Margin-Based Generalization Lower Bounds for Boosted Classifiers

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Margin-Based Generalization Lower Bounds for Boosted Classifiers

27 September 2019

Kasper Green Larsen

Alexander Mathiasen

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Papers citing "Margin-Based Generalization Lower Bounds for Boosted Classifiers"

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Title
Sample Selection via Contrastive Fragmentation for Noisy Label Regression C. Kim Sangwoo Moon Jihwan Moon Dongyeon Woo Gunhee Kim NoLa 178 0 0 25 Feb 2025
Improved Margin Generalization Bounds for Voting Classifiers Mikael Møller Høgsgaard Kasper Green Larsen AI4CE 57 0 0 23 Feb 2025
Scalable Optimal Margin Distribution Machine Yilin Wang Nan Cao Teng Zhang Xuanhua Shi Hai Jin 24 0 0 08 May 2023
AdaBoost is not an Optimal Weak to Strong Learner M. Hogsgaard Kasper Green Larsen Martin Ritzert 26 5 0 27 Jan 2023
The Impossibility of Parallelizing Boosting Amin Karbasi Kasper Green Larsen 34 3 0 23 Jan 2023
Optimal Weak to Strong Learning Kasper Green Larsen Martin Ritzert 65 14 0 03 Jun 2022
Margins are Insufficient for Explaining Gradient Boosting A. Jørgensen Lior Kamma Kasper Green Larsen FAtt 32 10 0 10 Nov 2020
Near-Tight Margin-Based Generalization Bounds for Support Vector Machines A. Jørgensen Lior Kamma Kasper Green Larsen 36 22 0 03 Jun 2020
Improving Generalization of Deep Neural Networks by Leveraging Margin Distribution Shen-Huan Lyu Lu Wang Zhi Zhou 34 11 0 27 Dec 2018