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2020

Joneidi, Mohsen; Vahidian, Saeed; Esmaeili, Ashkan; Wang, Wijia; Rahnavard, Nazanin; Lin, Bill; Shah, Mubarak

Select to Better Learn: Fast and Accurate Deep Learning using Data Selection from Nonlinear Manifolds Conference

IEEE Conference on Computer Vision and Pattern Recognition (CVPR '20) 2020.

Links | BibTeX | Tags: Active Learning, Data Selection, Deep Learning, Few Shot Learning, Generative Adversarial Networks, Graph Summarization, Openset Detection, REM, Representative Selection

Zaeemzadeh, Alireza; Rahnavard, Nazanin; Shah, Mubarak

Norm-Preservation: Why Residual Networks Can Become Extremely Deep? Journal Article

In: IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 2020.

Links | BibTeX | Tags: Deep Learning, Deep Learning Theory, REM

Joneidi, Mohsen; Alkhouri, Ismail; Hejazikookamari, Farzam; Rahnavard, Nazanin

Large-Scale Spectrum Occupancy Learning via Tensor Decomposition and LSTM Networks Conference

IEEE 2020 International RADAR Conference 2020.

Links | BibTeX | Tags: Cognitive Radio Networks, Deep Learning, REM, Spectrum Sensing, Tensor Analysis, Wireless Communication, Wireless Networks

Marzieh, Edraki; Rahnavard, Nazanin; Shah, Mubarak

Subspace Capsule Network Conference

AAAI Conference on Artificial Intelligence 2020.

Links | BibTeX | Tags: Deep Learning, Generative Adversarial Networks, Image Classification, Image Generation

2019

Taheri Sadr, Mojtaba; Joneidi, Mohsen; Rahnavard, Nazanin

EEG Signal Dimensionality Reduction and Classification using Tensor Decomposition and Deep Convolutional Neural Networks Conference

IEEE 29th International Workshop on Machine learning for Signal Processing (MLSP), 2019.

Links | BibTeX | Tags: Classification, Deep Learning, EEG Signal, REM, Tensor Analysis

Karim, Md Nazmul; Zaeemzadeh, Alireza; Rahnavard, Nazanin

RL-NCS: Learning Based Data-driven Approach for Online Non-uniform Compressive Sensing Conference

IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP), PA, 2019.

Links | BibTeX | Tags: CCSS, Compressive Sensing, Compressive Sensing Application, Deep Learning, LSTM, Reinforcement Learning, REM

Zaeemzadeh, Alireza; Joneidi, Mohsen; Rahnavard, Nazanin; Shah, Mubarak

Iterative Projection and Matching: Finding Structure-preserving Representatives and Its Application to Computer Vision Conference

IEEE Conference on Computer Vision and Pattern Recognition (CVPR '19), Long Beach, CA, 2019.

Links | BibTeX | Tags: Active Learning, Data Selection, Deep Learning, Generative Adversarial Networks, REM, Representative Selection, Video Summarization