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ORCIDMakan Fardad
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2020 – today
- 2022
[j20]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): 33-46 (2022)- [j19]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): 2259-2273 (2022) - [c54]Baocheng Geng, Chen Quan, Tianyun Zhang, Makan Fardad, Pramod K. Varshney:
Loss Attitude Aware Energy Management for Signal Detection. IEEECONF 2022: 824-828 - [c53]Jiayu Li, Tianyun Zhang, Shengmin Jin, Makan Fardad, Reza Zafarani:
AdverSparse: An Adversarial Attack Framework for Deep Spatial-Temporal Graph Neural Networks. ICASSP 2022: 5857-5861 - [c52]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: 555-562 - 2021
- [c51]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: 493-498 - [c50]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: 16020-16033 - [i16]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 abs/2112.10930 (2021) - 2020
- [c49]Tianyun Zhang, Makan Fardad:
On the Optimal Interdiction of Transportation Networks. ACC 2020: 4701-4706 - [c48]Jiayu Li, Tianyun Zhang, Hao Tian, Shengmin Jin, Makan Fardad, Reza Zafarani:
SGCN: A Graph Sparsifier Based on Graph Convolutional Networks. PAKDD (1) 2020: 275-287 - [i15]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 abs/2004.05531 (2020)
2010 – 2019
- 2019
- [c47]Tianyun Zhang, Sijia Liu, Yanzhi Wang, Makan Fardad:
Generation of Low Distortion Adversarial Attacks via Convex Programming. ICDM 2019: 1486-1491 - [i14]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 abs/1903.09769 (2019) - [i13]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 abs/1906.03563 (2019) - 2018
- [c46]Griffin Kearney, Makan Fardad:
On the Induction of Cascading Failures in Transportation Networks. CDC 2018: 1821-1826 - [c45]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: 191-207 - [c44]Pu Zhao, Kaidi Xu, Tianyun Zhang, Makan Fardad, Yanzhi Wang, Xue Lin:
Reinforced Adversarial Attacks on Deep Neural Networks Using ADMM. GlobalSIP 2018: 1169-1173 - [c43]Tianyun Zhang, Shaokai Ye, Yipeng Zhang, Yanzhi Wang, Makan Fardad:
Systematic Weight Pruning of DNNs using Alternating Direction Method of Multipliers. ICLR (Workshop) 2018 - [i12]Tianyun Zhang, Shaokai Ye, Yipeng Zhang, Yanzhi Wang, Makan Fardad:
Systematic Weight Pruning of DNNs using Alternating Direction Method of Multipliers. CoRR abs/1802.05747 (2018) - [i11]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 abs/1804.03294 (2018) - [i10]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 abs/1807.11091 (2018) - [i9]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 abs/1810.07378 (2018) - 2017
- [j18]Makan Fardad:
On Optimality of Sparse Long-Range Links in Circulant Consensus Networks. IEEE Trans. Autom. Control. 62(8): 4050-4057 (2017) - [c42]Makan Fardad, Griffin Kearney:
On a linear programming approach to the optimal seeding of cascading failures. CDC 2017: 102-107 - [i8]Sijia Liu, Yanzhi Wang, Makan Fardad, Pramod K. Varshney:
A Memristor-Based Optimization Framework for AI Applications. CoRR abs/1710.08882 (2017) - 2016
- [j17]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): 3509-3522 (2016) - [j16]Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney:
Optimized Sensor Collaboration for Estimation of Temporally Correlated Parameters. IEEE Trans. Signal Process. 64(24): 6613-6626 (2016) - [c41]Griffin Kearney, Makan Fardad:
On a framework for analysis and design of cascades on Boolean networks. CDC 2016: 997-1002 - [c40]Sijia Liu, Yanzhi Wang, Makan Fardad, Pramod K. Varshney:
Optimal energy allocation and storage control for distributed estimation with sensor collaboration. CISS 2016: 42-47 - [i7]Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney:
Optimized Sensor Collaboration for Estimation of Temporally Correlated Parameters. CoRR abs/1603.03448 (2016) - 2015
- [j15]Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney:
Sparsity-Aware Sensor Collaboration for Linear Coherent Estimation. IEEE Trans. Signal Process. 63(10): 2582-2596 (2015) - [c39]Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney:
On optimal sensor collaboration for distributed estimation with individual power constraints. ACSSC 2015: 571-575 - [c38]Makan Fardad:
On the optimality of sparse long-range links in circulant consensus networks. ACC 2015: 2075-2080 - [c37]Makan Fardad:
On consensus-based community detection. CDC 2015: 1577-1582 - [c36]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: 231-238 - [c35]Sijia Liu, Engin Masazade, Makan Fardad, Pramod K. Varshney:
Sensor selection with correlated measurements for target tracking in wireless sensor networks. ICASSP 2015: 4030-4034 - 2014
- [j14]Sijia Liu, Aditya Vempaty, Makan Fardad, Engin Masazade, Pramod K. Varshney:
Energy-Aware Sensor Selection in Field Reconstruction. IEEE Signal Process. Lett. 21(12): 1476-1480 (2014) - [j13]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Algorithms for Leader Selection in Stochastically Forced Consensus Networks. IEEE Trans. Autom. Control. 59(7): 1789-1802 (2014) - [j12]Makan Fardad, Fu Lin, Mihailo R. Jovanovic:
Design of Optimal Sparse Interconnection Graphs for Synchronization of Oscillator Networks. IEEE Trans. Autom. Control. 59(9): 2457-2462 (2014) - [j11]Sijia Liu, Makan Fardad, Pramod K. Varshney, Engin Masazade:
Optimal Periodic Sensor Scheduling in Networks of Dynamical Systems. IEEE Trans. Signal Process. 62(12): 3055-3068 (2014) - [c34]Makan Fardad, Mihailo R. Jovanovic:
On the design of optimal structured and sparse feedback gains via sequential convex programming. ACC 2014: 2426-2431 - [c33]Makan Fardad, Fu Lin, Mihailo R. Jovanovic:
On optimal link creation for facilitation of consensus in social networks. ACC 2014: 3790-3795 - [c32]Sai Pushpak, Amit Diwadkar, Makan Fardad, Umesh Vaidya:
Vulnerability analysis of large-scale dynamical networks to coordinated attacks. AuCC 2014: 89-94 - [c31]Makan Fardad, Amit Diwadkar, Umesh Vaidya:
On optimal link removals for controllability degradation in dynamical networks. CDC 2014: 499-504 - [c30]Makan Fardad, Xi Zhang, Fu Lin, Mihailo R. Jovanovic:
On the properties of optimal weak links in consensus networks. CDC 2014: 2124-2129 - [c29]Sijia Liu, Engin Masazade, Makan Fardad, Pramod K. Varshney:
Sparsity-aware field estimation via ordinary Kriging. ICASSP 2014: 3948-3952 - [c28]Sijia Liu, Makan Fardad, Swarnendu Kar, Pramod K. Varshney:
On optimal sensor collaboration topologies for linear coherent estimation. ISIT 2014: 2624-2628 - [i6]Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney:
Sparsity-Aware Sensor Collaboration for Linear Coherent Estimation. CoRR abs/1408.6566 (2014) - 2013
- [j10]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): 2426-2431 (2013) - [c27]Makan Fardad, Fu Lin, Xi Zhang, Mihailo R. Jovanovic:
On new characterizations of social influence in social networks. ACC 2013: 4777-4782 - [c26]Umesh Vaidya, Makan Fardad:
On optimal sensor placement for mitigation of vulnerabilities to cyber attacks in large-scale networks. ECC 2013: 3548-3553 - [c25]Sijia Liu, Makan Fardad, Engin Masazade, Pramod K. Varshney:
On optimal periodic sensor scheduling for field estimation in wireless sensor networks. GlobalSIP 2013: 137-140 - [i5]Makan Fardad, Fu Lin, Mihailo R. Jovanovic:
Design of optimal sparse interconnection graphs for synchronization of oscillator networks. CoRR abs/1302.0449 (2013) - [i4]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Algorithms for leader selection in stochastically forced consensus networks. CoRR abs/1302.0450 (2013) - [i3]Sijia Liu, Makan Fardad, Engin Masazade, Pramod K. Varshney:
Optimal Periodic Sensor Scheduling in Large-Scale Dynamical Networks. CoRR abs/1305.5601 (2013) - 2012
- [j9]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): 845-848 (2012) - [j8]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Optimal Control of Vehicular Formations With Nearest Neighbor Interactions. IEEE Trans. Autom. Control. 57(9): 2203-2218 (2012) - [c24]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Identification of sparse communication graphs in consensus networks. Allerton Conference 2012: 85-89 - [c23]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Sparse feedback synthesis via the alternating direction method of multipliers. ACC 2012: 4765-4770 - [c22]Makan Fardad, Fu Lin, Mihailo R. Jovanovic:
On the optimal synchronization of oscillator networks via sparse interconnection graphs. ACC 2012: 4777-4782 - [c21]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Performance of leader-follower networks in directed trees and lattices. CDC 2012: 734-739 - [c20]Makan Fardad, Xi Zhang, Fu Lin, Mihailo R. Jovanovic:
On the optimal dissemination of information in social networks. CDC 2012: 2539-2544 - 2011
- [j7]Makan Fardad, Mihailo R. Jovanovic:
Design of optimal controllers for spatially invariant systems with finite communication speed. Autom. 47(5): 880-889 (2011) - [j6]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Augmented Lagrangian Approach to Design of Structured Optimal State Feedback Gains. IEEE Trans. Autom. Control. 56(12): 2923-2929 (2011) - [c19]Makan Fardad, Fu Lin, Mihailo R. Jovanovic:
Sparsity-promoting optimal control for a class of distributed systems. ACC 2011: 2050-2055 - [c18]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Algorithms for leader selection in large dynamical networks: Noise-corrupted leaders. CDC/ECC 2011: 2932-2937 - [c17]Makan Fardad, Fu Lin, Mihailo R. Jovanovic:
Algorithms for leader selection in large dynamical networks: Noise-free leaders. CDC/ECC 2011: 7188-7193 - [i2]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Design of Optimal Sparse Feedback Gains via the Alternating Direction Method of Multipliers. CoRR abs/1111.6188 (2011) - [i1]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Optimal Control of Vehicular Formations with Nearest Neighbor Interactions. CoRR abs/1112.4113 (2011) - 2010
- [c16]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
On the optimal localized feedback design for vehicular platoons. ACC 2010: 4622-4627 - [c15]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
On the optimal localized feedback design for multi-vehicle systems. CDC 2010: 5744-5749 - [c14]Makan Fardad, Fu Lin, Mihailo R. Jovanovic:
On the dual decomposition of linear quadratic optimal control problems for vehicular formations. CDC 2010: 6287-6292
2000 – 2009
- 2009
- [j5]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): 611-614 (2009) - [c13]Fu Lin, Makan Fardad, Mihailo R. Jovanovic:
Synthesis of H2 optimal static structured controllers: Primal and dual formulations. Allerton 2009: 340-346 - [c12]Makan Fardad:
The operator algebra of almost Toeplitz matrices and the optimal control of large-scale systems. ACC 2009: 854-859 - [c11]Makan Fardad, Mihailo R. Jovanovic, Murti V. Salapaka:
Damping mechanisms in dynamic mode atomic force microscopy applications. ACC 2009: 2272-2277 - [c10]Makan Fardad, Fu Lin, Mihailo R. Jovanovic:
On the optimal design of structured feedback gains for interconnected systems. CDC 2009: 978-983 - 2008
- [j4]Mihailo R. Jovanovic, Makan Fardad:
I norm of linear time-periodic systems: A perturbation analysis. Autom. 44(8): 2090-2098 (2008) - [j3]Makan Fardad, Bassam Bamieh:
Perturbation Methods in Stability and Norm Analysis of Spatially Periodic Systems. SIAM J. Control. Optim. 47(2): 997-1021 (2008) - [j2]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): 379-384 (2008) - [j1]Makan Fardad, Mihailo R. Jovanovic, Bassam Bamieh:
Frequency Analysis and Norms of Distributed Spatially Periodic Systems. IEEE Trans. Autom. Control. 53(10): 2266-2279 (2008) - [c9]Rashad Moarref, Makan Fardad, Mihailo R. Jovanovic:
Perturbation analysis of eigenvalues of a class of self-adjoint operators. ACC 2008: 955-960 - [c8]Makan Fardad, Mihailo R. Jovanovic:
On the state-space design of optimal controllers for distributed systems with finite communication speed. CDC 2008: 5488-5493 - 2007
- [c7]Rajeev Rajaram, Umesh Vaidya, Makan Fardad:
Connection between almost everywhere stability of an ODE and advection PDE. CDC 2007: 5880-5885 - 2006
- [c6]Makan Fardad, Bassam Bamieh:
On Stability and the Spectrum Determined Growth Condition for Spatially Periodic Systems. CDC 2006: 3956-3961 - 2005
- [c5]Makan Fardad, Bassam Bamieh:
A perturbation approach to the H2 analysis of spatially periodic systems. ACC 2005: 4838-4843 - [c4]Makan Fardad, Bassam Bamieh:
The Nyquist Stability Criterion For A Class Of Spatially Periodic Systems. CDC/ECC 2005: 5275-5280 - 2004
- [c3]Makan Fardad, Bassam Bamieh:
A frequency domain analysis and synthesis of the passivity of sampled-data systems. CDC 2004: 2358-2363 - [c2]Makan Fardad, Bassam Bamieh:
A perturbation analysis of parametric resonance and periodic control in spatially distributed systems. CDC 2004: 3786-3791 - 2001
- [c1]Bassam Bamieh, Igor Mezic, Makan Fardad:
A framework for destabilization of dynamical systems and mixing enhancement. CDC 2001: 4980-4983
Coauthor Index
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