| 000 | 02516 a2200385 4500 | ||
|---|---|---|---|
| 005 | 20260214162316.0 | ||
| 008 | 260214b |||||||| |||| 00| 0 eng d | ||
| 020 | _a9781611978551 | ||
| 082 | _a519.6 BRA | ||
| 100 | _aBraun, Gabor | ||
| 245 | _aConditional gradient methods: from core principles to AI applications | ||
| 260 |
_aPhiladelphia: _bSociety for Industrial and Applied Mathematics (SIAM), _c2025. |
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| 300 |
_aix, 195p.: _bcol., ill.; pbk.: _c25 cm. |
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| 440 | _aMOS-SIAM Series on Optimization | ||
| 504 | _aInclude Bibliography, Glossary and Index | ||
| 520 | _aConditional 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 | _aConditional Gradient Methods | ||
| 650 | _aFrank–Wolfe Algorithm | ||
| 650 | _aConstrained Optimization | ||
| 650 | _aFirst-order Methods | ||
| 650 | _aLinear Minimization Oracle (LMO) | ||
| 650 | _aProjection-free Algorithms | ||
| 650 | _aConvex Optimization | ||
| 650 | _aAdaptive Step Sizes | ||
| 650 | _aAway-Step Frank–Wolfe | ||
| 650 | _aFully-Corrective Frank–Wolfe | ||
| 650 | _aMathematical Optimization Society | ||
| 700 |
_a Carderera, Alejandro _eCo-author |
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| 700 |
_aCombettes, Cyrille W. _eCo-author |
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| 700 |
_aHassani, Hamed _eCo-author |
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| 700 |
_aKarbasi, Amin _eCo-author |
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| 700 |
_aMokhtari, Aryan _eCo-author |
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| 700 |
_aPokutta, Sebastian _eCo-author |
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| 942 |
_cTD _2ddc |
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| 999 |
_c64216 _d64216 |
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