/dwmil

Dynamic Weighted Majority for Imbalance Learning

Primary LanguageMATLAB

Introduction

Matlab code for DWMIL (Dynamic Weighted Majority for Incremental Learning)

The python version of DWMIL is included in the extended work ACDWM.

Author: Yang Lu

Contact: lylylytc@gmail.com

Run

Run run_main_dwmil.m in matlab.

The scripts for running the compared methods are also provided. Please include the folder "compared_methods" and "matlab weka interface" into the path.

Paper

Please cite the paper if the codes are helpful to you research.

Yang Lu, Yiu-ming Cheung, and Yuan Yan Tang, “Dynamic Weighted Majority for Incremental Learning of Imbalanced Data Streams with Concept Drift”, in Proceedings of International Joint Conference on Artificial Intelligence (IJCAI), pp. 2393-2399, Melbourne, Australia, August 19-25, 2017.