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Artificial neural networks in biological and environmental analysis / / Grady Hanrahan



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Autore: Hanrahan Grady Visualizza persona
Titolo: Artificial neural networks in biological and environmental analysis / / Grady Hanrahan Visualizza cluster
Pubblicazione: Boca Raton, Fla., : CRC Press, 2011
Boca Raton, Fla. : , : CRC Press, , 2011
Edizione: 1st ed.
Descrizione fisica: 1 online resource (206 p.)
Disciplina: 570.285/63
Soggetto topico: Artificial intelligence - Biological applications
Biology - Data processing
Environmental engineering - Data processing
Neural networks (Computer science) - Scientific applications
Classificazione: MAT029000SCI013000SCI013010
Note generali: Description based upon print version of record.
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: Front cover; Dedication; Contents; Foreword; Preface; Acknowledgments; The Author; Guest Contributors; Glossary of Acronyms; Chapter 1. Introduction; Chapter 2. Network Architectures; Chapter 3. Model Design and Selection Considerations; Chapter 4. Intelligent Neural Network Systems and Evolutionary Learning; Chapter 5. Applications in Biological and Biomedical Analysis; Chapter 6. Applications in Environmental Analysis; Appendix I: Review of Basic Matrix Notation and Operations; Appendix II: Cytochrome P450 (CYP450) Isoform Data Set Used in Michielan et al. (2009)
Appendix III: A 143-Member VOC Data Set andCorresponding Observed andPredicted Values of Air-to-Blood Partition CoefficientsColor Insert; Back cover
Sommario/riassunto: Drawing on the experience and knowledge of a practicing professional, this book provides a comprehensive introduction and practical guide to the development, optimization, and application of artificial neural networks (ANNs) in modern environmental and biological analysis. Based on our knowledge of the functioning human brain, ANNs serve as a modern paradigm for computing. Presenting basic principles of ANNs together with simulated biological and environmental data sets and real applications in the field, this volume helps scientists comprehend the power of the ANN model to explain physical concepts and demonstrate complex natural processes--
Titolo autorizzato: Artificial neural networks in biological and environmental analysis  Visualizza cluster
ISBN: 0-429-14892-5
1-283-00454-2
9786613004543
1-4398-1259-4
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910810344803321
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Serie: Analytical chemistry series.