| 词条 | 机器学习应用与趋势研究手册 |
| 释义 | 基本信息中文名: 机器学习应用与趋势研究手册 原名: Handbook Of Research On Machine Learning Applications and Trends 作者: Emilio Soria Olivas 图书分类: 教育/科技 出版社: Information Science Reference 书号: 1605667668 发行时间: 2009年09月04日 地区: 美国 语言: 英文 内容简介当数据量非常大且一个模型不能解释数据集的生成和关系时,机器学习方法提供了一种有用的工具.本书提供了一套在自动化数据提取与配置中解决问题和运用各种技术的实际应用,填补了理论与实践的鸿沟. 图书目录Volume I Chapter 1 Exploring the Unknown Nature of Data: Cluster Analysis and Applications .........................................1 Rui Xu, Missouri University of Science and Technology, USA Donald C. Wunsch II, Missouri University of Science and Technology, USA Chapter 2 Principal Graphs and Manifolds ...........................................................................................................28 Alexander N. Gorban, University of Leicester, UK Andrei Y. Zinovyev, Institut Curie, France Chapter 3 Learning Algorithms for RBF Functions and Subspace Based Functions ............................................60 Lei Xu, Chinese University of Hong Kong and Beijing University, PR China Chapter 4 Nature Inspired Methods for Multi-Objective Optimization ................................................................95 Sanjoy Das, Kansas State University, USA Bijaya K. Panigrahi, Indian Institute of Technology, India Shyam S. Pattnaik, National Institute of Technical Teachers’ Training & Research, India Chapter 5 Artifcial Immune Systems for Anomaly Detection ............................................................................109 Eduard Plett, Kansas State University at Salina, USA Sanjoy Das, Kansas State University, USA Dapeng Li, Kansas State University, USA Bijaya K. Panigrahi, Indian Institute of Technology, India Chapter 6 Calibration of Machine Learning Models ...........................................................................................128 Antonio Bella, Universidad Politécnica de Valencia, Spain Cèsar Ferri, Universidad Politécnica de Valencia, Spain José Hernández-Orallo, Universidad Politécnica de Valencia, Spain María José Ramírez-Quintana, Universidad Politécnica de Valencia, Spain Chapter 7 Classifcation with Incomplete Data ...................................................................................................147 Pedro J. García-Laencina, Universidad Politécnica de Cartagena, Spain Juan Morales-Sánchez, Universidad Politécnica de Cartagena, Spain Rafael Verdú-Monedero, Universidad Politécnica de Cartagena, Spain Jorge Larrey-Ruiz, Universidad Politécnica de Cartagena, Spain José-Luis Sancho-Gómez, Universidad Politécnica de Cartagena, Spain Aníbal R. Figueiras-Vidal, Universidad Carlos III de Madrid, Spain Chapter 8 Clustering and Visualization of Multivariate Time Series ..................................................................176 Alfredo Vellido, Universidad Politécnica de Cataluña, Spain Iván Olier, Universidad Politécnica de Cataluña, Spain Chapter 9 Locally Recurrent Neural Networks and Their Applications..............................................................195 Todor D. Ganchev, University of Patras, Greece Chapter 10 Nonstationary Signal Analysis with Kernel Machines .......................................................................223 Paul Honeine, Institut Charles Delaunay, France Cédric Richard, Institut Charles Delaunay, France Patrick Flandrin, Ecole Normale Supérieure de Lyon, France Chapter 11 Transfer Learning ................................................................................................................................242 Lisa Torrey, University of Wisconsin, USA Jude Shavlik, University of Wisconsin, USA Chapter 12 Machine Learning in Personalized Anemia Treatment .......................................................................265 Adam E. Gaweda, University of Louisville, USA Chapter 13 Deterministic Pattern Mining On Genetic Sequences ........................................................................277 Pedro Gabriel Ferreira, Centre for Genomic Regulation, Spain Paulo Jorge Azevedo, Universidade do Minho, Portugal Volume II Chapter 14 Machine Learning in Natural Language Processing ...........................................................................302 Marina Sokolova, CHEO Research Institute, Canada Stan Szpakowicz, University of Ottawa, Canada and Polish Academy of Sciences, Poland Chapter 15 Machine Learning Applications in Mega-Text Processing .................................................................325 Marina Sokolova, CHEO Research Institute, Canada Stan Szpakowicz, University of Ottawa, Canada and Polish Academy of Sciences, Poland Chapter 16 FOL Learning for Knowledge Discovery in Documents ....................................................................348 Stefano Ferilli, Università degli Studi di Bari, Italy Floriana Esposito, Università degli Studi di Bari, Italy Marenglen Biba, Università degli Studi di Bari, Italy Teresa M. A. Basile, Università degli Studi di Bari, Italy Nicola Di Mauro, Università degli Studi di Bari, Italy Chapter 17 Machine Learning and Financial Investing .........................................................................................375 Jie Du, UMBC, USA Roy Rada, UMBC, USA Chapter 18 Applications of Evolutionary Neural Networks for Sales Forecasting of Fashionable Products .......387 Yong Yu, The Hong Kong Polytechnic University, Hong Kong Tsan-Ming Choi, The Hong Kong Polytechnic University, Hong Kong Kin-Fan Au, The Hong Kong Polytechnic University, Hong Kong Zhan-Li Sun, The Hong Kong Polytechnic University, Hong Kong Volume I Chapter 1 Exploring the Unknown Nature of Data: Cluster Analysis and Applications .........................................1 Rui Xu, Missouri University of Science and Technology, USA Donald C. Wunsch II, Missouri University of Science and Technology, USA Chapter 2 Principal Graphs and Manifolds ...........................................................................................................28 Alexander N. Gorban, University of Leicester, UK Andrei Y. Zinovyev, Institut Curie, France Chapter 3 Learning Algorithms for RBF Functions and Subspace Based Functions ............................................60 Lei Xu, Chinese University of Hong Kong and Beijing University, PR China Chapter 4 Nature Inspired Methods for Multi-Objective Optimization ................................................................95 Sanjoy Das, Kansas State University, USA Bijaya K. Panigrahi, Indian Institute of Technology, India Shyam S. Pattnaik, National Institute of Technical Teachers’ Training & Research, India Chapter 5 Artifcial Immune Systems for Anomaly Detection ............................................................................109 Eduard Plett, Kansas State University at Salina, USA Sanjoy Das, Kansas State University, USA Dapeng Li, Kansas State University, USA Bijaya K. Panigrahi, Indian Institute of Technology, India Chapter 6 Calibration of Machine Learning Models ...........................................................................................128 Antonio Bella, Universidad Politécnica de Valencia, Spain Cèsar Ferri, Universidad Politécnica de Valencia, Spain José Hernández-Orallo, Universidad Politécnica de Valencia, Spain María José Ramírez-Quintana, Universidad Politécnica de Valencia, Spain Chapter 7 Classifcation with Incomplete Data ...................................................................................................147 Pedro J. García-Laencina, Universidad Politécnica de Cartagena, Spain Juan Morales-Sánchez, Universidad Politécnica de Cartagena, Spain Rafael Verdú-Monedero, Universidad Politécnica de Cartagena, Spain Jorge Larrey-Ruiz, Universidad Politécnica de Cartagena, Spain José-Luis Sancho-Gómez, Universidad Politécnica de Cartagena, Spain Aníbal R. Figueiras-Vidal, Universidad Carlos III de Madrid, Spain Chapter 8 Clustering and Visualization of Multivariate Time Series ..................................................................176 Alfredo Vellido, Universidad Politécnica de Cataluña, Spain Iván Olier, Universidad Politécnica de Cataluña, Spain Chapter 9 Locally Recurrent Neural Networks and Their Applications..............................................................195 Todor D. Ganchev, University of Patras, Greece Chapter 10 Nonstationary Signal Analysis with Kernel Machines .......................................................................223 Paul Honeine, Institut Charles Delaunay, France Cédric Richard, Institut Charles Delaunay, France Patrick Flandrin, Ecole Normale Supérieure de Lyon, France Chapter 11 Transfer Learning ................................................................................................................................242 Lisa Torrey, University of Wisconsin, USA Jude Shavlik, University of Wisconsin, USA Chapter 12 Machine Learning in Personalized Anemia Treatment .......................................................................265 Adam E. Gaweda, University of Louisville, USA Chapter 13 Deterministic Pattern Mining On Genetic Sequences ........................................................................277 Pedro Gabriel Ferreira, Centre for Genomic Regulation, Spain Paulo Jorge Azevedo, Universidade do Minho, Portugal Volume II Chapter 14 Machine Learning in Natural Language Processing ...........................................................................302 Marina Sokolova, CHEO Research Institute, Canada Stan Szpakowicz, University of Ottawa, Canada and Polish Academy of Sciences, Poland Chapter 15 Machine Learning Applications in Mega-Text Processing .................................................................325 Marina Sokolova, CHEO Research Institute, Canada Stan Szpakowicz, University of Ottawa, Canada and Polish Academy of Sciences, Poland Chapter 16 FOL Learning for Knowledge Discovery in Documents ....................................................................348 Stefano Ferilli, Università degli Studi di Bari, Italy Floriana Esposito, Università degli Studi di Bari, Italy Marenglen Biba, Università degli Studi di Bari, Italy Teresa M. A. Basile, Università degli Studi di Bari, Italy Nicola Di Mauro, Università degli Studi di Bari, Italy Chapter 17 Machine Learning and Financial Investing .........................................................................................375 Jie Du, UMBC, USA Roy Rada, UMBC, USA Chapter 18 Applications of Evolutionary Neural Networks for Sales Forecasting of Fashionable Products .......387 Yong Yu, The Hong Kong Polytechnic University, Hong Kong Tsan-Ming Choi, The Hong Kong Polytechnic University, Hong Kong Kin-Fan Au, The Hong Kong Polytechnic University, Hong Kong Zhan-Li Sun, The Hong Kong Polytechnic University, Hong Kong Chapter 19 Support Vector Machine based Hybrid Classifers and Rule Extraction thereof: Application to Bankruptcy Prediction in Banks .................................................................................404 M. A. H. Farquad, Institute for Development and Research in Banking Technology (IDRBT), India and University of Hyderabad, India V. Ravi, Institute for Development and Research in Banking Technology (IDRBT), India Raju S. Bapi, University of Hyderabad, India Chapter 20 Data Mining Experiences in Steel Industry ........................................................................................427 Joaquín Ordieres-Meré, Universidad Politécnica de Madrid, Spain Ana González-Marcos, Universidad de La Rioja, Spain Manuel Castejón-Limas, Universidad de León, Spain Francisco J. Martínez-de-Pisón, Universidad de La Rioja, Spain Chapter 21 Application of Neural Networks in Animal Science ...........................................................................440 Emilio Soria, Valencia University, Spain Carlos Fernández, Valencia Polytechnic University, Spain Antonio J. Serrano, Valencia University, Spain Marcelino Martínez, Valencia University, Spain José R. Magdalena, Valencia University, Spain Juan F. Guerrero, Valencia University, Spain Chapter 22 Statistical Machine Learning Approaches for Sports Video Mining Using Hidden Markov Models ...................................................................................................................................457 Guoliang Fan, Oklahoma State University, USA Yi Ding, Oklahoma State University, USA Chapter 23 A Survey of Bayesian Techniques in Computer Vision ......................................................................482 José Blasco, Instituto Valenciano de Investigaciones Agrarias (IVIA), Spain Nuria Aleixos, Polytechnic University of Valencia, Spain Juan Gómez-Sanchis, University of Valencia, Spain Juan F. Guerrero, University of Valencia, Spain Enrique Moltó, Instituto Valenciano de Investigaciones Agrarias (IVIA), Spain Chapter 24 Software Cost Estimation using Soft Computing Approaches ...........................................................499 K. Vinaykumar, Institute for Development and Research in Banking Technology (IDRBT), India V. Ravi, Institute for Development and Research in Banking Technology (IDRBT), India Mahil Carr, Institute for Development and Research in Banking Technology (IDRBT), India Chapter 25 Counting the Hidden Defects in Software Documents .......................................................................519 Frank Padberg, Saarland University, Germany Chapter 26 Machine Learning for Biometrics .......................................................................................................539 Albert Ali Salah, Centre for Mathematics and Computer Science (CWI), The Netherlands Chapter 27 Neural Networks for Modeling the Contact Foot-Shoe Upper ..........................................................561 M. J. Rupérez, Universitat Politècnica de València, Spain J. D. Martín, Universitat de València, Spain C. Monserrat, Universitat Politècnica de València, Spain M. Alcañiz, Universitat Politècnica de València, Spain Chapter 28 Evolutionary Multi-Objective Optimization of Autonomous Mobile Robots in Neural-Based Cognition for Behavioural Robustness ........................................................................574 Chin Kim On, Universiti Malaysia Sabah, Malaysia Jason Teo, Universiti Malaysia Sabah, Malaysia Azali Saudi, Universiti Malaysia Sabah, Malaysia Chapter 29 Improving Automated Planning with Machine Learning ...................................................................599 Susana Fernández Arregui, Universidad Carlos III de Madrid, Spain Sergio Jiménez Celorrio, Universidad Carlos III de Madrid, Spain Tomás de la Rosa Turbides, Universidad Carlos III de Madrid, Spain |
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