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cs.LG2022
A Local Geometric Interpretation of Feature Extraction in Deep Feedforward Neural Networks
Md Kamran Chowdhury Shisher, Tasmeen Zaman Ornee, Yin Sun
In this paper, we present a local geometric analysis to interpret how deep feedforward neural networks extract low-dimensional features from high-dimensional data. Our study shows…
cs.LG2021★ 1 cited
The Age of Correlated Features in Supervised Learning based Forecasting
Md Kamran Chowdhury Shisher, Heyang Qin, Lei Yang +2
In this paper, we analyze the impact of information freshness on supervised learning based forecasting. In these applications, a neural network is trained to predict a time-varying…