Conditional gradient methods: from core principles to AI applications (Record no. 64216)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02516 a2200385 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 260214b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781611978551 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 519.6 BRA |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Braun, Gabor |
| 245 ## - TITLE STATEMENT | |
| Title | Conditional gradient methods: from core principles to AI applications |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc | Philadelphia: |
| Name of publisher, distributor, etc | Society for Industrial and Applied Mathematics (SIAM), |
| Date of publication, distribution, etc | 2025. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | ix, 195p.: |
| Other physical details | col., ill.; pbk.: |
| Dimensions | 25 cm. |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE | |
| Title | MOS-SIAM Series on Optimization |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Include Bibliography, Glossary and Index |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | Conditional Gradient Methods: From Core Principles to AI Applications offers a definitive and modern treatment of one of the most elegant and versatile algorithmic families in optimization: the Frank–Wolfe method and its many variants. Originally proposed in the 1950s, these projection-free techniques have seen a powerful resurgence, now playing a central role in machine learning, signal processing, and large-scale data science. This comprehensive monograph guides readers through the foundations of constrained optimization and into cutting-edge territory—including stochastic, online, and distributed settings—by uniting deep theoretical insights with practical considerations, and uses a clear narrative, rigorous proofs, and illuminating illustrations to demystify adaptive variants, away-steps, and the nuances of dealing with structured convex sets. Most of the algorithms in the book are implemented in the FrankWolfe.jl Julia package and available on a supplementary website. https://epubs.siam.org/doi/book/10.1137/1.9781611978568 |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Conditional Gradient Methods |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Frank–Wolfe Algorithm |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Constrained Optimization |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | First-order Methods |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Linear Minimization Oracle (LMO) |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Projection-free Algorithms |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Convex Optimization |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Adaptive Step Sizes |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Away-Step Frank–Wolfe |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Fully-Corrective Frank–Wolfe |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Mathematical Optimization Society |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Carderera, Alejandro |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Combettes, Cyrille W. |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hassani, Hamed |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Karbasi, Amin |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Mokhtari, Aryan |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Pokutta, Sebastian |
| Relator term | Co-author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Item type | Books |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Barcode | Date last seen | Copy number | Cost, replacement price | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | General | IIT Gandhinagar | IIT Gandhinagar | 12/02/2026 | Himanshu Books | 6702.72 | 519.6 BRA | 036691 | 12/02/2026 | 1 | 6702.72 | Books |
