69 citations · 131 across the 11 of their papers we have counts for
11 papers
Community Detection and Improved Detectability in Multiplex Networks
Yuming Huang, Ashkan Panahi, Hamid Krim +1
We investigate the widely encountered problem of detecting communities in multiplex networks, such as social networks, with an unknown arbitrary heterogeneous structure. To improve…
Analysis Dictionary Learning: An Efficient and Discriminative Solution
Wen Tang, Ashkan Panahi, Hamid Krim +1
Discriminative Dictionary Learning (DL) methods have been widely advocated for image classification problems. To further sharpen their discriminative capabilities, most state-of-th…
Cross-Modality Distillation: A case for Conditional Generative Adversarial Networks
Siddharth Roheda, Benjamin S. Riggan, Hamid Krim +1
In this paper, we propose to use a Conditional Generative Adversarial Network (CGAN) for distilling (i.e. transferring) knowledge from sensor data and enhancing low-resolution targ…
Analysis Dictionary Learning based Classification: Structure for Robustness
Wen Tang, Ashkan Panahi, Hamid Krim +1
A discriminative structured analysis dictionary is proposed for the classification task. A structure of the union of subspaces (UoS) is integrated into the conventional analysis di…
Structured Analysis Dictionary Learning for Image Classification
Wen Tang, Ashkan Panahi, Hamid Krim +1
We propose a computationally efficient and high-performance classification algorithm by incorporating class structural information in analysis dictionary learning. To achieve more…
Demystifying Deep Learning: A Geometric Approach to Iterative Projections
Ashkan Panahi, Hamid Krim, Liyi Dai
Parametric approaches to Learning, such as deep learning (DL), are highly popular in nonlinear regression, in spite of their extremely difficult training with their increasing comp…