Learning with Submodular Functions: A Convex Optimization Perspective
Author:   Francis Bach
Publisher:   now publishers Inc
ISBN:  

9781601987563


Pages:   258
Publication Date:   04 December 2013
Format:   Paperback
Availability:   In Print   Availability explained
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Learning with Submodular Functions: A Convex Optimization Perspective


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Author:   Francis Bach
Publisher:   now publishers Inc
Imprint:   now publishers Inc
Dimensions:   Width: 15.60cm , Height: 1.40cm , Length: 23.40cm
Weight:   0.367kg
ISBN:  

9781601987563


ISBN 10:   1601987560
Pages:   258
Publication Date:   04 December 2013
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

1: Introduction 2: Definitions 3: Lovász Extension 4: Properties of Associated Polyhedra 5: Convex Relaxation of Submodular Penalties 6: Examples and Applications of Submodularity 7: Non-smooth Convex Optimization 8: Separable Optimization Problems: Analysis 9: Separable Optimization Problems: Algorithms 10: Submodular Function Minimization 11: Other Submodular Optimization Problems 12: Experiments 13: Conclusion. Appendices. Acknowledgements. References

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