pattern sensitivity of LTP in hippocampal neurons." Concepts in Neuroscience. Vol.3. 213-224 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] M.Tsukada: "A computational model of the hippocampal‐cortical memory system." IJCNN'92 Beijing,China. I-815-820 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] M.Tsukada: "Temporal pattern cording in the hippocampal‐cortical memory system." Inetrnational symposium on neural information processing Iizuka. 184-187 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] M.Tsukada: "A computational model of the hippocampal‐cortical memory system." “Mechanisms of Neuronal Plasticity" IBRO WORKSHOP. 74 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] T.Aihara M.Tsukada et al.: "The effect of the time structure of stimulation on LTP in hippocampal CA1 area." “Mechanisms of Neuronal Plasticity" IBRO WORKSHOP. 47 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 井上 章,相原 威,塚田 稔,加藤 宏司: "海馬CA1野における時空間パターンによるLTP." 神経回路学会第3回全国大会講演論文集. 133-134 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 多田 有為,水野 真,相原 威,塚田 稔: "光計測による海馬CA1ニューロンのLTPの空間分布." 神経回路学会第3回全国大会講演論文集. 135 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 多田 有為,水野 真,相原 威,塚田 稔: "海馬CA1野の神経回路におけるLTPの空間パターン分布." 第7回生体生理工学シンポジウム論文集. 255-258 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 相原 威、多田 有為 他: "海馬CA1野回路網における発火パターンの時間ー空間変換" 電子情報通信学会信学技報. Vol.92. 271-276 (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] 石井 直宏.塚田 稔 (訳): "ニューラル・コンピューティング ー理論と実際 ーフィリップ.ワッサーマン" 森北出版, 200 (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] 塚田 稔: "ファジィ.ニューロ.AIシステムハンドブック 1-3章 学習のメカニズム" オーム社, (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] 塚田 稔 他: "An induction algorithm for longーterm potentiation in hippocampal CA1 neurons studied by temporal pattern stimulation" International Joint Conterence on Neural Networks ーIICNN Singapore. 3. 2177-2182 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 塚田 稔 他: "A dynamic induction process for LTP in hippocampal CA1,studied by temporal pattern stimulation" 3th IBRO World Congress of Neuroscience. (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 塚田 稔 他: "Temporal pattern discrimination in swith off learning studied by electrical stimulation in PAG of rad." World Congress on Medical Physics and Biomed,Eng,. 29. (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 相原 威,塚田 稔 他: "Effective time series signals and their fluctuation to produce the large LTP in Dippocampal CA1 neurons." Proc.of International Conterence on Noise in Physical Systems and 1/f Fluctuations.ICNF'91. 745-748 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 相原 威,塚田 稔 他: "系列相関の異なる時間パタ-ン刺激による海馬CA1の長期増強" 生体生理工学シンポジウム論文集. 6. 263-266 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 篠本 滋,相原 威,塚田 稔: "海馬CA1のLTPの定量的研究" 生体生理工学シンポジウム論文集. 6. 267 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 電気学会(編)塚田 稔他: "あいまいとファジィーその計測と制御" オ-ム社, 201 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 塚田 稔: "パタ-ン刺激と海馬ニュ-ロンの可塑性" 電子情報通信学会誌. 73. 100-108 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 塚田 稔: "Temporal pattern discrimination in hippocampus" Proc.of International Conference on Fuzzy Logic and Neural Networks,Iizuka 90. 371-374 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 斎藤 秀昭: "Response of directionally selective cells of the Macague dorsal MST area to visual flow with directional noise and its relation to the noice tolerance in human Visual flow discrimination." Proc.ICANNー91,Helsinki 1991. (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 加藤 宏司: "海馬シナプスの長期増強について" 産研. 6. 25-26 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 水野 真: "A high degree of noise tolerance in human visual flow discrimination" ProC.ICANNー91,Helsinki 1991. (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 相原 威: "A dynamic induction process for longーterm potentiation in hippocampus studied by temporal pattern stimulation" Proc.ICANNー91,Helsinki 1991. (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 塚田 稔(編者:岩井,Mishkin): "Vision Memory and the Temporal Lobe (24節,Longterm potentiation to temporal pattern Stimuli)" Elsevier,New York, 453(251-254) (1990)

    • Related Report
      1990 Annual Research Report

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Published: 1990-04-01   Modified: 2016-04-21  

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