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.
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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.
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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.
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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.
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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.
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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.
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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.
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A. Sadeghi, F. Sheikholeslami, and G. B. Giannakis, Dynamic Proactive Caching via Reinforcement Learning, IEEE Proc. of SPAWC, Greece, July, 2018.
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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\%).
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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