Название: Artificial Neural NetworksАвтор: Hugh Cartwright
Издательство: Humana Press, Springer
Год: 2021
Страниц: 371
Язык: английский
Формат: epub
Размер: 65.8 MB
This volume presents examples of how Artificial Neural Networks (ANNs) are applied in biological sciences and related areas. Chapters cover a wide variety of topics, including the analysis of intracellular sorting information, prediction of the behavior of bacterial communities, biometric authentication, studies of Tuberculosis, gene signatures in breast cancer classification, the use of mass spectrometry in metabolite identification, visual navigation, and computer diagnosis.
Two decades ago it would have been hard to foresee the remarkable growth in the use of artificial intelligence (AI) in the physical and life sciences. But there is a simple explanation for that rise: AI tools work. Software is now readily available for Artificial Neural Networks, Genetic Algorithms, Deep Learning, Random Forests, Support Vector Machines, and other methods. While the software is not always trivial to use, it is becoming both more user-friendly and more powerful; this is encouraging scientists, whatever their specialization, to dive in.
Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, application details for both the expert and non-expert reader, and tips on troubleshooting and avoiding known pitfalls.
Authoritative and practical, Artificial Neural Networks: Third Edition should be of value to all scientists interested in the hands-on application of ANNs in the biosciences.
Contents:
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