| Description |
1 online resource (electronic texts (xi, 356 pages : illustrations |
| Series |
IGI Global research collection
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| Contents |
Section I. Modeling and classification using Bayesian networks -- 1. A Novel Discriminative Naive Bayesian Network for Classification / Kaizhu Huang, Zenglin Xu, Irwin King, Michael R. Lyu, Zhangbing Zhou -- 2. A Bayesian Belief Network Approach for Modelling Complex Domains / Ben Daniel, Juan-Diego Zapata-Rivera, Gordon McCalla -- 3. Data Mining of Bayesian Network Structure Using a Semantic Genetic Algorithm-Based Approach / Sachin Shetty, Min Song, Mansoor Alam -- 4. NetCube: Fast, Approximate Database Queries using Bayesian Networks / Dimitris Margaritis, Christos Faloutsos, Sebastian Thrun -- 5. Applications of Bayesian Networks in Reliability Analysis / Helge Langseth, Luigi Portinale -- 6. Application of Bayesian Modeling to Management Information Systems: a Latent Scores Approach / Sumeet Gupta, Hee-Wong Kim |
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Section II. Bayesian network for Image Processing and Related Applications -- 7. Bayesian Networks for Image Understanding / Andreas Savakis, Jiebo Luo, Michael Kane -- 8. Long Term Tracking of Pedestrians with Groups and Occlusions / Pedro M. Jorge, Arnaldo J. Abrantes, João M. Lemos, Jorge S. Marques -- Chapter 9. DBN Models for Visual Tracking and Prediction / Qian Diao, Jianye Lu, Wei Hu, Yimin Zhang, Gary Bradski -- 10. Multimodal Human Localization Using Bayesian Network Sensor Fusion / David Lo -- 11. Retrieval of Bio-Geophysical Parameters from Remotely Sensing Data by Using Bayesian Methodology / C. Notarnicola |
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Section III. Bayesian networks for Bioinformatics Applications -- 12. Application of Bayesian Network in Drug Discovery and Development Process / Arunkumar Chinnasamy, Sudhanshu Patwardhan, Wing-Kin Sung -- 13. Bayesian Network Approach to Estimate Gene Networks / Seiya Imoto, Satoru Miyano -- 14. Bayesian Network Modeling of Transcription Factor Binding Sites: A Tutorial / Vipin Narang, Rajesh Chowdhary, Ankush Mittal, Wing-Kin Sung -- 15. Application of Bayesian Network in Learning Gene Network / Tie-Fei Liu, Wing-Kin Sung, Ankush Mittal -- About the Authors -- Index |
| Summary |
"This book provides an excellent, well-balanced collection of areas where Bayesian networks have been successfully applied; it describes the underlying concepts of Bayesian Networks with the help of diverse applications, and theories that prove Bayesian networks valid"--Provided by publisher |
| Notes |
Title from PDF title page (viewed May 25, 2010) |
| Bibliography |
Includes bibliographical references and index |
| Notes |
Print version record |
| Subject |
Bayesian statistical decision theory -- Data processing
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Bayesian statistical decision theory -- Computer programs
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Bayesian statistical decision theory -- Graphic methods
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Decision making -- Statistical methods
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Bayesian statistical decision theory -- Data processing.
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Decision making -- Statistical methods.
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| Form |
Electronic book
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| Author |
Mittal, Ankush
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Kassim, Ashraf
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IGI Global.
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| ISBN |
9781599041438 |
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159904143X |
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