Makan fardad - Recommended citation: Li, Jiayu, Tianyun Zhang, Hao Tian, Shengmin Jin, Makan Fardad, and Reza Zafarani. “SGCN: A Graph Sparsifier Based on Graph Convolutional Networks.” Advances in Knowledge Discovery and Data Mining 12084: 275. Share on Twitter Facebook LinkedIn Previous Next

 
Tianyun 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,makang@syr.edu ABSTRACT We present a systematic weight pruning framework of deep neural networks. Chinese pug price

The average speedups reach 3.15x and 8.52x when allowing a moderate accuracy loss of 2%. In this case, the model compression for convolutional layers is 15.0x, corresponding to 11.93x measured CPU speedup. As another example, for the ResNet-18 model on the CIFAR-10 data set, we achieve an unprecedented 54.2x structured pruning rate on …Fu Lin, Makan Fardad, and Mihailo R. Jovanovic´ Abstract—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 fromMakan Fardad Pron.: Maa-'kaan Far-'dad Associate Professor Electrical Engineering & Computer Science : EECS | ECS | SU: Makan Fardad Home CV : Research …Advisor: Bassam Bamieh No students known. If you have additional information or corrections regarding this mathematician, please use the update form.To submit students of this mathematician, please use the new data form, noting this mathematician's MGP ID of 104223 for the advisor ID.Prasanta Ghosh's 15 research works with 620 citations and 796 reads, including: Evaluating unintentional islanding risks for a high penetration PV feeder Makan Fardad (makan@syr) Mon 1:00pm--2:00pm Wed 1:00pm--2:00pm : 3-189 SciTech : Lecture Notes Lecture 1 (Mon, 13 Jan) Lecture 2 (Wed, 15 Jan) MLK Day (Mon, 20 Jan) Makan Fardad, Member, IEEE, Mihailo R. Jovanovic ´, Member, IEEE . Abstract . We consider the design of optimal localized feedback gains for one-dimensional formations in which vehicles only use information from their immediate neighbors. The control objective is to enhance coherence of the formation by making it behave like a rigid lattice.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- mensions of A1;A2;q. (Make sure to treat A;A1;A2 as matrices and not as scalars. For this problem, you will need to useFu 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.Teaching. ELE 351. ELE 603. ELE 351 - System & Signal Analysis - Fall 2021. Syllabus. Lecture Notes. All lecture notes as one file. Textbook. Math Review.[20]M. Fardad and B. Bamieh, \A necessary and su cient frequency domain criterion for the passivity of SISO sampled-data systems," IEEE Transactions on Automatic Control, vol. 54, no. 3, pp. 611{614, 2009. [21]M. Fardad and B. Bamieh, \Perturbation methods in stability and norm analysis of spatially2-212 Center of Science & Technology Syracuse University Syracuse, NY 13244 315.443.1060Tianyun Zhang, Kaiqi Zhang, Shaokai Y e, Jiayu Li, Jian T ang, Wujie W en, Xue Lin, Makan Fardad, and Y anzhi Wang. Adam-admm: A unified, systematic framework of structured weight pruning for dnns.Most cable programming comes with a television receiver box. This receiver box obtains higher-end programming and unscrambles it. However, if you have the basic cable package there...Makan 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 ...‪Engineering & Computer Science, Syracuse University‬ - ‪‪Cited by 3,690‬‬ - ‪Analysis and optimization of large-scale networks‬China is a huge country with a wide variety of landforms, from the southwestern Himalayan Mountains, including Mount Everest on the Nepal-China border and the massive Gobi and Takl...Makan Fardad, Fu Lin, Mihailo R. Jovanovic. Electrical and Computer Engineering; Research output: Contribution to journal › Article › peer-review. 73 Scopus ...2.6. Jul 31st, 2023. The social life is pretty nice unless you're introverted, however, there are clubs that help students make friends. Certain professors lack motivation or skill to teach, as a student, it is frustrating when alumni talk about how great certain aspects of the school are when they're non-existent.The average speedups reach 3.15x and 8.52x when allowing a moderate accuracy loss of 2%. In this case, the model compression for convolutional layers is 15.0x, corresponding to 11.93x measured CPU speedup. As another example, for the ResNet-18 model on the CIFAR-10 data set, we achieve an unprecedented 54.2x structured pruning rate on …Adam-admm: A unified, systematic framework of structured weight pruning for dnns. Published in ArXiv, 2018. Recommended citation: Tianyun Zhang*, Kaiqi Zhang*, Shaokai Ye*, Jiayu Li, Jian Tang, Wujie Wen, Xue Lin, Makan Fardad, Yanzhi Wang Abstract Thesis title: "The Analysis of Distributed Spatially Periodic Systems". Current position: Assistant Professor, Electrical Engineering & Computer Science Dept., Syracuse University, NY. Course Number. Title. Instructor. Center for Control, Dynamical Systems and Computation • University of California, Santa Barbara. 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 ...A Unified DNN Weight Pruning Framework Using Reweighted Optimization Methods. T Zhang, X Ma, Z Zhan, S Zhou, C Ding, M Fardad, Y Wang. 2021 58th ACM/IEEE Design Automation Conference (DAC), 493-498. , 2021. 26 *. 2021. An image enhancing pattern-based sparsity for real-time inference on mobile devices.Makan W Fardad lives in Fayetteville, NY. They have also lived in Ventura, CA and Syracuse, NY. Makan is related to Anna S Chernobai . View Makan's cell phone and current address.Makan Fardad Home CV : Research Publications Google Scholar Software : Teaching ELE 400 ELE 603 : ELE 603 - Functional Methods of Engineering Analysis - Fall 2023 ...PROGRESSIVE WEIGHT PRUNING OF DEEP NEURAL NETWORKS USING ADMM Shaokai Ye 1, Tianyun Zhang , Kaiqi Zhang , Jiayu Li1, Kaidi Xu2, Yunfei Yang, Fuxun Yu3, Jian Tang 1, Makan Fardad , Sijia Liu4, Xiang Chen3, Xue Lin2 & Yanzhi Wang2 1. Syracuse University, USA fsye106,tzhan120,kzhang17,jli221,jtang02,[email protected] …Widespread theatrical closures have forced the Academy of Motion Picture Arts and Sciences to loosen the rules around which films qualify for Oscars. This might not seem like much ...Makan Fardad; We propose a system theoretic approach to the identification and mitigation of vulnerabilities to cyber attacks, in networks of dynamical systems.Makan Fardad | Papers With Code. Search Results for author: Makan Fardad. Found 11 papers, 5 papers with code. Date Published. Loss Attitude Aware Energy Management for Signal Detection. no code implementations • 18 Jan 2023 • Baocheng Geng , Chen Quan , Tianyun Zhang , Makan Fardad , Pramod K. Varshney. Fu Lin, Makan Fardad, and Mihailo R. Jovanovic´ Abstract—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 received the B.S. and M.S. degrees in electrical engineering from Sharif University of Technology and Iran University of Science and Technology, respectively. He received the Ph.D. degree in mechanical engineering from the University of California, Santa Barbara, in 2006. He was a Postdoctoral Associate at the University of …/ Kearney, Griffin; Fardad, Makan. 2018 IEEE Conference on Decision and Control, CDC 2018. Institute of Electrical and Electronics Engineers Inc., 2018. p. 1821-1826 8619519 (Proceedings of the IEEE Conference on Decision and Control; Vol. 2018-December). Research output: Chapter in Book/Entry/Poem › Conference contributionFardad, Makan; Lin, Fu ; Jovanović, Mihailo R. / On the dual decomposition of linear quadratic optimal control problems for vehicular formations. 2010 49th IEEE Conference on Decision and Control, CDC 2010. Institute of Electrical and Electronics Engineers Inc., 2010. pp. 6287-6292 (Proceedings of the IEEE Conference on Decision and Control).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 identical or nearly identical oscillators. 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. Recommended citation: Li, Jiayu, Tianyun Zhang, Hao Tian, Shengmin Jin, Makan Fardad, and Reza Zafarani. “SGCN: A Graph Sparsifier Based on Graph Convolutional Networks.” Advances in Knowledge Discovery and Data Mining 12084: 275. Share on Twitter Facebook LinkedIn Previous Next Fardad, Makan; Lin, Fu ; Jovanović, Mihailo R. / On the dual decomposition of linear quadratic optimal control problems for vehicular formations. 2010 49th IEEE Conference on Decision and Control, CDC 2010. Institute of Electrical and Electronics Engineers Inc., 2010. pp. 6287-6292 (Proceedings of the IEEE Conference on Decision and Control). Zhao, P, Xu, K, Zhang, T, Fardad, M, Wang, Y & Lin, X 2018, Reinforced adversarial attacks on deep neural networks using ADMM. in 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings., 8646651, 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings, Institute of Electrical and Electronics Engineers Inc., pp. 1169 ... Over the weekend, I hit 10,000 followers on my Facebook page. Do you know how embarrassingly long it took me to reach ten thousand followers? Six years. Six years of... Edit Your P...Li, J, Zhang, T, Jin, S, Fardad, M & Zafarani, R 2022, ADVERSPARSE: AN ADVERSARIAL ATTACK FRAMEWORK FOR DEEP SPATIAL-TEMPORAL GRAPH NEURAL NETWORKS. in 2022 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2022 - Proceedings. Thesis title: "The Analysis of Distributed Spatially Periodic Systems". Current position: Assistant Professor, Electrical Engineering & Computer Science Dept., Syracuse University, NY. Course Number. Title. Instructor. Center for Control, Dynamical Systems and Computation • University of California, Santa Barbara. Makan Fardad and Bassam Bamieh Abstract The Nyquist Stability Criterion is generalized to systems where the (open-loop) system has infinite-dimensional input/output spaces and a (possibly) unbounded infinitesimal generator. This is done through use of the perturbation 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.College of Engineering and Computer Science at Syracuse ...China is a huge country with a wide variety of landforms, from the southwestern Himalayan Mountains, including Mount Everest on the Nepal-China border and the massive Gobi and Takl...Makan Fardad Home CV : Research Publications Google Scholar Software : Teaching ELE 612/412 ELE 791 : College of Engineering & Computer Science 3-189 SciTech Syracuse University New York 13244 Tel: +1 (315) 443-4406 Fax: +1 (315) 443-4936 Email: [email protected] where x=makan, y=syr, z=edu ...Makan Fardad. Makan Fardad. This person is not on ResearchGate, or hasn't claimed this research yet. B. Bamieh. University of California, Santa Barbara; Download full-text PDF Read full-text.Adversarial Attack Generation Empowered by Min-Max Optimization Jingkang Wang1 ;2 Tianyun Zhang3 Sijia Liu4 5 Pin-Yu Chen5 Jiacen Xu6 Makan Fardad7 Bo Li8 University of Toronto1, Vector Institute2, Cleveland State University3 Michigan State University4, MIT-IBM Watson AI Lab, IBM Research5 University of California, Irvine6, Syracuse …Sijia Liu, Member, IEEE, Yanzhi Wang, Member, IEEE Makan Fardad, Member, IEEE, and Pramod K. Varshney, Fellow, IEEE Abstract Memristors have recently received significant attention as ubiquitous device-level components for building a novel generation of computing systems. These devices have many promising features, such ELE791 HW3 M.Fardad 1. [B&V, problem 3.6] When is the epigraph of a function a halfspace? When is the epigraph of a function a polyhedron? 2. [B&V, problems 3.18,20] Adapt the proof of convexity of the negative log-determinant function dis-cussed in class to show that f(X) = trace(X 1) is convex on domf = Sn ++. Use this to prove the Sijia Liu Member, IEEE, Swarnendu Kar, Member, IEEE, Makan Fardad, Member, IEEE, and Pramod K. Varshney Fellow, IEEE Abstract—In this paper, we aim to design the optimal sen-sor collaboration strategy for the ... M. Fardad was supported by the National Science Foundation under awards EAGER ECCS-1545270 and CNS-1329885. prior to …A Unified DNN Weight Pruning Framework Using Reweighted Optimization Methods. T Zhang, X Ma, Z Zhan, S Zhou, C Ding, M Fardad, Y Wang. 2021 58th ACM/IEEE Design Automation Conference (DAC), 493-498. , 2021. 26 *. 2021. An image enhancing pattern-based sparsity for real-time inference on mobile devices.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?The electric power grid is a complex cyber-physical system, whose reliable and secure operation is of paramount importance to national security and economic vitality. There is a growing and evolving t...The Fleetwood Wilderness is a line of travel trailers and fifth wheels. Because there are many models, the specifications vary, however there are some similarities and ranges that ...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 Home CV : Research Publications Google Scholar Software : Teaching ELE 612/412 ELE 791 : College of Engineering & Computer Science 3-189 SciTech Syracuse University New York 13244 Tel: +1 (315) 443-4406 Fax: +1 (315) 443-4936 Email: [email protected] where x=makan, y=syr, z=edu ...Makan Fardad Spatially periodic systems are of interest in problems of science and engineering and are typically described by partial (integro) di↵erential equations with periodic coecients. In this work we present tools for the analysis of such systems in the spatial-frequency domain.Department of Electrical Engineering and Computer Science, Syracuse University, NY 13244, (e-mail: [email protected]) Abstract: We consider the problem of identifying optimal sparse graph representations of dense consensus networks. The performance of the sparse representation is characterized by the global performance measure which quanti es the ...An iterative algorithm that solves a semidefinite program at every stage and for which the nonconvex constraint is satisfied upon convergence is introduced, which can be used in a wide range of network control problems. We consider the problem of finding optimal feedback gains in the presence of structural constraints and/or sparsity …This site is created, maintained, and managed by Conference Catalysts, LLC. Please feel free to contact us for any assistance.contact us for any assistance.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 …Fu 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.M. Fardad is with the Department of Electrical Engineering and Computer Science, Syracuse University, New York 13244 (e-mail: [email protected]). of the algebraic Riccati equation A P+PA Q 2 = 0 with Toeplitz coefficients A;Q( d A= Q= 2) then P can be of the same order as N. Thus, based on the definition of almost Toeplitzness proposed by [1], …An iterative algorithm that solves a semidefinite program at every stage and for which the nonconvex constraint is satisfied upon convergence is introduced, which can be used in a wide range of network control problems. We consider the problem of finding optimal feedback gains in the presence of structural constraints and/or sparsity …Biography Makan Fardad received the B.S. degree in electrical engineering from the Sharif University of Technology, Tehran, Iran, in 1998, the M.S. degree in electrical engineering from the Iran University of Science and Technology, Tehran, in 2000, and the Ph.D. degree in mechanical engineering from the University of California at Santa Barbara, Santa Barbara, CA, USA, in 2006.Rip currents are narrow, powerful currents of water that run from the beach out into the ocean. Learn how rip currents form and how to escape rip currents. Advertisement Rip curren...Li J, Zhang T, Tian H, Jin S, Fardad M, Zafarani R. SGCN: A Graph Sparsifier Based on Graph Convolutional Networks . In Lauw HW, Lim EP, Wong RCW, Ntoulas A, Ng SK, Pan SJ, editors, Advances in Knowledge Discovery and Data Mining - 24th Pacific-Asia Conference, PAKDD 2020, Proceedings.All-in-One: A Highly Representative DNN Pruning Framework for Edge Devices with Dynamic Power Management. In International Conference on Computer Aided Design, ACM, 2022. Acceptance rate: 22.5% (132/586) [ECCV’22] Yushu Wu, Yifan Gong, Pu Zhao, Yanyu Li, Zheng Zhan, Wei Niu, Hao Tang, Minghai Qin, Bin Ren, and Yanzhi Wang. Recommended citation: Li, Jiayu, Tianyun Zhang, Hao Tian, Shengmin Jin, Makan Fardad, and Reza Zafarani. “SGCN: A Graph Sparsifier Based on Graph Convolutional Networks.” Advances in Knowledge Discovery and Data Mining 12084: 275. Share on Twitter Facebook LinkedIn Previous Next Thesis title: "The Analysis of Distributed Spatially Periodic Systems". Current position: Assistant Professor, Electrical Engineering & Computer Science Dept., Syracuse University, NY. Course Number. Title. Instructor. Center for Control, Dynamical Systems and Computation • University of California, Santa Barbara. Makan Fardad and Bassam Bamieh Abstract The Nyquist Stability Criterion is generalized to systems where the (open-loop) system has infinite-dimensional input/output spaces and a (possibly) unbounded infinitesimal generator. This is done through use of the perturbationM. Fardad is with the Department of Electrical Engineering and Computer Science, Syracuse University, New York 13244 (e-mail: [email protected]). of the algebraic Riccati equation A P+PA Q 2 = 0 with Toeplitz coefficients A;Q( d A= Q= 2) then P can be of the same order as N. Thus, based on the definition of almost Toeplitzness proposed by [1], …Tianyun Zhang, Shaokai Ye, Yipeng Zhang, Yanzhi Wang & Makan Fardad Department of Electrical Engineeringand ComputerScience Syracuse University, Syracuse, NY 13244,USA {tzhan120,sye106,yzhan139,ywang393,makan}@syr.edu ABSTRACT We present a systematic weight pruning framework of deep neural networksDOI: 10.1007/978-3-030-47426-3_22 Corpus ID: 218593867; SGCN: A Graph Sparsifier Based on Graph Convolutional Networks @article{Li2020SGCNAG, title={SGCN: A Graph Sparsifier Based on Graph Convolutional Networks}, author={Jiayu Li and Tianyun Zhang and Hao Tian and Shengmin Jin and Makan Fardad and Reza Zafarani}, …AU - Fardad, Makan. AU - Jovanovic, Mihailo. PY - 2013. Y1 - 2013. N2 - We design sparse and block sparse feedback gains that minimize the variance amplification (i.e., the {\cal H}2 norm) of distributed systems. Our approach consists of two steps. First, we identify sparsity patterns of feedback gains by incorporating sparsity-promoting ... ‪Engineering & Computer Science, Syracuse University‬ - ‪‪Cited by 3,670‬‬ - ‪Analysis and optimization of large-scale networks‬ 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. …Tianyun Zhang, Shaokai Ye, Kaiqi Zhang, Jian Tang, Wujie Wen, Makan Fardad and Yanzhi Wang. ECCV 2018 (2018-09-08) ui.adsabs.harvard.edu PDF. Publications collected and formatted using Paperoni. 6666 St-Urbain, #200, Montréal, QC, H2S 3H1. Supervision Requests [email protected]. Medias [email protected] - Fardad, Makan. AU - Lin, Fu. AU - Jovanović, Mihailo R. PY - 2010. Y1 - 2010. N2 - We use the dual decomposition method along with the dual subgradient algorithm to decouple the linear quadratic optimal control problem for a system of single-integrator vehicles. This produces the optimal control law in a localized manner, in the sense ...In a report released yesterday, Naz Rahman from Maxim Group maintained a Buy rating on scPharmaceuticals (SCPH – Research Report), with a ... In a report released yesterday, ...Vouchers issued by British Airways for flights canceled due to the pandemic are now valid for travel until September 2024 — here's all you need to know. Still sitting on a British ...In the context of distributed estimation, we study the problem of sensor collaboration with individual power constraints, where sensor collaboration refers to the act of sharing measurements with neighboring sensors prior to transmission to a fusion center.S. Liu, M. Fardad and P.K. Varshney are with the Department of Electrical Engineering and Computer Science, Syracuse University, Syracuse, NY, 13244 USA e-mail: fsliu17, makan, [email protected]. S.P. Chepuri and G. Leus are with the Faculty of Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, The ...

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makan fardad

Makan Fardad Home CV : Research Publications Google Scholar Software : Teaching ELE 400 ELE 603 : ELE 603 - Functional Methods of Engineering Analysis - Fall 2023 ...E-mail addresses:[email protected](M.R. Jovanovi´c), [email protected] (M. Fardad). The utility of input output analysis for linear time-invariant (LTI) systems is well documented (Zhou,Doyle,& Glover, 1996). TheH2 norm is an appealing measure of input output amplication, as it quanties variance amplication in stochastically driven linear systems.Makan Fardad Pron.: Maa-'kaan Far-'dad Associate Professor Electrical Engineering & Computer Science : EECS | ECS | SU: Makan Fardad Home CV : Research …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 ... Authors: Tianyun Zhang, Shaokai Ye, Yipeng Zhang, Yanzhi Wang, Makan Fardad. Download a PDF of the paper titled Systematic Weight Pruning of DNNs using Alternating Direction Method of Multipliers, by Tianyun Zhang and 4 other authors.AU - Fardad, Makan. AU - Bamieh, Bassam. PY - 2004. Y1 - 2004. N2 - We present a frequency-domain solution to the sampled-data passivity problem. Our analysis is exact in that we take into account the intersample behavior of the sampled-data system.Mar 10, 2016 · In this paper, we aim to design the optimal sensor collaboration strategy for the estimation of time-varying parameters, where collaboration refers to the act of sharing measurements with neighboring sensors prior to transmission to a fusion center. We begin by addressing the sensor collaboration problem for the estimation of uncorrelated parameters. We show that the resulting collaboration ... ELE791 HW3 M.Fardad 1. [B&V, problem 3.6] When is the epigraph of a function a halfspace? When is the epigraph of a function a polyhedron? 2. [B&V, problems 3.18,20] Adapt the proof of convexity of the negative log-determinant function dis-cussed in class to show that f(X) = trace(X 1) is convex on domf = Sn ++. Use this to prove the Makan Fardad and Bassam Bamieh Abstract The Nyquist Stability Criterion is generalized to systems where the (open-loop) system has infinite-dimensional input/output spaces and a (possibly) unbounded infinitesimal generator. This is done through use of the perturbationAuthors. Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li. 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. Makan Fardad. Associate Professor. Electrical Engineering and Computer Science. 3-189 CST. [email protected]. 315.443.4406. Personal Website. Degree (s): BSc in Electrical Engineering, Sharif University of Technology, Iran, 1998. MSc in Control Engineering, Iran University of Science and Technology, 2000. Instructor: Makan Fardad 3-189 SciTech [email protected] Audience & Prerequisites: Third- and fourth-year undergraduate students in engineering, computer science, physics, and mathematics with a solid background in undergraduate maths (linear algebra andShikha Nangia and Makan Fardad—faculty members in the College of Engineering and Computer Science (ECS)—have been promoted to associate professors and awarded tenure. Nangia and Fardad are nationally recognized researchers, each having earned the prestigious National Science Foundation (NSF) CAREER award in …‪Engineering & Computer Science, Syracuse University‬ - ‪‪Cited by 3,690‬‬ - ‪Analysis and optimization of large-scale networks‬Progressive 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 …Abstract. In this paper, we consider the problem of sensor selection for parameter estimation with correlated measurement noise. We seek optimal sensor activations by formulating an optimization problem, in which the estimation error, given by the trace of the inverse of the Bayesian Fisher information matrix, is minimized subject to energy ...Makan Fardad. Associate Professor. Electrical Engineering and Computer Science. 3-189 CST. [email protected]. 315.443.4406. Personal Website. Degree (s): BSc in Electrical …The M.S. in Operations Research and System Analytics is a 30-credit program that comprises 15 credits of core coursework, 12 credits of relevant electives, and 3 credits of a capstone project. The core ensures that all graduates of the program have the necessary skills in mathematics, operations research, engineering, and computing to formulate ....

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