Publications

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Accepted/Published

Efficient Training of Deep Classifiers for Wireless Source Identification using Test SNR Estimates
Xingchen Wang, Shengtai Ju, Xiwen Zhang, Sharan Ramjee, Aly El Gamal.
IEEE Wireless Communication Letters (WCL) Apr. 2020.

Deep Learning for Interference Identification: Band, Training SNR, and Sample Selection
Xiwen Zhang, Tolunay Zeyfi, Shengtai Ju, Sharan Ramjee, Aly El Gamal, Yonina C. Eldar.
IEEE Signal Processing Advances in Wireless Communications (SPAWC) Jul. 2019.

Fast Deep Learning for Automatic Modulation Classification
Sharan Ramjee, Shengtai Ju, Diyu Yang, Xiaoyu Liu, Aly El Gamal, Yonina C. Eldar.
IEEE Machine Learning for Communications Emerging Technologies Initiatives (MLCETI), Jan. 2019.

Under Review

Ensemble Wrapper Subsampling for Deep Modulation Classification
Sharan Ramjee, Shengtai Ju, Diyu Yang, Xiaoyu Liu, Aly El Gamal, Yonina C. Eldar.
Submitted to IEEE Transactions on Cognitive Communications and Networking (TCCN) May. 2020.

Efficient Wrapper Feature Selection using Autoencoder and Model Based Elimination
Sharan Ramjee, Aly El Gamal.
Submitted to IEEE Signal Processing Letters (XPL) Jan. 2020.