Current Appointments & Affiliations
Adjunct Assistant Professor in the Pratt School of Engineering
·
2024 - Present
Engineering Graduate and Professional Programs,
Pratt School of Engineering
Recent Publications
Robust Structure-Aware Graph-based Semi-Supervised Learning: Batch and Recursive Processing
Journal Article ACM Transactions on Intelligent Systems and Technology · June 18, 2024 Graph-based semi-supervised learning plays an important role in large scale image classification tasks. However, the problem becomes very challenging in the presence of noisy labels and outliers. Moreover, traditional robust semi-supervised learning soluti ... Full text Open Access CiteRobust Semisupervised Deep Generative Model Under Compound Noise.
Journal Article IEEE transactions on neural networks and learning systems · March 2023 Semisupervised learning has been widely applied to deep generative model such as variational autoencoder. However, there are still limited work in noise-robust semisupervised deep generative model where the noise exists in both of the data and the labels s ... Full text CiteA Unified Framework for Automatic Distributed Active Learning.
Journal Article IEEE transactions on pattern analysis and machine intelligence · December 2022 We propose a novel unified frameork for automated distributed active learning (AutoDAL) to address multiple challenging problems in active learning such as limited labeled data, imbalanced datasets, automatic hyperparameter selection as well as scalability ... Full text CiteEducation, Training & Certifications
University of Illinois ·
2010
Ph.D.
Shanghai Jiao Tong University (China) ·
2006
B.S.