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Handbook of research on machine lear...

Soria Olivas, Emilio, (1969-)

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Handbook of research on machine learning applications and trends = algorithms, methods, and techniques /

紀錄類型:	書目-電子資源 : Monograph/item
正題名/作者:	Handbook of research on machine learning applications and trends/ [edited by] Emilio Soria Olivas ... [et al.].{me_controlnum}
其他題名:	algorithms, methods, and techniques /
其他作者:	Soria Olivas, Emilio,
出版者:	Hershey, Pa. :IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), : c2010.,
面頁冊數:	2 v. (xxxi, 620, 83 p.) :ill. ;29 cm.
內容註:	Vol. 1. 1. Exploring the Unknown Nature of Data: Cluster Analysis and Applications -- 2. Principal Graphs and Manifolds -- 3. Learning Algorithms for RBF Functions and Subspace Based Functions -- 4. Nature Inspired Methods for Multi-Objective Optimization -- 5. Artificial Immune Systems for Anomaly Detection -- 6. Calibration of Machine Learning Models -- 7. Classification with Incomplete Data -- 8. Clustering and Visualization of Multivariate Time Series -- 9. Locally Recurrent Neural Networks and Their Applications -- 10. Nonstationary Signal Analysis with Kernel Machines -- 11. Transfer Learning -- 12. Machine Learning in Personalized Anemia Treatment -- 13. Deterministic Pattern Mining On Genetic Sequences --
內容註:	Vol. 2. 14. Machine Learning in Natural Language Processing -- 15. Machine Learning Applications in Mega-Text Processing -- 16. FOL Learning for Knowledge Discovery in Documents -- 17. Machine Learning and Financial Investing -- 18. Applications of Evolutionary Neural Networks for Sales Forecasting of Fashionable Products -- 19. Support Vector Machine based Hybrid Classifiers and Rule Extraction thereof: Application to Bankruptcy Prediction in Banks -- 20. Data Mining Experiences in Steel Industry -- 21. Application of Neural Networks in Animal Science -- 22. Statistical Machine Learning Approaches for Sports Video Mining Using Hidden Markov Models -- 23. A Survey of Bayesian Techniques in Computer Vision -- 24. Software Cost Estimation using Soft Computing Approaches -- 25. Counting the Hidden Defects in Software Documents -- 26. Machine Learning for Biometrics -- 27. Neural Networks for Modeling the Contact Foot-Shoe Upper -- 28. Evolutionary Multi-Objective Optimization of Autonomous Mobile Robots in Neural-Based Cognition for Behavioural Robustness -- 29. Improving Automated Planning with Machine Learning.
標題:	Machine learning. -
電子資源:	http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-60566-766-9
ISBN:	9781605667676 (ebook)

Handbook of research on machine learning applications and trends = algorithms, methods, and techniques /
Handbook of research on machine learning applications and trendsalgorithms, methods, and techniques /[electronic resource] :[edited by] Emilio Soria Olivas ... [et al.].{me_controlnum} - Hershey, Pa. :IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA),c2010. - 2 v. (xxxi, 620, 83 p.) :ill. ;29 cm.

Includes bibliographical references and index.

Vol. 1. 1. Exploring the Unknown Nature of Data: Cluster Analysis and Applications -- 2. Principal Graphs and Manifolds -- 3. Learning Algorithms for RBF Functions and Subspace Based Functions -- 4. Nature Inspired Methods for Multi-Objective Optimization -- 5. Artificial Immune Systems for Anomaly Detection -- 6. Calibration of Machine Learning Models -- 7. Classification with Incomplete Data -- 8. Clustering and Visualization of Multivariate Time Series -- 9. Locally Recurrent Neural Networks and Their Applications -- 10. Nonstationary Signal Analysis with Kernel Machines -- 11. Transfer Learning -- 12. Machine Learning in Personalized Anemia Treatment -- 13. Deterministic Pattern Mining On Genetic Sequences --

"This book investigates machine learning (ML), one of the most fruitful fields of current research, both in the proposal of new techniques and theoretic algorithms and in their application to real-life problems"--Provided by publisher.

Mode of access: World Wide Web.

ISBN: 9781605667676 (ebook)Subjects--Topical Terms:

533906
Machine learning.
Subjects--Index Terms:

Anomaly detection

LC Class. No.: Q325.5 / .H36 2010e

Dewey Class. No.: 006.3/1

Handbook of research on machine learning applications and trends = algorithms, methods, and techniques /
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505 8 $a Vol. 2. 14. Machine Learning in Natural Language Processing -- 15. Machine Learning Applications in Mega-Text Processing -- 16. FOL Learning for Knowledge Discovery in Documents -- 17. Machine Learning and Financial Investing -- 18. Applications of Evolutionary Neural Networks for Sales Forecasting of Fashionable Products -- 19. Support Vector Machine based Hybrid Classifiers and Rule Extraction thereof: Application to Bankruptcy Prediction in Banks -- 20. Data Mining Experiences in Steel Industry -- 21. Application of Neural Networks in Animal Science -- 22. Statistical Machine Learning Approaches for Sports Video Mining Using Hidden Markov Models -- 23. A Survey of Bayesian Techniques in Computer Vision -- 24. Software Cost Estimation using Soft Computing Approaches -- 25. Counting the Hidden Defects in Software Documents -- 26. Machine Learning for Biometrics -- 27. Neural Networks for Modeling the Contact Foot-Shoe Upper -- 28. Evolutionary Multi-Objective Optimization of Autonomous Mobile Robots in Neural-Based Cognition for Behavioural Robustness -- 29. Improving Automated Planning with Machine Learning.
520 3 $a "This book investigates machine learning (ML), one of the most fruitful fields of current research, both in the proposal of new techniques and theoretic algorithms and in their application to real-life problems"--Provided by publisher.
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650 0 $a Machine learning. $3 533906
650 0 $a Machine learning $x Industrial applications. $3 1361578
653 $a Anomaly detection
653 $a Classification with incomplete data
653 $a Cluster analysis and applications
653 $a Clustering and visualization
653 $a Machine learning applications
653 $a Machine learning models
653 $a Machine learning trends
653 $a Multi-objective optimization
653 $a Neural networks
653 $a Principal graphs and manifolds
700 1 $a Soria Olivas, Emilio, $d 1969- $3 1361577
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