When does Diversity Help Generalization in Classification Ensembles?

30 October 2019

Papers citing "When does Diversity Help Generalization in Classification Ensembles?"

13 / 13 papers shown

Title
On the Effectiveness of Heterogeneous Ensemble Methods for Re-identification Simon Klüttermann Jérôme Rutinowski Anh Nguyen Britta Grimme Moritz Roidl Emmanuel Müller 34 0 0 19 Mar 2024
Grammar-based evolutionary approach for automated workflow composition with domain-specific operators and ensemble diversity Rafael Barbudo Aurora Ramírez José Raúl Romero 11 0 0 03 Feb 2024
A Unified Theory of Diversity in Ensemble Learning Danny Wood Tingting Mu Andrew M. Webb Henry W. J. Reeve M. Luján Gavin Brown UQCV 36 42 0 10 Jan 2023
Deep Negative Correlation Classification Le Zhang Qibin Hou Yun-Hai Liu Jiawang Bian Xun Xu Qiufeng Wang Ce Zhu 32 1 0 14 Dec 2022
Towards Understanding Fairness and its Composition in Ensemble Machine Learning Usman Gohar Sumon Biswas Hridesh Rajan FaML FedML 13 24 0 08 Dec 2022
Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training Georgios Zoumpourlis Ioannis Patras 27 9 0 21 Nov 2022
Hierarchically Structured Task-Agnostic Continual Learning Heinke Hihn Daniel A. Braun BDL CLL 19 8 0 14 Nov 2022
Revisiting the Importance of Amplifying Bias for Debiasing Jungsoo Lee Jeonghoon Park Daeyoung Kim Juyoung Lee Edward Choi Jaegul Choo 47 21 0 29 May 2022
A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications Xinlei Zhou Han Liu Farhad Pourpanah T. Zeng Xizhao Wang UQCV UD 24 58 0 03 Nov 2021
Robust fine-tuning of zero-shot models Mitchell Wortsman Gabriel Ilharco Jong Wook Kim Mike Li Simon Kornblith ... Raphael Gontijo-Lopes Hannaneh Hajishirzi Ali Farhadi Hongseok Namkoong Ludwig Schmidt VLM 64 691 0 04 Sep 2021
Multi-Faceted Representation Learning with Hybrid Architecture for Time Series Classification Zhenyu Liu Jian Cheng AI4TS 21 0 0 21 Dec 2020
Generating Efficient DNN-Ensembles with Evolutionary Computation Marc Ortiz F. Scheidegger Marc Casas C. Malossi Eduard Ayguadé 11 1 0 18 Sep 2020
Neural Ensemble Search for Uncertainty Estimation and Dataset Shift Sheheryar Zaidi Arber Zela T. Elsken Chris Holmes Frank Hutter Yee Whye Teh OOD UQCV 18 71 0 15 Jun 2020