Statistical Approach to Neural Networks for Pattern Recognition
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9780470148143 - Robert A. Dunne: Statistical Approach to Neural Networks for Pattern Recognition
Robert A. Dunne

Statistical Approach to Neural Networks for Pattern Recognition

Lieferung erfolgt aus/von: Deutschland DE NW EB

ISBN: 9780470148143 bzw. 0470148144, in Deutsch, Wiley, Vereinigte Staaten von Amerika, neu, E-Book.

Fr. 103.51 ( 105.99)¹
unverbindlich
Lieferung aus: Deutschland, zzgl. Versandkosten, Sofort per Download lieferbar.
A Statistical Approach to Neural Networks for Pattern Recognition, An accessible and up-to-date treatment featuring the connectionbetween neural networks and statistics A Statistical Approach to Neural Networks for PatternRecognition presents a statistical treatment of the MultilayerPerceptron (MLP), which is the most widely used of the neuralnetwork models. This book aims to answer questions that arise whenstatisticians are first confronted with this type of model, suchas: How robust is the model to outliers? Could the model be made more robust? Which points will have a high leverage? What are good starting values for the fitting algorithm? Thorough answers to these questions and many more are included,as well as worked examples and selected problems for the reader.Discussions on the use of MLP models with spatial and spectral dataare also included. Further treatment of highly important principalaspects of the MLP are provided, such as the robustness of themodel in the event of outlying or atypical data; the influence andsensitivity curves of the MLP; why the MLP is a fairly robustmodel; and modifications to make the MLP more robust. The authoralso provides clarification of several misconceptions that areprevalent in existing neural network literature. Throughout the book, the MLP model is extended in severaldirections to show that a statistical modeling approach can makevaluable contributions, and further exploration for fitting MLPmodels is made possible via the R and S-PLUS® codes that areavailable on the book's related Web site. A Statistical Approach toNeural Networks for Pattern Recognition successfully connectslogistic regression and linear discriminant analysis, thus makingit a critical reference and self-study guide for students andprofessionals alike in the fields of mathematics, statistics,computer science, and electrical engineering.
2
9780470148143 - Robert A. Dunne: Statistical Approach to Neural Networks for Pattern Recognition
Robert A. Dunne

Statistical Approach to Neural Networks for Pattern Recognition

Lieferung erfolgt aus/von: Deutschland EN NW EB DL

ISBN: 9780470148143 bzw. 0470148144, in Englisch, Wiley, Vereinigte Staaten von Amerika, neu, E-Book, elektronischer Download.

Fr. 103.51 ( 105.99)¹
unverbindlich
Lieferung aus: Deutschland, zzgl. Versandkosten.
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