# 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.

*New Directions in Wireless Communications Research.*: Springer US, 2009.
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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.*: Institute of Electrical and Electronics Engineers (IEEE), 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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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 2018): 1259-1263.
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Magnusson, S, Enyioha, C, Li, N, Fischione, C, and Tarokh, V. "Communication Complexity of Dual Decomposition Methods for Distributed Resource Allocation Optimization." *Ieee Journal of Selected Topics in Signal Processing* 12.4 (August 2018): 717-732.
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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)* (July 2018).
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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)* (June 2018).
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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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Banerjee, T, Choi, J, Pesaran, B, Ba, D, and Tarokh, V. "Wavelet Shrinkage and Thresholding Based Robust Classification for Brain-Computer Interface." *2018 Ieee International Conference on Acoustics, Speech and Signal Processing (Icassp)* (April 2018).
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Ding, J, Diao, E, Zhou, J, and Tarokh, V. "A Penalized Method for the Predictive Limit of Learning." ICASSP 2018 - 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). April 15, 2018 - April 20, 2018.: IEEE, April 2018. Full Text

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

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.

Ding, J, Zhou, J, and Tarokh, V. "Optimal prediction of data with unknown abrupt change points." 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP). November 14, 2017 - November 16, 2017.: IEEE, November 2017. Full Text

Ding, J, Xiang, Y, Shen, L, and Tarokh, V. "Detecting structural changes in dependent data." 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP). November 14, 2017 - November 16, 2017.: IEEE, November 2017. Full Text

Han, Q, Ding, J, Airoldi, E, and Tarokh, V. "Modeling nonlinearity in multi-dimensional dependent data." 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP). November 14, 2017 - November 16, 2017.: IEEE, November 2017. Full Text

Soloveychik, I, Xiang, Y, and Tarokh, V. "Explicit symmetric pseudo-random matrices." 2017 IEEE Information Theory Workshop (ITW). November 6, 2017 - November 10, 2017.: IEEE, November 2017. Full Text

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." 2017 IEEE International Symposium on Information Theory (ISIT). June 25, 2017 - June 30, 2017.: IEEE, June 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 »