Modular Learning in Neural Networks
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Home > Computing and Information Technology > Computer science > Artificial intelligence > Neural networks and fuzzy systems > Modular Learning in Neural Networks: A Modularized Approach to Neural Network Classification(Wiley series in sixth generation computer technologies)
Modular Learning in Neural Networks: A Modularized Approach to Neural Network Classification(Wiley series in sixth generation computer technologies)

Modular Learning in Neural Networks: A Modularized Approach to Neural Network Classification(Wiley series in sixth generation computer technologies)


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About the Book

Provides evidence that modular learning is helpful in improving learning performance. Numerous approaches were tested including decomposition of learning into modules using various learning types (supervised and unsupervised learning); decomposition of the mapping to be represented (linear and nonlinear parts); decomposition of the neural network to minimize harmful interaction during learning; decomposition of the application task into subtasks that are learned separately; and decomposition into a knowledge-based part and a learning part. These methods were tested on two benchmark'' cases--a medical classification problem (7,200 cases of thyroid disorder) and a handwritten digits classification problem (20,000 cases).

Table of Contents:
NEURAL NETWORKS; Introduction to Neural Networks; Structure of the Brain; MODULAR LEARNING; Decomposition of Learning Into Unsupervised and Supervised Learning; Supporting Supervised Learning by Feature Extraction; Supporting Supervised Learning by Quantization; Finding Optimal Features for a Given Task; Decomposition of the Represented Mapping; Decomposing the Network to Minimize Interactions; Modularizing the Application Task; Decomposing Network Construction Into Knowledge-Based and Learning Parts; Conclusions; References; Index.


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Product Details
  • ISBN-13: 9780471571544
  • Publisher: John Wiley and Sons Ltd
  • Publisher Imprint: John Wiley & Sons Inc
  • Height: 242 mm
  • Returnable: N
  • Sub Title: A Modularized Approach to Neural Network Classification
  • Width: 161 mm
  • ISBN-10: 0471571547
  • Publisher Date: 09 Oct 1992
  • Binding: Hardback
  • Language: English
  • Series Title: Wiley series in sixth generation computer technologies
  • Weight: 567 gr


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Modular Learning in Neural Networks: A Modularized Approach to Neural Network Classification(Wiley series in sixth generation computer technologies)
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