Makan Fardad

Publication Activity (10 Years)

Years Active: 2001-2022
Publications (10 Years): 36

Top Topics

Social Networks

Optimization Methods

Measurement Noise

Top Venues

IEEE Trans. Signal Process.

Publications

Jiayu Li, Tianyun Zhang, Hao Tian, Shengmin Jin, Makan Fardad, Reza Zafarani
Graph sparsification with graph convolutional networks. Int. J. Data Sci. Anal. 13 (1) (2022)
Jiayu Li, Tianyun Zhang, Shengmin Jin, Makan Fardad, Reza Zafarani
AdverSparse: An Adversarial Attack Framework for Deep Spatial-Temporal Graph Neural Networks. ICASSP (2022)
Baocheng Geng, Chen Quan, Tianyun Zhang, Makan Fardad, Pramod K. Varshney
Loss Attitude Aware Energy Management for Signal Detection. IEEECONF (2022)
Tianyun Zhang, Shaokai Ye, Xiaoyu Feng, Xiaolong Ma, Kaiqi Zhang, Zhengang Li, Jian Tang, Sijia Liu, Xue Lin, Yongpan Liu, Makan Fardad, Yanzhi Wang
StructADMM: Achieving Ultrahigh Efficiency in Structured Pruning for DNNs. IEEE Trans. Neural Networks Learn. Syst. 33 (5) (2022)
Minghai Qin, Tianyun Zhang, Fei Sun, Yen-Kuang Chen, Makan Fardad, Yanzhi Wang, Yuan Xie
Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting. ICTAI (2022)
Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li
Adversarial Attack Generation Empowered by Min-Max Optimization. NeurIPS (2021)
Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Caiwen Ding, Makan Fardad, Yanzhi Wang
A Unified DNN Weight Pruning Framework Using Reweighted Optimization Methods. DAC (2021)
Minghai Qin, Tianyun Zhang, Fei Sun, Yen-Kuang Chen, Makan Fardad, Yanzhi Wang, Yuan Xie
Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting. CoRR (2021)
Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Minghai Qin, Fei Sun, Yen-Kuang Chen, Caiwen Ding, Makan Fardad, Yanzhi Wang
A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods. CoRR (2020)
Tianyun Zhang, Makan Fardad
On the Optimal Interdiction of Transportation Networks. ACC (2020)
Jiayu Li, Tianyun Zhang, Hao Tian, Shengmin Jin, Makan Fardad, Reza Zafarani
SGCN: A Graph Sparsifier Based on Graph Convolutional Networks. PAKDD (1) (2020)
Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li
Beyond Adversarial Training: Min-Max Optimization in Adversarial Attack and Defense. CoRR (2019)
Shaokai Ye, Xiaoyu Feng, Tianyun Zhang, Xiaolong Ma, Sheng Lin, Zhengang Li, Kaidi Xu, Wujie Wen, Sijia Liu, Jian Tang, Makan Fardad, Xue Lin, Yongpan Liu, Yanzhi Wang
Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM. CoRR (2019)
Tianyun Zhang, Sijia Liu, Yanzhi Wang, Makan Fardad
Generation of Low Distortion Adversarial Attacks via Convex Programming. ICDM (2019)
Shaokai Ye, Tianyun Zhang, Kaiqi Zhang, Jiayu Li, Kaidi Xu, Yunfei Yang, Fuxun Yu, Jian Tang, Makan Fardad, Sijia Liu, Xiang Chen, Xue Lin, Yanzhi Wang
Progressive Weight Pruning of Deep Neural Networks using ADMM. CoRR (2018)
Tianyun Zhang, Shaokai Ye, Yipeng Zhang, Yanzhi Wang, Makan Fardad
Systematic Weight Pruning of DNNs using Alternating Direction Method of Multipliers. CoRR (2018)
Pu Zhao, Kaidi Xu, Tianyun Zhang, Makan Fardad, Yanzhi Wang, Xue Lin
Reinforced Adversarial Attacks on Deep Neural Networks Using ADMM. GlobalSIP (2018)
Griffin Kearney, Makan Fardad
On the Induction of Cascading Failures in Transportation Networks. CDC (2018)
Tianyun Zhang, Shaokai Ye, Yipeng Zhang, Yanzhi Wang, Makan Fardad
Systematic Weight Pruning of DNNs using Alternating Direction Method of Multipliers. ICLR (Workshop) (2018)
Tianyun Zhang, Shaokai Ye, Kaiqi Zhang, Jian Tang, Wujie Wen, Makan Fardad, Yanzhi Wang
A Systematic DNN Weight Pruning Framework Using Alternating Direction Method of Multipliers. ECCV (8) (2018)
Tianyun Zhang, Kaiqi Zhang, Shaokai Ye, Jiayu Li, Jian Tang, Wujie Wen, Xue Lin, Makan Fardad, Yanzhi Wang
ADAM-ADMM: A Unified, Systematic Framework of Structured Weight Pruning for DNNs. CoRR (2018)
Tianyun Zhang, Shaokai Ye, Kaiqi Zhang, Jian Tang, Wujie Wen, Makan Fardad, Yanzhi Wang
A Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers. CoRR (2018)
Makan Fardad
On Optimality of Sparse Long-Range Links in Circulant Consensus Networks. IEEE Trans. Autom. Control. 62 (8) (2017)
Sijia Liu, Yanzhi Wang, Makan Fardad, Pramod K. Varshney
A Memristor-Based Optimization Framework for AI Applications. CoRR (2017)
Makan Fardad, Griffin Kearney
On a linear programming approach to the optimal seeding of cascading failures. CDC (2017)
Griffin Kearney, Makan Fardad
On a framework for analysis and design of cascades on Boolean networks. CDC (2016)
Sijia Liu, Sundeep Prabhakar Chepuri, Makan Fardad, Engin Masazade, Geert Leus, Pramod K. Varshney
Sensor Selection for Estimation with Correlated Measurement Noise. IEEE Trans. Signal Process. 64 (13) (2016)
Sijia Liu, Yanzhi Wang, Makan Fardad, Pramod K. Varshney
Optimal energy allocation and storage control for distributed estimation with sensor collaboration. CISS (2016)
Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney
Optimized Sensor Collaboration for Estimation of Temporally Correlated Parameters. IEEE Trans. Signal Process. 64 (24) (2016)
Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney
Optimized Sensor Collaboration for Estimation of Temporally Correlated Parameters. CoRR (2016)
Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney
On optimal sensor collaboration for distributed estimation with individual power constraints. ACSSC (2015)
Makan Fardad
On consensus-based community detection. CDC (2015)
Sijia Liu, Engin Masazade, Makan Fardad, Pramod K. Varshney
Sensor selection with correlated measurements for target tracking in wireless sensor networks. ICASSP (2015)
Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney
Sparsity-Aware Sensor Collaboration for Linear Coherent Estimation. IEEE Trans. Signal Process. 63 (10) (2015)
Sijia Liu, Feishe Chen, Aditya Vempaty, Makan Fardad, Lixin Shen, Pramod K. Varshney
Sparsity-promoting sensor management for estimation: An energy balance point of view. FUSION (2015)
Makan Fardad
On the optimality of sparse long-range links in circulant consensus networks. ACC (2015)
Makan Fardad, Xi Zhang, Fu Lin, Mihailo R. Jovanovic
On the properties of optimal weak links in consensus networks. CDC (2014)
Sijia Liu, Makan Fardad, Swarnendu Kar, Pramod K. Varshney
On optimal sensor collaboration topologies for linear coherent estimation. ISIT (2014)
Sijia Liu, Engin Masazade, Makan Fardad, Pramod K. Varshney
Sparsity-aware field estimation via ordinary Kriging. ICASSP (2014)
Makan Fardad, Amit Diwadkar, Umesh Vaidya
On optimal link removals for controllability degradation in dynamical networks. CDC (2014)
Sai Pushpak, Amit Diwadkar, Makan Fardad, Umesh Vaidya
Vulnerability analysis of large-scale dynamical networks to coordinated attacks. AuCC (2014)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Algorithms for Leader Selection in Stochastically Forced Consensus Networks. IEEE Trans. Autom. Control. 59 (7) (2014)
Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney
Sparsity-Aware Sensor Collaboration for Linear Coherent Estimation. CoRR (2014)
Sijia Liu, Aditya Vempaty, Makan Fardad, Engin Masazade, Pramod K. Varshney
Energy-Aware Sensor Selection in Field Reconstruction. IEEE Signal Process. Lett. 21 (12) (2014)
Sijia Liu, Makan Fardad, Pramod K. Varshney, Engin Masazade
Optimal Periodic Sensor Scheduling in Networks of Dynamical Systems. IEEE Trans. Signal Process. 62 (12) (2014)
Makan Fardad, Fu Lin, Mihailo R. Jovanovic
Design of Optimal Sparse Interconnection Graphs for Synchronization of Oscillator Networks. IEEE Trans. Autom. Control. 59 (9) (2014)
Makan Fardad, Fu Lin, Mihailo R. Jovanovic
On optimal link creation for facilitation of consensus in social networks. ACC (2014)
Makan Fardad, Mihailo R. Jovanovic
On the design of optimal structured and sparse feedback gains via sequential convex programming. ACC (2014)
Sijia Liu, Makan Fardad, Engin Masazade, Pramod K. Varshney
Optimal Periodic Sensor Scheduling in Large-Scale Dynamical Networks CoRR (2013)
Makan Fardad, Fu Lin, Xi Zhang, Mihailo R. Jovanovic
On new characterizations of social influence in social networks. ACC (2013)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Algorithms for leader selection in stochastically forced consensus networks CoRR (2013)
Umesh Vaidya, Makan Fardad
On optimal sensor placement for mitigation of vulnerabilities to cyber attacks in large-scale networks. ECC (2013)
Sijia Liu, Makan Fardad, Engin Masazade, Pramod K. Varshney
On optimal periodic sensor scheduling for field estimation in wireless sensor networks. GlobalSIP (2013)
Makan Fardad, Fu Lin, Mihailo R. Jovanovic
Design of optimal sparse interconnection graphs for synchronization of oscillator networks CoRR (2013)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Design of Optimal Sparse Feedback Gains via the Alternating Direction Method of Multipliers. IEEE Trans. Autom. Control. 58 (9) (2013)
Makan Fardad, Fu Lin, Mihailo R. Jovanovic
On the optimal synchronization of oscillator networks via sparse interconnection graphs. ACC (2012)
Makan Fardad, Xi Zhang, Fu Lin, Mihailo R. Jovanovic
On the optimal dissemination of information in social networks. CDC (2012)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Sparse feedback synthesis via the alternating direction method of multipliers. ACC (2012)
Engin Masazade, Makan Fardad, Pramod K. Varshney
Sparsity-Promoting Extended Kalman Filtering for Target Tracking in Wireless Sensor Networks. IEEE Signal Process. Lett. 19 (12) (2012)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Identification of sparse communication graphs in consensus networks. Allerton Conference (2012)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Optimal Control of Vehicular Formations With Nearest Neighbor Interactions. IEEE Trans. Autom. Control. 57 (9) (2012)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Performance of leader-follower networks in directed trees and lattices. CDC (2012)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Algorithms for leader selection in large dynamical networks: Noise-corrupted leaders. CDC/ECC (2011)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Augmented Lagrangian Approach to Design of Structured Optimal State Feedback Gains. IEEE Trans. Autom. Control. 56 (12) (2011)
Makan Fardad, Fu Lin, Mihailo R. Jovanovic
Sparsity-promoting optimal control for a class of distributed systems. ACC (2011)
Makan Fardad, Fu Lin, Mihailo R. Jovanovic
Algorithms for leader selection in large dynamical networks: Noise-free leaders. CDC/ECC (2011)
Makan Fardad, Mihailo R. Jovanovic
Design of optimal controllers for spatially invariant systems with finite communication speed. Autom. 47 (5) (2011)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Design of Optimal Sparse Feedback Gains via the Alternating Direction Method of Multipliers CoRR (2011)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Optimal Control of Vehicular Formations with Nearest Neighbor Interactions CoRR (2011)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
On the optimal localized feedback design for vehicular platoons. ACC (2010)
Makan Fardad, Fu Lin, Mihailo R. Jovanovic
On the dual decomposition of linear quadratic optimal control problems for vehicular formations. CDC (2010)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
On the optimal localized feedback design for multi-vehicle systems. CDC (2010)
Makan Fardad, Mihailo R. Jovanovic, Murti V. Salapaka
Damping mechanisms in dynamic mode atomic force microscopy applications. ACC (2009)
Makan Fardad, Bassam Bamieh
A Necessary and Sufficient Frequency Domain Criterion for the Passivity of SISO Sampled-Data Systems. IEEE Trans. Autom. Control. 54 (3) (2009)
Makan Fardad, Fu Lin, Mihailo R. Jovanovic
On the optimal design of structured feedback gains for interconnected systems. CDC (2009)
Makan Fardad
The operator algebra of almost Toeplitz matrices and the optimal control of large-scale systems. ACC (2009)
Fu Lin, Makan Fardad, Mihailo R. Jovanovic
Synthesis of H2 optimal static structured controllers: Primal and dual formulations. Allerton (2009)
Makan Fardad, Bassam Bamieh
Perturbation Methods in Stability and Norm Analysis of Spatially Periodic Systems. SIAM J. Control. Optim. 47 (2) (2008)
Makan Fardad, Mihailo R. Jovanovic, Bassam Bamieh
Frequency Analysis and Norms of Distributed Spatially Periodic Systems. IEEE Trans. Autom. Control. 53 (10) (2008)
Mihailo R. Jovanovic, Makan Fardad
norm of linear time-periodic systems: A perturbation analysis. Autom. 44 (8) (2008)
Makan Fardad, Bassam Bamieh
An Extension of the Argument Principle and Nyquist Criterion to a Class of Systems With Unbounded Generators. IEEE Trans. Autom. Control. 53 (1) (2008)
Makan Fardad, Mihailo R. Jovanovic
On the state-space design of optimal controllers for distributed systems with finite communication speed. CDC (2008)
Rashad Moarref, Makan Fardad, Mihailo R. Jovanovic
Perturbation analysis of eigenvalues of a class of self-adjoint operators. ACC (2008)
Rajeev Rajaram, Umesh Vaidya, Makan Fardad
Connection between almost everywhere stability of an ODE and advection PDE. CDC (2007)
Makan Fardad, Bassam Bamieh
On Stability and the Spectrum Determined Growth Condition for Spatially Periodic Systems. CDC (2006)
Makan Fardad, Bassam Bamieh
The Nyquist Stability Criterion For A Class Of Spatially Periodic Systems. CDC/ECC (2005)
Makan Fardad, Bassam Bamieh
analysis of spatially periodic systems. ACC (2005)
Makan Fardad, Bassam Bamieh
A perturbation analysis of parametric resonance and periodic control in spatially distributed systems. CDC (2004)
Makan Fardad, Bassam Bamieh
A frequency domain analysis and synthesis of the passivity of sampled-data systems. CDC (2004)
Bassam Bamieh, Igor Mezic, Makan Fardad
A framework for destabilization of dynamical systems and mixing enhancement. CDC (2001)