Vahid Tarokh

Vahid Tarokh
  • Rhodes Family Professor of Electrical and Computer Engineering
  • Professor of Electrical and Computer Engineering
  • Professor of Mathematics (Secondary)
  • Professor of Computer Science (Secondary)

Vahid Tarokh’s research is in pursuing new formulations and approaches to getting the most out of datasets. Current projects are focused on representation, modeling, inference and prediction from data such as determining how different people will respond to exposure to certain viruses, predicting rare events from small amounts of data, formulation and calculation of limits of learning from observations, and prediction of a macaque monkey's future actions from its brain waves.

Tarokh, V. Preface. December 1, 2009. Full Text

Saligheh, H, Kang, J, Chung, J, and Tarokh, V. "Analog Transmission." Handbook of Computer Networks. November 7, 2011. 102-114. Full Text

Ochiai, H, Mitran, P, Poor, HV, and Tarokh, V. "Random array theory and collaborative beamforming." Handbook on Advancements in Smart Antenna Technologies for Wireless Networks. December 1, 2008. 94-106. Full Text

Devroye, N, Mitran, P, Sharif, M, Ghassemzadeh, S, and Tarokh, V. "Information theoretic analysis of cognitive radio systems." Cognitive Wireless Communication Networks. December 1, 2007. 45-78. Full Text

Devroye, N, and Tarokh, V. "Fundamental limits of cognitive radio networks." Cognitive Wireless Networks: Concepts, Methodologies and Visions Inspiring the Age of Enlightenment of Wireless Communications. December 1, 2007. 327-351. Full Text

Shin, OS, Devroye, N, Mitran, P, Ochiai, H, Ghassemzadeh, SS, Kung, HT, and Tarokh, V. "Cooperation, competition and cognition in wireless networks: From theory to implementation." Cooperation in Wireless Networks: Principles and Applications: Real Egoistic Behavior is to Cooperate!. December 1, 2006. 69-100. Full Text

Xiang, Y, Ding, J, and Tarokh, V. "Estimation of the evolutionary spectra with application to stationarity test." Ieee Transactions on Signal Processing 67.5 (March 1, 2019): 1353-1365. Full Text

Ding, J, Tarokh, V, and Yang, Y. "Model Selection Techniques: An Overview." Ieee Signal Processing Magazine 35.6 (November 1, 2018): 16-34. Full Text

Banerjee, T, Choi, J, Pesaran, B, Ba, D, and Tarokh, V. "Wavelet Shrinkage and Thresholding Based Robust Classification for Brain-Computer Interface." Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings 2018-April (September 10, 2018): 836-840. Full Text

Xiang, Y, Ding, J, and Tarokh, V. "Evolutionary Spectra Based on the Multitaper Method with Application to Stationarity Test." Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings 2018-April (September 10, 2018): 3994-3998. Full Text

Banerjee, T, Whipps, G, Gurram, P, and Tarokh, V. "Sequential Event Detection Using Multimodal Data in Nonstationary Environments." 2018 21st International Conference on Information Fusion, Fusion 2018 (September 5, 2018): 1940-1947. Full Text

Shahrampour, S, Noshad, M, Ding, J, and Tarokh, V. "Online Learning for Multimodal Data Fusion with Application to Object Recognition." Ieee Transactions on Circuits and Systems Ii: Express Briefs 65.9 (September 1, 2018): 1259-1263. Full Text

Banerjee, T, Choi, J, Pesaran, B, Ba, D, and Tarokh, V. "Classification of Local Field Potentials using Gaussian Sequence Model." 2018 Ieee Statistical Signal Processing Workshop, Ssp 2018 (August 29, 2018): 218-222. Full Text

Magnusson, S, Enyioha, C, Li, N, Fischione, C, and Tarokh, V. "Communication Complexity of Dual Decomposition Methods for Distributed Resource Allocation Optimization." Ieee Journal on Selected Topics in Signal Processing 12.4 (August 1, 2018): 717-732. Full Text

Ding, J, Shahrampour, S, Heal, K, and Tarokh, V. "Analysis of Multistate Autoregressive Models." Ieee Transactions on Signal Processing 66.9 (May 1, 2018): 2429-2440. Full Text

Magnusson, S, Enyioha, C, Li, N, Fischione, C, and Tarokh, V. "Convergence of Limited Communication Gradient Methods." Ieee Transactions on Automatic Control 63.5 (May 1, 2018): 1356-1371. Full Text

Pages

Farhadi, H, Xiang, Y, Jeong, S, Li, X, Guo, N, Sepulcre, J, Tarokh, V, and Li, Q. "Inferring the causality network of Abeta and Tau accumulation in the aging brain: a statistical inference approach." Journal of Nuclear Medicine 58 (May 1, 2017).

Ding, J, Diao, E, Zhou, J, and Tarokh, V. "A Penalized Method for the Predictive Limit of Learning." September 10, 2018. Full Text

Ding, J, Zhou, J, and Tarokh, V. "Optimal prediction of data with unknown abrupt change points." March 7, 2018. Full Text

DIng, J, Xiang, Y, Shen, L, and Tarokh, V. "Detecting structural changes in dependent data." March 7, 2018. Full Text

Han, Q, Ding, J, Airoldi, E, and Tarokh, V. "Modeling nonlinearity in multi-dimensional dependent data." March 7, 2018. Full Text

Soloveychik, I, Xiang, Y, and Tarokh, V. "Explicit symmetric pseudo-random matrices." January 31, 2018. Full Text

Shahrampour, S, Beirami, A, and Tarokh, V. "On Data-Dependent Random Features for Improved Generalization in Supervised Learning.": AAAI Press, 2018.

Banerjee, T, Choi, JS, Pesaran, B, Ba, D, and Tarokh, V. "Classification of Local Field Potentials using Gaussian Sequence Model.": IEEE, 2018.

Banerjee, T, Whipps, GT, Gurram, P, and Tarokh, V. "Sequential Event Detection Using Multimodal Data in Nonstationary Environments.": IEEE, 2018.

Deng, Z, Ding, J, Heal, K, and Tarokh, V. "The number of independent sets in hexagonal graphs." August 9, 2017. Full Text

Pages

Vahid Tarokh

Vahid Tarokh, the Rhodes Family Professor of Electrical and Computer Engineering, has been named members of the National Academy of Engineering (NAE). Election to the NAE is one of the highest professional distinctions for engineers.  Tarokh was... read more »


Bass connections professorships

Vahid Tarokh and Amanda Randles were two of seven faculty members endowed Bass Connections Professorships.  This honor recognizes faculty whose scholaraship and teaching align with the interdisciplinary and collaborative nature of the program, while... read more »


Kiselev Reed Tarokh

Only ten professors were named Distinguished Professors this year in the Trinity College of Arts and Sciences.  This distinction is given to professors for their outstanding research and teaching accomplishments.  We are proud to announce that three... read more »