AI-DARWIN: A first principles-based model discovery engine using machine learning

Arijit Chakraborty, Abhishek Sivaram, Venkat Venkatasubramanian


Mechanism discovery and model identification using genetic feature extraction and statistical testing

Arijit Chakraborty, Abhishek Sivaram, Lakshminarayanan Samavedham, Venkat Venkatasubramanian

Hidden representations in deep neural networks: Part 1. Classification

Sivaram A, Das L, Venkatasubramanian V


Control of complex sociotechnical systems: Importance of causal models and game theory

Venkatasubramanian, V., Luo Y., Zhang Z.

A hierarchical approach for causal modeling of process systems

Suresh R, Sivaram A, Venkatasubramanian V.

The promise of artificial intelligence in chemical engineering: Is it here, finally?

Venkatasubramanian, Venkat


Social influence makes self-interested crowds smarter: An optimal control perspective

Luo, Y., Iyengar, G., Venkatasubramanian

Neural Network to Understand Process Capability and Process Intermediates Acceptance Criteria in Monoclonal Antibody Production Process

Li, Y.F and Venkatasubramanian, V.

How much income inequality is fair? Nash bargaining solution and connection to entropy

Venkatasubramanian, V. and Luo, Y.


Hybrid ontology-learning materials engineering system for pharmaceutical products: Multi-label entity recognition and concept detection

Remolona, M. F. M., Conway, M. F., Balasubramanian, S., Fan, L., Feng, Z., Gu, T., ... & Rastogi, N.

Towards a Financial Statement Based Approach to Modeling Systemic Risk in Insurance and Banking

Iyengar, G., Luo, Y., Rajgopal, S., Venkatasubramanian, V., & Zhang, Z.

How Much Inequality Is Fair?: Mathematical Principles of a Moral, Optimal, and Stable Capitalist Society

Venkatasubramanian, V.

Statistical Teleodynamics: Toward a Theory of Emergence

Venkatasubramanian, V.

Knowledge Management Framework for Emerging Infectious Diseases Preparedness and Response

Zhang Z, Gonzalez MC, Morse SS, Venkatasubramanian V.


Soft regulation with crowd recommendation: coordinating self-interested agents in sociotechnical systems under imperfect information

Yu Luo, Garud Iyengar, and Venkat Venkatasubramanian

TeCSMART: A hierarchical framework for modeling and analyzing systemic risk in sociotechnical systems

Venkat Venkatasubramanian and Zhizun Zhang

Integrating Design of Experiments and Principal Component Analysis to Reduce Downstream Cost of Goods in Monoclonal Antibody Production

Li, Y. F., & Venkatasubramanian, V.


Process Systems Engineering as a Modeling Paradigm for Analyzing Systemic Risk in Financial Networks

Richard Bookstaber, Paul Glasserman, Garud Iyengar, Yu Luo, Venkat Venkatasubramanian, and Zhizun Zhang

Stoichiometric control of DNA-grafted colloid self-assembly

Thi Vo, Venkat Venkatasubramanian, Sanat Kumar, Babji Srinivasan, Suchetan Pal, Yugang Zhang, and Oleg Gang

Model based predictive control for energy efficient biological nitrification process with minimal nitrous oxide production

Chitta Ranjan Behera, Babji Srinivasan, Kartik Chandran, and Venkat Venkatasubramanian

How much inequality in income is fair? A microeconomic game theoretic perspective

Venkat Venkatasubramanian, Yu Luo, and Jay Sethuraman


Designing DNA-grafted particles that self-assemble into desired crystalline structures using the genetic algorithm

Babji Srinivasan, Thi Vo, Yugang Zhang, Oleg Gang, Sanat Kumar, and Venkat Venkatasubramanian

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