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Bayesian network technologies [electronic resource] : applications and graphical models / Ankush Mittal, Ashraf Kassim, [editors].

Contributor(s): Publication details: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2007.Description: electronic texts (xi, 356 p. : ill.) : digital filesISBN:
  • 9781599041438 (ebook)
  • 159904143X (ebook)
Subject(s): Genre/Form: Additional physical formats: No titleDDC classification:
  • 519.5/42 22
LOC classification:
  • QA279.5 .B3886 2007e
Online resources: Available additional physical forms:
  • Also available in print.
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 --
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, Jo�ao 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 --
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.
Abstract: "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.
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Includes bibliographical references and index.

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 --

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, Jo�ao 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 --

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.

Restricted to subscribers or individual electronic text purchasers.

"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.

Also available in print.

Mode of access: World Wide Web.

Title from PDF t.p. (viewed on May 25, 2010).

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