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Publications

 

Journal Papers (Submitted / Accepted):

 
[J6] Online Learning for Multi-Modal Data Fusion with Application to Object Recognition
Shahin Shahrampour, Mohammad Noshad, Jie Ding, Vahid Tarokh 
IEEE Transactions on Circuits and Systems II: Express Briefs (TCAS-II), In press.
 
[J5] Analysis of Multi-State Autoregressive Models [pdf]
Jie Ding, Shahin Shahrampour, Kathryn Heal, Vahid Tarokh 
IEEE Transactions on Signal Processing (TSP), May 2018.
 
[J4] Distributed Online Optimization in Dynamic Environments Using Mirror Descent [pdf]
Shahin Shahrampour, Ali Jadbabaie.
IEEE Transactions on Automatic Control (TAC), March 2018.
 
[J3] On Sequential Elimination Algorithms for Best-Arm Identification in Multi-Armed Bandits [pdf]
Shahin Shahrampour, Mohammad Noshad, Vahid Tarokh.
IEEE Transactions on Signal Processing (TSP), August 2017.
 
[J2] Distributed Detection: Finite-time Analysis and Impact of Network Topology [pdf]
Shahin Shahrampour, Alexander Rakhlin, Ali Jadbabaie.
IEEE Transactions on Automatic Control (TAC), November 2016.
 
[J1] Topology Identification of Directed Dynamical Networks via Power Spectral Analysis [pdf]
Shahin Shahrampour, Victor M. Preciado.
IEEE Transactions on Automatic Control (TAC), August 2015.

 

Refereed Conference Papers:
 

[C16] Learning Bounds for Greedy Approximation with Multiple Explicit Feature Maps
Shahin Shahrampour, Vahid Tarokh.
Advances in Neural Information Processing Systems (NIPS), 2018.     [Acceptance Rate: 20.8%]
 
[C15] Supervised Learning Using Data-Dependent Random Features with Application to Seizure Detection
Shahin Shahrampour, Ahmad Beirami, Vahid Tarokh.
IEEE Conference on Decision and Control (CDC), 2018.    
 
[C14] On Data-Dependent Random Features for Improved Generalization in Supervised Learning [pdf] 
Shahin Shahrampour, Ahmad Beirami, Vahid Tarokh.
AAAI Conference on Artificial Intelligence (AAAI), 2018.     [Acceptance Rate: 24.5%]
 
[C13] On Optimal Generalizability in Parametric Learning [pdf][arXiv] 
Ahmad Beirami, Meisam Razaviayayn, Shahin Shahrampour, Vahid Tarokh.
Advances in Neural Information Processing Systems (NIPS), 2017.     [Acceptance Rate: 20.9%]
 
[C12] Nonlinear Sequential Accepts and Rejects for Identification of Top Arms in Stochastic Bandits [pdf]
Shahin Shahrampour, Vahid Tarokh.
Allerton Conference on Communication, Control, and Computing (Allerton), 2017.
 
[C11] An Online Optimization Approach for Multi-Agent Tracking of Dynamic Parameters in the Presence of Adversarial Noise [pdf]
Shahin Shahrampour, Ali Jadbabaie.
IEEE American Control Conference (ACC), 2017.
 
[C10] Multi-Armed Bandits in Multi-Agent Networks [pdf]
Shahin Shahrampour, Alexander Rakhlin, Ali Jadbabaie.
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017.
 
[C9] Online Optimization in Dynamic Environments: Improved Regret Rates for Strongly Convex Problems [pdf]
Aryan Mokhtari, Shahin Shahrampour, Ali Jadbabaie, Alejandro Ribeiro.
IEEE Conference on Decision and Control (CDC), 2016.
 
[C8] Distributed Estimation of Dynamic Parameters : Regret Analysis [pdf]
Shahin Shahrampour, Alexander Rakhlin, Ali Jadbabaie.
IEEE American Control Conference (ACC), 2016.
 
[C7] Online Optimization: Competing with Dynamic Comparators [pdf][arXiv]
Ali Jadbabaie, Alexander Rakhlin, Shahin Shahrampour, Karthik Sridharan.     [Alphabetical Order]
Artificial Intelligence and Statistics (AISTATS), 2015.     [Acceptance Rate: 26.7%]
 
[C6] Finite-time Analysis of the Distributed Detection Problem [pdf]
Shahin Shahrampour, Alexander Rakhlin, Ali Jadbabaie.
Allerton Conference on Communication, Control, and Computing (Allerton), 2015.
 
[C5] Learning Without Recall by Random Walks on Directed Graphs [pdf]
Mohammad Amin Rahimian, Shahin Shahrampour, Ali Jadbabaie.
IEEE Conference on Decision and Control (CDC), 2015.
 
[C4] Switching to Learn [pdf]
Shahin Shahrampour, Mohammad Amin Rahimian, Ali Jadbabaie.
IEEE American Control Conference (ACC), 2015.
 
[C3] Online Learning of Dynamic Parameters in Social Networks [pdf][arXiv]
Shahin Shahrampour, Alexander Rakhlin, Ali Jadbabaie.
Advances in Neural Information Processing Systems (NIPS), 2013.     [Acceptance Rate: 25.3%]
 
[C2] Exponentially Fast Parameter Estimation in Networks Using Distributed Dual Averaging [pdf]
Shahin Shahrampour, Ali Jadbabaie.
IEEE Conference on Decision and Control (CDC), 2013.
 
[C1] Reconstruction of Directed Networks from Consensus Dynamics [pdf]
Shahin Shahrampour, Victor M. Preciado.
IEEE American Control Conference (ACC), 2013.