UID:
almafu_9959998108802883
Format:
1 online resource.
ISBN:
9781119721864
,
1119721865
,
9781119721826
,
1119721822
Series Statement:
Big data, artificial intelligence and data analysis set ; volume 5
Note:
Cover -- Half-Title Page -- Title Page -- Copyright Page -- Contents -- Preface -- PART 1: Computational Data Analysis and Methods -- 1. Semi-supervised Learning Based on Distributionally Robust Optimization -- 1.1. Introduction -- 1.2. Alternative semi-supervised learning procedures -- 1.3. Semi-supervised learning based on DRO -- 1.3.1. Defining the optimal transport discrepancy -- 1.3.2. Solving the SSL-DRO formulation -- 1.4. Error improvement of our SSL-DRO formulation -- 1.5. Numerical experiments -- 1.6. Discussion on the size of the uncertainty set -- 1.7. Conclusion
,
1.8. Appendix: supplementary material: technical details for theorem 1.1 -- 1.8.1. Assumptions of theorem 1.1 -- 1.8.2. Revisit theorem 1.1 -- 1.8.3. Proof of theorem 1.1 -- 1.9. References -- 2. Updating of PageRank in Evolving Treegraphs -- 2.1. Introduction -- 2.2. Abbreviations and definitions -- 2.3. Finding components -- 2.3.1. Isolation of vertices in the graph -- 2.3.2. Keeping track of every vertex in the components -- 2.4. Maintaining the level of cycles -- 2.5. Calculating PageRank -- 2.6. PageRank of a tree with at least a cycle after addition of an edge
,
5. Investigation on Life Satisfaction Through (Stratified) Chain Regression Graph Models -- 5.1. Introduction -- 5.2. Methodology -- 5.3. Application -- 5.3.1. Survey on multiple aims analysis -- 5.4. Conclusion -- 5.5. References -- PART 2: Classification Data Analysis and Methods -- 6. Selection of Proximity Measures for a Topological Correspondence Analysis -- 6.1. Introduction -- 6.2. Topological correspondence -- 6.2.1. Comparison and selection of proximity measures -- 6.2.2. Statistical comparisons between two proximity measures -- 6.3. Application to real data and empirical results
Additional Edition:
ISBN 1786305348
Additional Edition:
ISBN 9781786305343
Language:
English
Keywords:
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URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119721871
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119721871
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119721871
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119721871
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119721871
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119721871
URL:
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119721871