| Description |
1 online resource (402 p.) |
| Contents |
Cover -- Title Page -- Copyright -- DECLARATION -- ABOUT THE EDITOR -- TABLE OF CONTENTS -- List of Contributors -- List of Abbreviations -- Preface -- Chapter 1 Improved Initialization of the EM Algorithm for Mixture Model Parameter Estimation -- Abstract -- Introduction -- Related Work -- Estimation of The Gaussian Mixture Model Parameters -- Experiments -- Results And Discussion -- Conclusions -- References -- Chapter 2 A Fast Incremental Gaussian Mixture Model -- Abstract -- Introduction -- Incremental Gaussian Mixture Network -- Fast Igmn -- Experiments -- Conclusion -- References |
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Chapter 3 Detection of Emerging Faults on Industrial Gas Turbines Using Extended Gaussian Mixture Models -- Introduction -- Methodology -- Application Case Studies -- Conclusion -- References -- Chapter 4 Estimating Mixture Entropy with Pairwise Distances -- Abstract -- Introduction -- Overview -- Estimating Mutual Information -- Numerical Results -- Discussion -- References -- Chapter 5 Dependent Gaussian Mixture Models for Source Separation -- Abstract -- Introduction -- Model -- Implementing The Source Separation -- Examples -- Conclusion -- References |
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Chapter 6 A Two-Stage Approach Using Gaussian Mixture Models and Higher-Order Statistics for a Classification of Normal and Pathological Voices -- Abstract -- Introduction -- Material And Methods -- Results -- Conclusion And Discussion -- References -- Chapter 7 PET Image Segmentation Using a Gaussian Mixture Model and Markov Random Fields -- Abstract -- Background -- Methods -- Results -- Emgmm And Gmrf -- Discussion -- Conclusions -- Acknowledgements -- References -- Chapter 8 Kernel Analysis Based on Dirichlet Processes Mixture Models -- Abstract -- Introduction -- Background |
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A Hierarchical Dirichlet Process Mixture Model -- Kernel Analysis In The Spectral Domain -- Experiments -- Conclusions -- References -- Chapter 9 A Mixture of Generalized Tukey's -- Abstract -- Introduction -- Tukey's -- The Mixture Of Two -- Estimation Of The Mixtures Of Two Tukey's -- Illustration -- Conclusions -- References -- Chapter 10 Poisson Mixture Regression Models for Heart Disease Prediction -- Abstract -- Introduction -- Methods -- Application -- Results -- Discussion -- Conclusion -- References |
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Chapter 11 A Hierarchical Gamma Mixture Model-Based Method for Classification of High-Dimensional Data -- Abstract -- Introduction -- Related Work -- Overview Of Gmm Tree -- Stratified Subspace Sampling Gmm-Based Method (SSS-GMM) -- Experiments -- Conclusions And Future Work -- Author Contributions -- Acknowledgments -- References -- Chapter 12 Multi-Partitions Subspace Clustering -- Abstract -- Introduction -- Probabilistic Interpretation of The Factorial Discriminant Analysis -- Multi-Partition Subspace Mixture Model -- Experiments -- Conclusions And Perspectives -- Acknowledgments |
| Notes |
Description based upon print version of record |
| Bibliography |
References |
| Subject |
Mixture distributions (Probability theory)
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Mixture distributions (Probability theory)
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| Form |
Electronic book
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| ISBN |
9781774079119 |
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1774079119 |
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