Bayesian network technologies applications and graphical models /

• Corporate Author: IGI Global.
• Other Authors: Mittal, Ankush., Kassim, Ashraf.
• Format: Electronic
• Language: English
• Published: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2007.
• Subjects: Bayesian statistical decision theory > Data processing.; Bayesian statistical decision theory > Computer programs.; Bayesian statistical decision theory > Graphic methods.; Decision making > Statistical methods.
• Online Access: View fulltext via EzAccess

"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 publish...

Table of 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, 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
• 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.