Bayesian network technologies: applications and graphical models
"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 publis...
Gespeichert in:
| Weitere Verfasser: | , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Hershey ; New York
IGI Publishing
[2007]
|
| Schlagworte: | |
| Online-Zugang: | DE-706 DE-1049 DE-898 DE-1050 DE-83 Volltext |
| Zusammenfassung: | "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 |
| Beschreibung: | Includes bibliographical references and index |
| Beschreibung: | 1 Online-Ressource (xi, 356 Seiten) |
| ISBN: | 9781599041438 159904143X |
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| 245 | 1 | 0 | |a Bayesian network technologies |b applications and graphical models |c Ankush Mittal (Indian Institute of Technology, India), Ashraf Kassim (National University of Singapore, Singapore) |
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| 500 | |a Includes bibliographical references and index | ||
| 505 | 8 | |a 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 -- | |
| 505 | 8 | |a 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 -- | |
| 505 | 8 | |a 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 | |
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| 650 | 4 | |a Bayesian statistical decision theory / Data processing | |
| 650 | 4 | |a Bayesian statistical decision theory / Computer programs | |
| 650 | 4 | |a Bayesian statistical decision theory / Graphic methods | |
| 650 | 4 | |a Decision making / Statistical methods | |
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Datensatz im Suchindex
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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 -- 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 |
| ctrlnum | (OCoLC)976438986 (DE-599)BVBBV044229347 |
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| spelling | Bayesian network technologies applications and graphical models Ankush Mittal (Indian Institute of Technology, India), Ashraf Kassim (National University of Singapore, Singapore) Hershey ; New York IGI Publishing [2007] © 2007 1 Online-Ressource (xi, 356 Seiten) txt rdacontent c rdamedia cr rdacarrier 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 "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 Datenverarbeitung Bayesian statistical decision theory / Data processing Bayesian statistical decision theory / Computer programs Bayesian statistical decision theory / Graphic methods Decision making / Statistical methods Lokales Netz (DE-588)4114441-7 gnd rswk-swf Bayes-Netz (DE-588)4567228-3 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Lokales Netz (DE-588)4114441-7 s Bayes-Netz (DE-588)4567228-3 s DE-604 Mittal, Ankush edt Kassim, Ashraf edt Erscheint auch als Druck-Ausgabe 978-1-59904-141-4 Erscheint auch als Druck-Ausgabe 1-59904-141-3 Erscheint auch als Druck-Ausgabe 978-1-61692-768-4 http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-59904-141-4 Verlag URL des Erstveröffentlichers Volltext |
| spellingShingle | Bayesian network technologies applications and graphical models 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 Datenverarbeitung Bayesian statistical decision theory / Data processing Bayesian statistical decision theory / Computer programs Bayesian statistical decision theory / Graphic methods Decision making / Statistical methods Lokales Netz (DE-588)4114441-7 gnd Bayes-Netz (DE-588)4567228-3 gnd |
| subject_GND | (DE-588)4114441-7 (DE-588)4567228-3 (DE-588)4143413-4 |
| title | Bayesian network technologies applications and graphical models |
| title_auth | Bayesian network technologies applications and graphical models |
| title_exact_search | Bayesian network technologies applications and graphical models |
| title_full | Bayesian network technologies applications and graphical models Ankush Mittal (Indian Institute of Technology, India), Ashraf Kassim (National University of Singapore, Singapore) |
| title_fullStr | Bayesian network technologies applications and graphical models Ankush Mittal (Indian Institute of Technology, India), Ashraf Kassim (National University of Singapore, Singapore) |
| title_full_unstemmed | Bayesian network technologies applications and graphical models Ankush Mittal (Indian Institute of Technology, India), Ashraf Kassim (National University of Singapore, Singapore) |
| title_short | Bayesian network technologies |
| title_sort | bayesian network technologies applications and graphical models |
| title_sub | applications and graphical models |
| topic | Datenverarbeitung Bayesian statistical decision theory / Data processing Bayesian statistical decision theory / Computer programs Bayesian statistical decision theory / Graphic methods Decision making / Statistical methods Lokales Netz (DE-588)4114441-7 gnd Bayes-Netz (DE-588)4567228-3 gnd |
| topic_facet | Datenverarbeitung Bayesian statistical decision theory / Data processing Bayesian statistical decision theory / Computer programs Bayesian statistical decision theory / Graphic methods Decision making / Statistical methods Lokales Netz Bayes-Netz Aufsatzsammlung |
| url | http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-59904-141-4 |
| work_keys_str_mv | AT mittalankush bayesiannetworktechnologiesapplicationsandgraphicalmodels AT kassimashraf bayesiannetworktechnologiesapplicationsandgraphicalmodels |