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portada An Investigation for Intelligence and Classical Optimization for NLP
Type
Physical Book
Language
English
Pages
116
Format
Paperback
Dimensions
22.9x15.2x0.7 cm
Weight
0.18 kg.
ISBN13
9786200312419

An Investigation for Intelligence and Classical Optimization for NLP

Shatha Abdullah M. Ramadhan (Author) · Nidhal H. Al-Assady (Author) · LAP Lambert Academic Publishing · Paperback

An Investigation for Intelligence and Classical Optimization for NLP - Abdullah M. Ramadhan, Shatha ; H. Al-Assady, Nidhal

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Synopsis "An Investigation for Intelligence and Classical Optimization for NLP"

This work is concerned with the improvements of both intelligence optimization technique (such as genetic algorithm) and the classical optimization technique (such as conjugate gradient) for non-linear unconstrained and constrained problems. This work contains the hybrid intelligence and classical optimization techniques. In the first part of this work deals with unconstrained problems and other part deals with constrained problems. Firstly, we have the classical conjugate gradient methods with scaling and restarting techniques based on the crossover of the genetic algorithm. Secondly, the modified genetic algorithm is used to solve constrained problems depending on the transformation of function and variables values. The integer-programming problem with genetic algorithm is also investigated. Finally, in this work a new conjugate gradient neural network and hybrid Fletcher Reeves type method have been investigated. Our improvement on conjugate gradient methods and genetic algorithms show that its promising when compared with other standard algorithms to solve non-linear optimization problems.

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The book is written in English.
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