Makan fardad.

Abstract. The worst-case training principle that minimizes the maximal adversarial loss, also known as adversarial training (AT), has shown to be a state-of-the-art approach for enhancing adversarial robustness. Nevertheless, min-max optimization beyond the purpose of AT has not been rigorously explored in the adversarial context.Makan Fardad Pron.: Maa-'kaan Far-'dad Associate Professor Electrical Engineering & Computer Science : EECS | ECS | SU: Makan Fardad Home CV : Research …M. Fardad and B. Bamieh. An Extension of the Argument Principle and Nyquist Criterion to a Class of Systems with Unbounded Generators. IEEE Transactions on Automatic Control, 53(1):379-384, 2008. Keyword(s): Distributed and PDE Systems Theory. Makan Fardad and Bassam Bamieh.Jian Tang 1, Makan Fardad , Sijia Liu4, Xiang Chen3, Xue Lin2 & Yanzhi Wang2 1. Syracuse University, USA fsye106,tzhan120,kzhang17,jli221,jtang02,[email protected] 2. Northeastern University, USA 3. George Mason University, USA 4. MIT-IBM Watson AI Lab, IBM Research Equal Contribution ABSTRACTMakan Fardad (Principal Investigator) [email protected]; Recipient Sponsored Research Office: Syracuse University 900 S CROUSE AVE SYRACUSE NY US 13244-4407 (315)443-2807: Sponsor Congressional District: 22: Primary Place of Performance: Syracuse University Syracuse NY US 13244-1200: Primary Place of Performance Congressional District: 22: Unique ...

Please cite our work using the BibTeX below. @misc{wang2021adversarial, title={Adversarial Attack Generation Empowered by Min-Max Optimization}, author={Jingkang Wang and Tianyun Zhang and Sijia Liu and Pin-Yu Chen and Jiacen Xu and Makan Fardad and Bo Li}, year={2021}, eprint={1906.03563}, archivePrefix={arXiv}, …Sijia Liu, Swarnendu Kar, Makan Fardad, Pramod K. Varshney. In the context of distributed estimation, we consider the problem of sensor collaboration, which …Download a PDF of the paper titled Design of optimal sparse interconnection graphs for synchronization of oscillator networks, by Makan Fardad and 2 other authors Download PDF Abstract: We study the optimal design of a conductance network as a means for synchronizing a given set of oscillators.

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Deep neural networks (DNNs) although achieving human-level performance in many domains, have very large model size that hinders their broader applications on edge computing devices. Extensive research work have been conducted on DNN model compression or pruning. However, most of the previous work took heuristic approaches. This work proposes a progressive weight pruning approach based on ADMM ...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): …Fardad Mobin, MD Board Certified Neurosurgeon located in Beverly Hills, CA. Fardad Mobin, MD is a highly skilled, board-certified neurosurgeon with considerable experience in treating a number of spinal disorders. At his practice, Mobin Neurosurgery, Dr. Mobin is dedicated to the diagnosis, treatment, and care of patients in Beverly Hills ...View Scopus Profile. Makan Fardad. Syracuse University, Department of Electrical Engineering & Computer Science. h-index. 2100. Citations. 22. h-index. 2001 2022. Research activity per year. Overview. Fingerprint. Network. Grants (10) Research output (82) Similar Profiles (1) Fingerprint. Dive into the research topics where Makan Fardad is active.

Progressive weight pruning of deep neural networks using admm. Published in ArXiv, 2018. Recommended citation: 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 Abstract. Deep neural networks (DNNs) although achieving human-level …

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[10] Tianyun Zhang, Kaiqi Zhang, Shaokai Ye, Jiayu Li, Jian Tang, Wujie Wen, Xue Lin, Makan Fardad, and Yanzhi Wang. Adam-admm: A unified, systematic framework of structured weight pruning for dnns. arXiv preprint arXiv:1807.11091, 2018. [11] Shaokai Ye and et al. Progressive weight pruning of deep neural networks using admm. arXiv preprintAuthors: 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 (Submitted on 17 Oct 2018 ( v1 ), last revised 4 Nov 2018 (this version, v2))Optimization Based Data Enrichment Using Stochastic Dynamical System Models. Griffin M. Kearney, Makan Fardad. We develop a general framework for state estimation in systems modeled with noise-polluted continuous time dynamics and discrete time noisy measurements. Our approach is based on maximum likelihood estimation and employs the calculus ...Apr 26, 2024 · Makan Fardad, Associate Professor Ph.D., University of California, Santa Barbara, 2006 Comvex optimization; Design and optimal control of complex networks; Synchronization and consensus multi-agent systems. James W. Fawcett, Emeritus Teaching Professor Ph.D., Syracuse University, 1981 Software, software complexity, re-use, salvage

Fardad Mobin, MD is a highly skilled, board-certified neurosurgeon with considerable experience in treating a number of spinal disorders. At his practice, Mobin Neurosurgery, Dr. Mobin is dedicated to the diagnosis, treatment, and care of patients in Beverly Hills, California, providing them with much-needed relief from spinal pain.AU - Fardad, Makan. AU - Jovanovic, Mihailo R. PY - 2011/12. Y1 - 2011/12. N2 - We consider the design of optimal state feedback gains subject to structural constraints on the distributed controllers. These constraints are in the form of sparsity requirements for the feedback matrix, implying that each controller has access to information from ...Makan Fardad, Fu Lin, and Mihailo R. Jovanovi c´ Abstract We consider a linear quadratic optimal control problem with an additional penalty on the number of commu-nication links in the distributed controller. We reformulate this combinatorial optimization problem as a sequence of weighted `1 problems, where the weighted `1 norm approximates theAU - Fardad, Makan. AU - Jovanovic, Mihailo R. PY - 2011/12. Y1 - 2011/12. N2 - We consider the design of optimal state feedback gains subject to structural constraints on the distributed controllers.[TNNLS] Tianyun Zhang, Shaokai Ye, Kaiqi Zhang, Xiaolong Ma, Ning Liu, Linfeng Zhang, Jian Tang, Kaisheng Ma, Xue Lin, Makan Fardad, Yanzhi Wang, “StructADMM: A Systematic, High-Efficiency Framework of Structured Weight Pruning for DNNs”, in Proceedings of the IEEE Transactions on Neural Networks and Learning Systems …Liu et al. (2013) Sijia Liu, Makan Fardad, Engin Masazade, and Pramod K. Varshney. On optimal periodic sensor scheduling for field estimation in wireless sensor networks. In Global Conference on Signal and Information Processing (GlobalSIP), pp. 137–140. IEEE, 2013. Simonyan & Zisserman (2014) Karen Simonyan and Andrew …

Makan Fardad, Fu Lin, and Mihailo R. Jovanovi´c Abstract We study the optimal design of a conductance network as a means for synchronizing a given set of oscillators. Synchronization is achieved when all oscillator voltages reach consensus, and performance is quantified by the mean-square deviation from the consensus value. for example Fardad_ELE612_Hw1.pdf. Homework solutions will be posted on the class website or emailed soon after the deadline and late homework will not be accepted. While discussions on home-work problems are allowed, even encouraged, it is critical that assignments be completed individually and not as a team e ort.

Makan Fardad, Fu Lin, and Mihailo R. Jovanovi´c Abstract We study the optimal design of a conductance network as a means for synchronizing a given set of oscillators. Synchronization is achieved when all oscillator voltages reach consensus, and performance is quantified by the mean-square deviation from the consensus value. 2011. Design of optimal sparse interconnection graphs for synchronization of oscillator networks. M Fardad, F Lin, MR Jovanović. IEEE Transactions on Automatic Control 59 (9), 2457-2462. , 2014. 101. 2014. Optimal periodic sensor scheduling in networks of dynamical systems. S Liu, M Fardad, E Masazade, PK Varshney. If you drive a relatively new car, there are usually a few sensors and cameras in place to help keep you safe. Here are the six major sensors on your car you should look for and ke...College of Engineering & Computer Science 3-189 SciTech Syracuse University New York 13244 Tel: +1 (315) 443-4406 Fax: +1 (315) 443-4936Fu Lin, Makan Fardad, and Mihailo R. Jovanovic. Abstract. We design sparse and block sparse feedback gains that minimize the variance amplification (i.e., the norm) of distributed systems. Our approach consists of two steps.3 code implementations • ECCV 2018 • Tianyun Zhang, Shaokai Ye, Kaiqi Zhang, Jian Tang, Wujie Wen, Makan Fardad, Yanzhi Wang We first formulate the weight pruning problem of DNNs as a nonconvex optimization problem with combinatorial constraints specifying the sparsity requirements, and then adopt the ADMM framework for …Download Citation | On Dec 1, 2017, Makan Fardad and others published On a linear programming approach to the optimal seeding of cascading failures | Find, read and cite all the research you need ...

Makan Fardad Engineering & Computer Science, Syracuse University Verified email at syr.edu Sven Leyffer Senior Computational Mathematician, Argonne National Laboratory Verified email at anl.gov Neil K Dhingra Director -- Optimization and Machine Learning Verified email at umn.edu

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R. Rajaram wishes to thank Umesh Vaidya and Makan Fardad for their suggestions in writing this article. Reprints and Permissions. Please note: We are unable to provide a copy of the article, please see our help page How do I view content?Mathematics > Optimization and Control. [Submitted on 3 Nov 2023] Optimization Based Data Enrichment Using Stochastic Dynamical System Models. Griffin …This work develops an alternating descent method to determine the structured optimal gain using the augmented Lagrangian method, and utilizes the sensitivity interpretation of the Lagrange multiplier to identify favorable communication architectures for structured optimal design. We consider the design of optimal state feedback gains …Liu, Sijia ; Masazade, Engin ; Fardad, Makan et al. / Sensor selection with correlated measurements for target tracking in wireless sensor networks. 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., ...4. Kailath, Exercise 2.2-10.b: Realizations can have di erent numbers of states. Show that the realizations A A1 0 A2 b 0 ; c q A 0 A1 A2 b q ; c 0 and the realization fA;b;cT gall have the same transfer function for all values and (compatible) di- College of Engineering & Computer Science 3-189 SciTech Syracuse University New York 13244 Tel: +1 (315) 443-4406 Fax: +1 (315) 443-4936 Adversarial Attack Generation Empowered by Min-Max Optimization. The worst-case training principle that minimizes the maximal adversarial loss, also known as adversarial training (AT), has shown to be a state-of-the-art approach for enhancing adversarial robustness. Nevertheless, min-max optimization beyond the purpose of AT has not been ...Makan Fardad Optimal sparse network design in large-scale dynamical systems. Back to Active Faculty. 2-212 Center of Science & Technology Syracuse University Syracuse, NY 13244 315.443.1060. CASE is a NYSTAR-designated Center for Advanced Technology (CAT). SU CASE Resource Links ...College of Engineering & Computer Science 3-189 SciTech Syracuse University New York 13244 Tel: +1 (315) 443-4406 Fax: +1 (315) 443-4936Tianyun Zhang, Shaokai Ye, Yipeng Zhang, Yanzhi Wang & Makan Fardad Department of Electrical Engineering and Computer Science Syracuse University, Syracuse, NY 13244, USA ftzhan120,sye106,yzhan139,ywang393,[email protected] ABSTRACT We present a systematic weight pruning framework of deep neural networksFu Lin, Makan Fardad, Mihailo R. Jovanovic Department of Electrical Engineering & Computer Science Research output : Contribution to journal › Article › peer-review

Nov 3, 2023 · Optimization Based Data Enrichment Using Stochastic Dynamical System Models. Griffin M. Kearney, Makan Fardad. We develop a general framework for state estimation in systems modeled with noise-polluted continuous time dynamics and discrete time noisy measurements. Our approach is based on maximum likelihood estimation and employs the calculus ... Makan Fardad Pron.: Maa-'kaan Far-'dad Associate Professor Electrical Engineering & Computer Science : EECS | ECS | SU: Makan Fardad Home CV : Research …Specialties: Fardad Mobin, MD is a highly skilled, board-certified neurosurgeon with considerable experience in treating a number of spinal disorders. At his practice, Mobin Neurosurgery, Dr. Mobin is dedicated to the diagnosis, treatment, and care of patients in Beverly Hills, California, providing them with much-needed relief from spinal pain. With over 2,000 spinal surgeries under his belt ...Fardad is with the Department of Electrical Engineering and Computer Science, Syracuse University, NY 13244. E-mails: [email protected], [email protected], [email protected]. matrix is nonzero if and only if there is a directed path from node j to node i. For directed trees, we obtain explicit formulae for the transfer function from disturbances to the ...Instagram:https://instagram. winchester 270 ballistics chartfox 13+ seattlejd 44 snowblowerlittle einsteins peter ilyich tchaikovsky Makan Fardad Engineering & Computer Science, Syracuse University Verified email at syr.edu. Chilukuri Mohan Professor, Electrical Eng. & Computer Science, ... S Liu, SP Chepuri, M Fardad, E Maşazade, G Leus, PK Varshney. IEEE Transactions on Signal Processing 64 (13), 3509-3522, 2016. 203: 2016:Fardad Mobin, MD is a highly skilled, board-certified neurosurgeon with considerable experience in treating a number of spinal disorders. At his practice, Mobin Neurosurgery, Dr. Mobin is dedicated to the diagnosis, treatment, and care of patients in Beverly Hills, California, providing them with much-needed relief from spinal pain. 2007 yamaha v star 1300 problemsjessica adams horoscope daily Filter by Year. OR AND NOT 1. 2001In this work, we overcome pruning ratio and GPU acceleration limitations by proposing a unified, systematic framework of structured weight pruning for DNNs, named ADAM-ADMM (Adaptive Moment Estimation-Alternating Direction Method of Multipliers). It is a framework that can be used to induce different types of structured sparsity, such as filter ... reptile expo arlington Makan Fardad Engineering & Computer Science, Syracuse University Verified email at syr.edu. ... J Li, T Zhang, H Tian, S Jin, M Fardad, R Zafarani. International Journal of Data Science and Analytics, 1-14, 2022. 25: 2022: The Spectral Zoo of Networks: Embedding and Visualizing Networks with Spectral Moments.Makan Fardad Optimal sparse network design in large-scale dynamical systems. Back to Active Faculty. 2-212 Center of Science & Technology Syracuse University Syracuse, NY 13244 315.443.1060. CASE is a NYSTAR-designated Center for Advanced Technology (CAT). SU CASE Resource Links ...