# 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.

Saligheh, H, Kang, J, Chung, J, and Tarokh, V. "Analog Transmission." *Handbook of Computer Networks.* November 7, 2011. 102-114.
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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.
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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.
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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.
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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.
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Ding, J, Tarokh, V, and Yang, Y. *Bridging AIC and BIC: A New Criterion for Autoregression.* June 2018.
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Ding, J, Tarokh, V, and Yang, Y. "Model Selection Techniques: An Overview." *Ieee Signal Processing Magazine* 35.6 (November 2018): 16-34.
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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.
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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.
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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.
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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.
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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 2018): 1356-1371.
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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.
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Soloveychik, I, Xiang, Y, and Tarokh, V. "Pseudo-Wigner Matrices." *Ieee Transactions on Information Theory* 64.4 (April 2018): 3170-3178.
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Soloveychik, I, Xiang, Y, and Tarokh, V. "Symmetric Pseudo-Random Matrices." *Ieee Transactions on Information Theory* 64.4 (April 2018): 3179-3196.
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Soloveychik, I, Tarokh, V, and Paulson, JA. "On the spectral norms of pseudo-wigner and related matrices." *55th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2017* 2018-January (January 17, 2018): 61-66.
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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

Soloveychik, I, Xiang, Y, and Tarokh, V. "Pseudo-wigner matrices from dual BCH codes." August 9, 2017. Full Text

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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 »

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 »