H-Index & Metrics Top Publications

H-Index & Metrics

Discipline name H-index Citations Publications World Ranking National Ranking
Computer Science H-index 59 Citations 23,415 291 World Ranking 1625 National Ranking 906
Electronics and Electrical Engineering H-index 45 Citations 10,823 202 World Ranking 1443 National Ranking 651

Research.com Recognitions

Awards & Achievements

2008 - IEEE Fellow For contributions to statistical signal processing in communication systems and networks

Overview

What is he best known for?

The fields of study he is best known for:

  • Computer network
  • Statistics
  • Artificial intelligence

His primary areas of study are Computer network, Algorithm, Artificial intelligence, Adversarial system and Estimation theory. Ananthram Swami has included themes like Wireless, Throughput, Sensor node and Markov process in his Computer network study. His Markov process study combines topics in areas such as Cognitive radio and Frequency allocation.

His Algorithm research integrates issues from Electronic engineering, Antenna array, Delay spread and Uniqueness. In his study, Sample, Adversary and Malware is inextricably linked to Machine learning, which falls within the broad field of Artificial intelligence. His Estimation theory study integrates concerns from other disciplines, such as Estimator, Mathematical optimization and Applied mathematics.

His most cited work include:

  • The Limitations of Deep Learning in Adversarial Settings (1805 citations)
  • Decentralized cognitive MAC for opportunistic spectrum access in ad hoc networks: A POMDP framework (1544 citations)
  • Practical Black-Box Attacks against Machine Learning (1521 citations)

What are the main themes of his work throughout his whole career to date?

Ananthram Swami mainly investigates Algorithm, Computer network, Communication channel, Distributed computing and Mathematical optimization. Ananthram Swami studied Algorithm and Estimator that intersect with Applied mathematics. The study incorporates disciplines such as Cognitive radio, Wireless network and Throughput in addition to Computer network.

His research integrates issues of Electronic engineering and Synchronization in his study of Communication channel. His Distributed computing research is multidisciplinary, incorporating perspectives in Node, Network topology, Wireless sensor network and Wireless ad hoc network. His research on Mathematical optimization frequently links to adjacent areas such as Estimation theory.

He most often published in these fields:

  • Algorithm (20.46%)
  • Computer network (18.16%)
  • Communication channel (15.86%)

What were the highlights of his more recent work (between 2015-2021)?

  • Artificial intelligence (9.20%)
  • Machine learning (4.83%)
  • Theoretical computer science (6.90%)

In recent papers he was focusing on the following fields of study:

His primary areas of investigation include Artificial intelligence, Machine learning, Theoretical computer science, Adversarial system and Distributed computing. His Artificial intelligence study incorporates themes from Flow and Algorithm. The Machine learning study combines topics in areas such as Sample, Training set, Malware and Feature extraction.

His Adversarial system research incorporates elements of Adversary, Robustness and Real time video. His Distributed computing research is multidisciplinary, incorporating elements of Mobile ad hoc network, Network topology, Computer network, Interdependent networks and Optimization problem. Ananthram Swami works in the field of Deep learning, focusing on Adversarial machine learning in particular.

Between 2015 and 2021, his most popular works were:

  • The Limitations of Deep Learning in Adversarial Settings (1805 citations)
  • Practical Black-Box Attacks against Machine Learning (1521 citations)
  • Distillation as a Defense to Adversarial Perturbations Against Deep Neural Networks (1458 citations)

This overview was generated by a machine learning system which analysed the scientist’s body of work. If you have any feedback, you can contact us here.

Top Publications

Decentralized cognitive MAC for opportunistic spectrum access in ad hoc networks: A POMDP framework

Qing Zhao;Lang Tong;Ananthram Swami;Yunxia Chen.
IEEE Journal on Selected Areas in Communications (2007)

2010 Citations

The Limitations of Deep Learning in Adversarial Settings

Nicolas Papernot;Patrick McDaniel;Somesh Jha;Matt Fredrikson.
ieee european symposium on security and privacy (2016)

1609 Citations

Hierarchical digital modulation classification using cumulants

A. Swami;B.M. Sadler.
IEEE Transactions on Communications (2000)

1227 Citations

Distillation as a Defense to Adversarial Perturbations Against Deep Neural Networks

Nicolas Papernot;Patrick McDaniel;Xi Wu;Somesh Jha.
ieee symposium on security and privacy (2016)

1214 Citations

Practical Black-Box Attacks against Machine Learning

Nicolas Papernot;Patrick McDaniel;Ian Goodfellow;Somesh Jha.
computer and communications security (2017)

1213 Citations

metapath2vec: Scalable Representation Learning for Heterogeneous Networks

Yuxiao Dong;Nitesh V. Chawla;Ananthram Swami.
knowledge discovery and data mining (2017)

909 Citations

A Survey on Trust Management for Mobile Ad Hoc Networks

Jin-Hee Cho;A. Swami;Ing-Ray Chen.
IEEE Communications Surveys and Tutorials (2011)

886 Citations

Joint Design and Separation Principle for Opportunistic Spectrum Access in the Presence of Sensing Errors

Yunxia Chen;Qing Zhao;A. Swami.
IEEE Transactions on Information Theory (2008)

496 Citations

Decentralized cognitive mac for dynamic spectrum access

Q. Zhao;L. Tong;A. Swami.
First IEEE International Symposium on New Frontiers in Dynamic Spectrum Access Networks, 2005. DySPAN 2005. (2005)

454 Citations

Cross-layer optimization for energy-efficient wireless communications: a survey

Guowang Miao;Nageen Himayat;Ye (Geoffrey) Li;Ananthram Swami.
communications and mobile computing (2009)

444 Citations

Profile was last updated on December 6th, 2021.
Research.com Ranking is based on data retrieved from the Microsoft Academic Graph (MAG).
The ranking h-index is inferred from publications deemed to belong to the considered discipline.

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Top Scientists Citing Ananthram Swami

Georgios B. Giannakis

Georgios B. Giannakis

University of Minnesota

Publications: 81

Mounir Ghogho

Mounir Ghogho

International University of Rabat

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Qing Zhao

Qing Zhao

Cornell University

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Erchin Serpedin

Erchin Serpedin

Texas A&M University

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Brian M. Sadler

Brian M. Sadler

United States Army Research Laboratory

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Nicholas D. Sidiropoulos

Nicholas D. Sidiropoulos

University of Virginia

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Octavia A. Dobre

Octavia A. Dobre

Memorial University of Newfoundland

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Cho-Jui Hsieh

Cho-Jui Hsieh

University of California, Los Angeles

Publications: 32

Ing-Ray Chen

Ing-Ray Chen

Virginia Tech

Publications: 32

Asoke K. Nandi

Asoke K. Nandi

Brunel University London

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Lang Tong

Lang Tong

Cornell University

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Somesh Jha

Somesh Jha

University of Wisconsin–Madison

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Jiawei Han

Jiawei Han

University of Illinois at Urbana-Champaign

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Philip S. Yu

Philip S. Yu

University of Illinois at Chicago

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Yik-Chung Wu

Yik-Chung Wu

University of Hong Kong

Publications: 25

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