Fatemeh Sheikholeslami- Publications

2019 - Preprints
F. Sheikholeslami, S. Jain, and G. B. Giannakis, Randomized defenses against adversarial images in convolutional neural networks, IEEE Intl. Conf. on Acoustics, Speech, and Signal Processing (ICASSP), Brighton, UK, May 2019.
F. Sheikholeslami, S. Jain, and G. B. Giannakis, Minimum uncertainty based detection of adversaries in deep neural networks, submitted to IEEE Trans. on Pattern Analysis and Machine Intelligence.
A. Sadeghi, F. Sheikholeslami, and G. B. Giannakis, Reinforcement learning for adaptive caching with dynamic storage pricing, submitted to IEEE Journal on Selected Areas in Communications.
2018
A. Sadeghi, F. Sheikholeslami, G. B. Giannakis, Optimal and scalable caching for 5G using reinforcement learning of space-time popularities, IEEE Journal on Special Topics in Signal Processing, vol. 12, no. 1, pp. 180-190, February 2018.
F. Sheikholeslami, and G. B. Giannakis, Identification of overlapping communities via constrained egonet tensor decomposition, IEEE Transactions on Signal Processing, vol. 66, no. 21, pp. 5730-5745, November 2018.
F. Sheikholeslami, D. K. Berberidis, and G. B. Giannakis, Large-scale kernel-based feature extraction via budgeted nonlinear subspace tracking, IEEE Transactions on Signal Processing, vol. 66, no. 8, pp. 1967-1981, April 2018.
A. Sadeghi, F. Sheikholeslami, A. Marques, and G. B. Giannakis, Reinforcement learning for 5G caching with dynamic costs, Proc. of IEEE Intl. Conf. on Acoustics, Speech, and Signal Processing (ICASSP), Calgary, CA, April 2018.
A. Sadeghi, F. Sheikholeslami, and G. B. Giannakis, Dynamic Proactive Caching via Reinforcement Learning, IEEE Proc. of SPAWC, Greece, July, 2018.
2017
F. Sheikholeslami, and G. B. Giannakis, Overlapping community detection via constrained PARAFAC: A divide and conquer approach, IEEE Intl. Conf. on Data Mining (ICDM), New Orleans, USA, 2017 (Regular paper- Acceptance rate: 9.25\%).
F. Sheikholeslami, and G. B. Giannakis, Scalable Kernel-based Learning via Low-rank Approximation of Lifted Data, Proc. of Allerton Conf. on Comm., Control, and Computing, Urbana, IL, Oct. 4-6, 2017.
F. Sheikholeslami, D. K. Berberidis, and G. B. Giannakis, Memory efficient low-rank non-linear subspace tracking, Proc. of CAMSAP Conf., Curacao, Dutch Antilles, Dec. 10-13, 2017.
F. Sheikholeslami, and G. B. Giannakis, Soft Unveiling of Communities via Egonet Tensors, Proc. of Asilomar Conf., Pacific Grove, CA, Oct. 29 - Nov. 1, 2017.
2016
F. Sheikholeslami, B. Baingana, and G. B. Giannakis and N. D. Sidiropoulos, Egonet tensor decomposition for community identification, Proc. of Globalsip, Washington, DC, Dec. 7-9, 2016.
2015
F. Sheikholeslami, D. K. Berberidis, and G. B. Giannakis, Kernel-based Low-rank Feature Extraction on a Budget for Big Data Streams, Proc. of Globalsip Conf., Orlando, FL, Dec., 2015.
F. Sheikholeslami, and G. B. Giannakis, Online Subspace Learning and Nonlinear Classification of Big Data with Misses, Proc. of Conf. on Info. Sciences and Systems, Johns Hopkins Univ., Baltimore, MD, March 18-20, 2015.
F. Sheikholeslami, M. Nasiri-Kenari and F. Ashtiani, Joint optimization of probabilistic initial and target channel selection for handoff in Cognitive radio networks, IEEE Transaction on Wireless Communications, vol. 14, no. 1, 2015.
Older publications
F. Sheikholeslami, M. Mardani, and G. B. Giannakis, Classification of Streaming Big Data with Misses, Proc. of Asilomar Conf. on Signals, Systems, and Computers, CA, Nov. 2014.
H. Shokri Ghadikolaei, F. Sheikholeslami, M. Nasiri-Kenari, Distributed multiuser sequential channel sensing schemes in multichannel cognitive radio networks, IEEE Transactions on Wireless Communications, vol. 12, no. 5, 2013.
Updated: March, 2019