When does Diversity Help Generalization in Classification Ensembles?

30 October 2019

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

15 / 15 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 51 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 28 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 38 43 0 10 Jan 2023
Deep Negative Correlation Classification Le Zhang Qibin Hou Yun-Hai Liu Jiawang Bian Xun Xu Qiufeng Wang Ce Zhu 39 1 0 14 Dec 2022
Towards Understanding Fairness and its Composition in Ensemble Machine Learning Usman Gohar Sumon Biswas Hridesh Rajan FaML FedML 22 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 31 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 60 22 0 29 May 2022
Transferability Metrics for Selecting Source Model Ensembles A. Agostinelli J. Uijlings Thomas Mensink V. Ferrari 20 23 0 25 Nov 2021
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 41 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 73 698 0 04 Sep 2021
Multi-Faceted Representation Learning with Hybrid Architecture for Time Series Classification Zhenyu Liu Jian Cheng AI4TS 26 0 0 21 Dec 2020
Generating Efficient DNN-Ensembles with Evolutionary Computation Marc Ortiz Florian Scheidegger Marc Casas Cristiano Malossi Eduard Ayguadé 16 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 20 71 0 15 Jun 2020
Sub-Architecture Ensemble Pruning in Neural Architecture Search Yijun Bian Qingquan Song Mengnan Du Jun Yao Huanhuan Chen Xia Hu 30 14 0 01 Oct 2019