Hairy Network
-- Attractor

Neural Network Laboratory
Visitors:

Hairy formulaHairy formula

Theoretical articles

J.20 Cheng-Yuan Liou and Shiao-Lin Lin (2006), Finite memory loading in hairy neurons,  Natural Computing,  vol. 5, no. 1, pages 15-42
B.12 Cheng-Yuan Liou (2008), Geometrical perspective on hairy memory, International Conference on Artificial Neural Networks (ICANN), Sep. 3-6, Prague, Czech Republic, in edited book published by LNCS 5164, Part II, pages 869-878
B.2 Cheng-Yuan Liou (2006), Backbone structure of hairy memory, ICANN, The 16th International Conference on Artificial Neural Networks, September 10-14, Athens Greece, in edited book published by LNCS 4131, Part I, pages 688-697
J.15 Cheng-Yuan Liou, Shao-Kuo Yuan (1999), Error Tolerant Associative Memory, Biological Cybernetics, vol. 81, pages 331-342.
B.1 Cheng-Yuan Liou and Un-Cheong Sou (2003), Loading Temporal Associative Memory Using the Neuronic Equation, ICANN/ICONIP, The 13th International Conference on Artificial Neural Networks and 10th International Conference on Neural Information Processing, ICONIP, June 26-29, in edited book published by LNCS 2714, pages 52-59, Istanboul, Turkey, "Solution space of Boolean algebra".
J.19 Cheng-Yuan Liou, Jau-Chi Huang, and Yen-Ting Kuo (2005), Geometrical Perspective on Learning Behavior, Journal of Information Science and Engineering, vol. 21, no. 4, pages 721-732
J.9 Cheng-Yuan Liou and Jiann-Ming Wu (1996), Self-organization using Potts models, Neural Networks, vol. 9, no. 4, pages 671-684

Formulae

  1. Hairy Network
  2. Cohen-Grossberg
  3. Hopfield
    1. discrete model
    2. continuous model
  4. ECR, et-AM
  5. e-AM
  6. temporal AM
  7. Comparison between Cohen-Grossberg Theorem, dicrete Hopfield Model, continuous Hopfield Model and
    Hairy Network

Codes

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paper
code
turbo c
matlab
et-AM
J.15
C code
M file
temporal et-AM
C code
M file
e-AM
J.20
C code
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a-AM
B.12
C code
B.2

M file

M file
B.2

M file

M file

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Training Patterns
all zip N=5
P=5
N=5
P=3
N=10
P=5
N=10
P=3
N=20
P=20
N=20
P=25
N=20
P=45

Application

Generating Function For Melody -- Demonstrations of the Program

Generating Function For Melody

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Formation of hairy attractor and memory; four mechanisms to save the memories, see articles et-AM in J.15; e-AM in J.20; b-AM in B.2 and a-AM in B.12.

Perfect Recall and remembering, see articles J.15; J.20; B.2 and B.12.

Hairy attractor; Basin radius (see equation (7) in pages 871 and 872 in B.12; also equation (25) in page 338 in J.15)



Copyright@2006 by Cheng-Yuan Liou
All Rights Reserved