neural networks algorithms applications and programming techniques phần 6 potx

... Denker, editor, Neural Networks for Computing. American Institute of Physics, New York, pages420-425, 19 86. 222The Counterpropagation Network0. 866 ' Initial w =/ (0.5,0. 866 )/ 0.5Time ... Cambridge,MA, pages 61 4 -63 4, 1988. Reprinted from IEEE Transactions of PatternAnalysis and Machine Intelligence PAMI -6: 721-741, 1984.[3] G. E. Hinton and T. J. Sejnowski. Learning and relearning ... 554- 568 , 1988.Reprinted from Science 220: 67 1 -68 0, 1983. [6] F. Reif. Fundamentals of Statistical and Thermal Physics. McGraw-Hillseries in fundamental physics. McGraw-Hill, New York, 1 965 .[7]...

neural networks algorithms applications and programming techniques phần 10 potx

... 1 36 Gaussian, 278linear threshold, 26, 27, 28, 383logistic, 98Lyapunov, 137, 147majority, 76 Mexican-hat, 266 , 267 , 277, 278minimization of, 169 motor, 263 output, 225partition, 175, 1 86 probability ... 137bias.term, 56, 65 , 104, 124weight, 65 , 94bidirectional associative memory (BAM),127- 168 , 169 , 190, 258, 327autoassociative, 140, 142data structures, 158energy function, 1 36, 137energy landscape, ... 53Kirkpatrick, S., 212Kohonen, Teuvo, 248, 263 , 265 , 269 , 2 76, 288,289Kolodzy, Paul, 338Kosko, Bart, 167 Kosko-Klopf learning, 359Kuh, Anthony, 167 lateral geniculate nucleus (LGN), 373, 374,...

neural networks algorithms applications and programming techniques phần 1 ppt

... in terms of sequential algorithms. Many problems are not suited to this approach, however, causing us to expend Neural Networks Algorithms, Applications, and Programming Techniques James A. FreemanDavid ... understanding of the operation of the specific networks presented• The ability to program simulations of those networks successfully• The ability to apply neural networks to real engineering and ... 212Chapter 6 The Counterpropagation Network 273 6. 7 CPN Building Blocks 215 6. 2 CPN Data Processing 235 6. 3 An Image-Classification Example 244 6. 4 the CPN Simulator 247Bibliography 262 Chapter...

neural networks algorithms applications and programming techniques phần 2 pptx

... editor. Neural Networks and Natural Intelligence. MITPress, Cambridge, MA, 1988.[9] Stephen Grossberg. Nonlinear neural networks: Principles, mechanisms, and architectures. Neural Networks, ... Lippmann. Neural net and traditionalclassifiers. In Proceedings of the Conference on Neural Information Pro-cessing Systems, Denver, CO, November 1987.[ 16] Tarun Khanna. Foundations of Neural Networks. ... realized in digital filtersare directly applicable to the Adaline and Madaline (and many other) neural networks. 2.1.1 Signal Processing and FiltersSignal processing is an engineering discipline that...

neural networks algorithms applications and programming techniques phần 3 docx

... iscontained in a 1 960 paper by Widrow and Hoff [6] , which is also reprinted inthe collection edited by Anderson and Rosenfeld [1].Bibliography[1] James A. Anderson and Edward Rosenfeld, ... 1975. [6] Bernard Widrow and Marcian E. Hoff. Adaptive switching circuits. In 7 960 IRE WESCON Convention Record, New York, pages 96- 104, 1 960 . IRE.[7] Bernard Widrow and Rodney Winter. Neural ... units (3 360 00 + 3 360 00/4 +3 360 00) and 50 billion connections. As we have mentioned in earlier chapters,simulating a network containing a large number of units and a vast number74Adaline and MadalineOutput...

neural networks algorithms applications and programming techniques phần 4 ppt

... Seattle, WA, July 1987. [6] James McClelland and David Rumelhart. Explorations in Parallel Dis-tributed Processing. MIT Press, Cambridge, MA, 19 86. [7] James McClelland and David Rumelhart. Parallel ... sonar targets. Neural Networks, 1(1): 76- 90, 1988.[4] Robert Hecht-Nielsen. Neurocomputing. Addison-Wesley, Reading, MA,1990.[5] Geoffrey E. Hinton and Terrence J. Sejnowski. Neural network ... Sejnowski and Charles R. Rosenberg. Parallel networks thatlearn to pronounce English text. Complex Systems, 1:145- 168 , 1987.[10] Philip D. Wasserman. Neural Computing: Theory and Practice....

neural networks algorithms applications and programming techniques phần 5 pdf

... Tank. Computing with neural circuits: Amodel. Science, 233 :62 5 -63 3, August 19 86. [8] Bart Kosko. Adaptive bidirectional associative memories. Applied Optics, 26( 23):4947-4 960 , December 1987.[9] ... Conference on Neural Networks, SanDiego, CA, II: 759- 766 , June 1987.[lOJBart Kosko. Constructing an associative memory. Byte, 12(10): 137-144,September 1987.158 The BAM and the Hopfield ... neural networks discussed in Chapters 2, 3, and 4 relied on the minimiza-tion of some function during either the learning process (Adaline and back-propagation) or the recall process (BAM and ...

neural networks algorithms applications and programming techniques phần 7 pot

... 11111xxxxx 6. 5. Describe what would happen in Programming Exercise 6. 4 if you onlyallowed one unit to win the competition. Describe what would happen ifthree units were allowed to win. 6. 6. Implement ... points. 6. 3 An Image-Classification Example245Figure 6. 22 The system architecture for the spacecraft orientation systemis shown. The video camera and frame-grabber capture a2 56- by-2 56- pixel ... characters. 6. 3. Repeat Programming Exercise 6. 1, but allow two hidden units to win thecompetition during production. Explain the network's behavior under thesecircumstances. 6. 4. Recreate...

neural networks algorithms applications and programming techniques phần 8 ppsx

... F\ units is0 0.7 56 0.7 56 0.7 56 0.7 56 0.7 56 0 0.7 56 0.7 56 0.7 56 0.7 56 0.7 56 0 0.7 56 0.7 56 0.7 56 0.7 56 0.7 56 1 0.7 56 0.7 56 0.7 56 0.7 56 0.7 56 0 0.7 56 0.7 56 0.7 56 0.7 56 0.7 56 That completes the ... appear as follows. For F\,0 0 0.7 56 0.7 56 0.7 56 0.7 56 0 0 0.7 56 0.7 56 0.7 56 0.7 56 0 0 0.7 56 0.7 56 0.7 56 0.7 56 1 0 0.7 56 0.7 56 0.7 56 0.7 56 0 1 0.7 56 0.7 56 0.7 56 0.7 56 For F2,00010000010.329 ... weight matrix on FI is0 0 0.7 56 0.7 56 0.7 56 0.7 56 0 0 0.7 56 0.7 56 0.7 56 0.7 56 0 1 0.7 56 0.7 56 0.7 56 0.7 56 1 0 0.7 56 0.7 56 0.7 56 0.7 56 0 1 0.7 56 0.7 56 0.7 56 0.7 56 For reference, the weight matrix...

neural networks algorithms applications and programming techniques phần 9 pptx

... is/ 2. 063 7.220 0.000 5.157 4.1 26 \2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 \ 2.2 36 2.2 36 2.2 36 2.2 36 2.2 36 /324 ... (0.2 06, 0.722,0.000,0.5 16, 0.413)'p = (0.2 06, 0.722,0.000,0.5 16, 0.413)'q = (0.2 06, 0.722,0.000,0.5 16, 0.413)'The second time through givesw = (2. 863 ,10.020,0.400,7. 160 ,5.7 26) 'x ... (0.2 06, 0.722,0.0288,0.515,0.412)*v = (2. 269 ,7.942,0.000,5 .67 2,4.538)'u = (0.2 06, 0.722,0.000,0.5 16, 0.413)'p = (0.2 06, 0.722,0.000,0.5 16, 0.413)'q = (0.2 06, 0.722,0.000,0.5 16, 0.413)'336...

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