2 citations · 4 across the 7 of their papers we have counts for
4 papers · 1 filter
Transfer Learning in Information Criteria-based Feature Selection
Shaohan Chen, Nikolaos V. Sahinidis, Chuanhou Gao
This paper investigates the effectiveness of transfer learning based on Mallows' Cp. We propose a procedure that combines transfer learning with Mallows' Cp (TLCp) and prove that i…
Knowledge Integrated Classifier Design Based on Utility Optimization
Shaohan Chen, Chuanhou Gao
This paper proposes a systematic framework to design a classification model that yields a classifier which optimizes a utility function based on prior knowledge. Specifically, as t…
Efficacy of regularized multi-task learning based on SVM models
Shaohan Chen, Zhou Fang, Sijie Lu +1
This paper investigates the efficacy of a regularized multi-task learning (MTL) framework based on SVM (M-SVM) to answer whether MTL always provides reliable results and how MTL ou…
Enhancing Interpretability of Black-box Soft-margin SVM by Integrating Data-based Priors
Shaohan Chen, Chuanhou Gao, Ping Zhang
The lack of interpretability often makes black-box models difficult to be applied to many practical domains. For this reason, the current work, from the black-box model input port,…