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Beyond the Worst-Case Analysis of Algorithms, 2020
- Tim Roughgarden:

Beyond the Worst-Case Analysis of Algorithms. Cambridge University Press 2020, ISBN 9781108637435 - Tim Roughgarden:

Introduction. 1-24 - Fedor V. Fomin

, Daniel Lokshtanov, Saket Saurabh, Meirav Zehavi:
Parameterized Algorithms. 27-51 - Jérémy Barbay:

From Adaptive Analysis to Instance Optimality. 52-71 - Tim Roughgarden:

Resource Augmentation. 72-92 - Konstantin Makarychev, Yury Makarychev:

Perturbation Resilience. 95-119 - Avrim Blum:

Approximation Stability and Proxy Objectives. 120-139 - Eric Price:

Sparse Recovery. 140-164 - Tim Roughgarden:

Distributional Analysis. 167-188 - Uriel Feige:

Introduction to Semirandom Models. 189-211 - Ankur Moitra:

Semirandom Stochastic Block Models. 212-233 - Anupam Gupta

, Sahil Singla
:
Random-Order Models. 234-258 - C. Seshadhri:

Self-Improving Algorithms. 259-282 - Bodo Manthey:

Smoothed Analysis of Local Search. 285-308 - Daniel Dadush, Sophie Huiberts:

Smoothed Analysis of the Simplex Method. 309-333 - Heiko Röglin:

Smoothed Analysis of Pareto Curves in Multiobjective Optimization. 334-358 - Maria-Florina Balcan, Nika Haghtalab:

Noise in Classification. 361-381 - Ilias Diakonikolas, Daniel M. Kane:

Robust High-Dimensional Statistics. 382-402 - Sanjoy Dasgupta, Samory Kpotufe:

Nearest Neighbor Classification and Search. 403-423 - Aravindan Vijayaraghavan:

Efficient Tensor Decompositions. 424-444 - Rong Ge, Ankur Moitra:

Topic Models and Nonnegative Matrix Factorization. 445-464 - Tengyu Ma:

Why Do Local Methods Solve Nonconvex Problems? 465-485 - Moritz Hardt:

Generalization in Overparameterized Models. 486-505 - Gregory Valiant, Paul Valiant

:
Instance Optimal Distribution Testing and Learning. 506-526 - Anna R. Karlin, Elias Koutsoupias:

Beyond Competitive Analysis. 529-546 - Vijay Ganesh, Moshe Y. Vardi:

On the Unreasonable Effectiveness of SAT Solvers. 547-566 - Kai-Min Chung, Michael Mitzenmacher, Salil P. Vadhan:

When Simple Hash Functions Suffice. 567-585 - Inbal Talgam-Cohen:

Prior-Independent Auctions. 586-605 - Tim Roughgarden, C. Seshadhri:

Distribution-Free Models of Social Networks. 606-625 - Maria-Florina Balcan:

Data-Driven Algorithm Design. 626-645 - Michael Mitzenmacher, Sergei Vassilvitskii:

Algorithms with Predictions. 646-662

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