508 citations · 600 across the 13 of their papers we have counts for
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cs.CE2019★ 1 cited
Utilizing Dependence among Variables in Evolutionary Algorithms for Mixed-Integer Programming: A Case Study on Multi-Objective Constrained Portfolio Optimization
Yi Chen, Aimin Zhou, Swagatam Das
Several real-world applications could be modeled as Mixed-Integer Non-Linear Programming (MINLP) problems, and some prominent examples include portfolio optimization, remote sensin…
stat.ML2019★ 2 cited
A Strongly Consistent Sparse -means Clustering with Direct Penalization on Variable Weights
Saptarshi Chakraborty, Swagatam Das
We propose the Lasso Weighted -means (--means) algorithm as a simple yet efficient sparse clustering procedure for high-dimensional data where the number of features (…
cs.CV2019
Generative Adversarial Minority Oversampling
Sankha Subhra Mullick, Shounak Datta, Swagatam Das
Class imbalance is a long-standing problem relevant to a number of real-world applications of deep learning. Oversampling techniques, which are effective for handling class imbalan…