Evolutionary Approach to Machine Learning and Deep Neural Networks Neuro-Evolution and Gene Regulatory Networks /

• Main Author: Iba, Hitoshi (Author, http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Singapore : Springer Singapore : Imprint: Springer, 2018.
• Edition: 1st ed. 2018.
• Subjects: Artificial intelligence.; Bioinformatics.; Biomathematics.; Computational intelligence.; Artificial Intelligence.; Mathematical and Computational Biology.; Computational Intelligence.

This book provides theoretical and practical knowledge about a methodology for evolutionary algorithm-based search strategy with the integration of several machine learning and deep learning techniques. These include convolutional neural networks, Gröbner bases, relevance vector machines, transfer...

Table of Contents:

• Introduction
• Meta-heuristics, machine learning and deep learning methods
• Evolutionary approach to deep learning
• Machine learning approach to evolutionary computation
• Evolutionary approach to gene regulatory networks
• Conclusion.