Feature selection and model selection in supervised learning

ISBN-13: 9783659667145 / Angielski / Miękka / 2015 / 160 str.

Yang Jianbo

Opis

Feature selection and model selection are important topics in machine learning, bioinformatics, web mining, computer vision, data mining and other information-related fields. This book is a good review of the literature on these two topics. Furthermore, this book introduces three advanced feature selection algorithms and one novel model selection algorithm. The techniques introduced here can be directly adopted in many widely-used machine learning algorithms, such as Support Vector Machines, Neural Networks, Decision Tree and Deep Learning Models.

O autorze

Dr. Jianbo Yang is a Scientist at Institute for Infocomm Research in Singapore. Prior to that, he is a researcher at Duke University and a research fellow at Nanyang Technological University. He obtained the PhD degree from National University of Singapore.