How good is the Electricity benchmark for evaluating concept drift adaptation

15 January 2013

Papers citing "How good is the Electricity benchmark for evaluating concept drift adaptation"

11 / 11 papers shown

Title
A Scalable Approach to Covariate and Concept Drift Management via Adaptive Data Segmentation Vennela Yarabolu Govind V Waghmare Sonia Gupta Siddhartha Asthana 94 0 0 23 Nov 2024
Self-Healing Machine Learning: A Framework for Autonomous Adaptation in Real-World Environments Paulius Rauba Nabeel Seedat Krzysztof Kacprzyk Mihaela van der Schaar AI4CE 97 2 0 31 Oct 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 100 2 0 20 Feb 2024
Learning from Data Streams: An Overview and Update Jesse Read Indr.e vZliobait.e 56 4 0 30 Dec 2022
Data-SUITE: Data-centric identification of in-distribution incongruous examples Nabeel Seedat Jonathan Crabbé Mihaela van der Schaar OOD 64 14 0 17 Feb 2022
Sketches for Time-Dependent Machine Learning Jesus Antonanzas Marta Arias Albert Bifet 20 0 0 26 Aug 2021
Challenges in Benchmarking Stream Learning Algorithms with Real-world Data Vinicius M. A. Souza Denis Moreira dos Reis André Gustavo Maletzke Gustavo E. A. P. A. Batista OOD AI4TS 72 132 0 30 Apr 2020
McDiarmid Drift Detection Methods for Evolving Data Streams Ali Pesaranghader H. Viktor E. Paquet 107 64 0 05 Oct 2017
GOOWE: Geometrically Optimum and Online-Weighted Ensemble Classifier for Evolving Data Streams Hamed Bonab Fazli Can 44 25 0 08 Sep 2017
Reservoir of Diverse Adaptive Learners and Stacking Fast Hoeffding Drift Detection Methods for Evolving Data Streams Ali Pesaranghader H. Viktor E. Paquet 49 65 0 07 Sep 2017
Concept Drift Detection and Adaptation with Hierarchical Hypothesis Testing Shujian Yu Zubin Abraham Heng Wang Mohak Shah Yantao Wei José C. Príncipe 54 53 0 25 Jul 2017