3 papers
cs.LG2026
Integrated Imputation-Classification for Supervised Learning with Missing Data
Yue Liu, Ben Liang, Ali Tizghadam +1
We study supervised classification problems with missing feature values. Existing approaches often decouple imputation from classification, producing imputations that may be plausi…
cs.LG2023
Improving Knowledge Distillation with Teacher's Explanation
Sayantan Chowdhury, Ben Liang, Ali Tizghadam +1
Knowledge distillation (KD) improves the performance of a low-complexity student model with the help of a more powerful teacher. The teacher in KD is a black-box model, imparting k…
cs.NI2021
Flow-Packet Hybrid Traffic Classification for Class-Aware Network Routing
Sayantan Chowdhury, Ben Liang, Ali Tizghadam +1
Network traffic classification using machine learning techniques has been widely studied. Most existing schemes classify entire traffic flows, but there are major limitations to th…