Venkatasubramanian, V.

Authored

(59ag) Chemistry-Aware Retrosynthesis and Forward Reaction Prediction Using Smiles Grammar Tree Transformer
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(161g) Combining Process Knowledge and Machine Learning for Efficient Process Flowsheet Synthesis
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(428c) Design of Resilient Supply Chain Networks for Pharmaceutical Products
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(95c) AI-Driven Hypergraph Network of Organic Chemistry: Applications in Reaction Classification
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(15e) Accelerating Drug Discovery and Development Using an Ontology-Based Machine Learning Framework
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(95e) Automated Mechanism-Based Explanation Generation of Machine Learning Models
2023 AIChE Annual Meeting (ISBN: 978-0-8169-1120-2)
(543b) A Data Reconciliation Methodology for Reduced Order Modeling of Process Systems
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(105c) Discovering First-Principles-Based Models Using Machine Learning for Physicochemical Systems
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(362m) Hybrid, Interpretable Machine Learning for Thermodynamic Property Estimation Using Grammar2vec for Molecular Representation
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(172a) AI-Driven Drug Discovery and Manufacturing Using Automated Ontology-Based Information Extraction
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(11b) X AI-MEG : An Ontology-Based Explanation Generator Via Machine Learning
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(300a) Introduction
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(309f) Emergence of Spontaneous Order in the Dynamics of Birds Flocking: A Statistical Teleodynamics Perspective
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(416e) A Framework for the Statistical Value of Extreme Points for Function Approximation
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(47h) AI-Based Hybrid Modelling for Chemicals-Based Product Design
2022 Annual Meeting (ISBN: 978-0-8169-1118-9)
(182b) Chemical Representations for Improving Retrosynthesis Prediction: Smiles-Grammar and Information Theory
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(449e) Teaching Artificial Intelligence to Chemical Engineers: Experiences from a 35-Year-Old Course
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(287e) Explainable AI: Generating Causal Explanations of Machine Learning-Derived Models from Data
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(475g) Discovering Interpretable Models from Data Using Machine Learning: Application to Nonlinear Parametric Models
2021 Annual Meeting (ISBN: 978-0-8169-1116-5)
(339h) Mechanism Discovery and Model Identification Using Genetic Feature Extraction and Statistical Testing
2020 Virtual AIChE Annual Meeting (ISBN: 978-0-8169-1114-1)
(477c) A Formal Grammar-Based Machine Learning Approach for Predicting Reaction Outcomes
2020 Virtual AIChE Annual Meeting (ISBN: 978-0-8169-1114-1)
(339j) Optimal Communication Topologies for Particle Swarm Optimization Under Hostile Environments
2020 Virtual AIChE Annual Meeting (ISBN: 978-0-8169-1114-1)
(650j) Statistical Teleodynamics: A Novel Framework for Unifying the Physics of Active and Passive Matter
2020 Virtual AIChE Annual Meeting (ISBN: 978-0-8169-1114-1)
(500d) Combining Symbolic-AI and Numeric-AI for Challenges in Reaction Engineering
2020 Virtual AIChE Annual Meeting (ISBN: 978-0-8169-1114-1)
(193b) How Does a Deep Neural Network Learn to Approximate Functions?
2019 AIChE Annual Meeting (ISBN: 978-0-8169-1112-7)
(504g) The Nature of Fault-Space Classification By Neural Networks
2019 AIChE Annual Meeting (ISBN: 978-0-8169-1112-7)
(463a) Rafiqul Gani Session: Introductory Remarks
2019 AIChE Annual Meeting (ISBN: 978-0-8169-1112-7)
(156g) Artificial Intelligence in Materials Science: The Good, the Bad, and the Ugly
2019 AIChE Annual Meeting (ISBN: 978-0-8169-1112-7)
(74a) Artificial Intelligence for Pharma 4.0: Challenges and Opportunities
2019 AIChE Annual Meeting (ISBN: 978-0-8169-1112-7)
Industry 4.0 Panel Discussion
2019 Spring Meeting and 15th Global Congress on Process Safety (ISBN: 978-0-8169-1109-7)
(421f) ProCAFD: A Computer-Aided Tool for Sustainable Process Synthesis, Design, Analysis and Improvement
2018 AIChE Annual Meeting (ISBN: 978-0-8169-1108-0)
(584b) Transfer Entropy-Based Dynamic Causal Maps Generation for Fault Diagnosis in Systems with Cycles
2018 AIChE Annual Meeting (ISBN: 978-0-8169-1108-0)
(658c) Emergence of Structural Features in Complex Networks Via Adaptation
2018 AIChE Annual Meeting (ISBN: 978-0-8169-1108-0)
(141f) Holmes: An Ontology-Based Knowledge Management System for Pharmaceutical Engineering
2018 AIChE Annual Meeting (ISBN: 978-0-8169-1108-0)
(12c) Control with Soft Feedback in Social Systems: Mathematical Principles, Empirical Evidence, and Applications
2017 Annual Meeting (ISBN: 978-0-8169-1102-8)
(38a) A Data-Driven Early Warning System for Mining Accidents
2017 Spring Meeting and 13th Global Congress on Process Safety (ISBN: 978-0-8169-1098-4)
(164h) Ontology-Assisted Knowledge Acquisition and Management in Pharmaceutical Engineering
2014 AIChE Annual Meeting (ISBN: 978-0-8169-1086-1)
(605d) Quantitative Modeling of DNA Grafted Nanoparticle Self-Assembly
2013 AIChE Annual Meeting (ISBN: 978-0-8169-1110-3)
(479h) An Ontology-Driven Knowledge Management Framework for Public Health
2016 AIChE Annual Meeting (ISBN: 978-0-8169-1097-7)
(144d) Road to the Promised Land of QbD: Informatics and Modeling Challenges
2013 AIChE Annual Meeting (ISBN: 978-0-8169-1110-3)
(461c) Tecsmart: A New Framework for Modeling and Analyzing Systemic Risk in Socio-Technical Systems
2014 AIChE Annual Meeting (ISBN: 978-0-8169-1086-1)
(22c) The Control of Self-Interested Agents: Learning from Nature’s Wisdom of Crowds
2016 AIChE Annual Meeting (ISBN: 978-0-8169-1097-7)
(251a) Introduction to the Session in Honor of Rex Reklaitis' 70th Birthday
2013 AIChE Annual Meeting (ISBN: 978-0-8169-1110-3)
(247n) Modeling Emergent Phenomena in Complex Sociotechnical Systems
2016 AIChE Annual Meeting (ISBN: 978-0-8169-1097-7)
(397f) Automated Learning of a Materials Science Ontology Using Natural Language Processing of Abstracts
2014 AIChE Annual Meeting (ISBN: 978-0-8169-1086-1)
(359a) Process Systems Engineering Beyond Chemical Plants: Signed Digraph As a Modeling Tool for Analyzing Systemic Risk in Financial Networks
2016 AIChE Annual Meeting (ISBN: 978-0-8169-1097-7)
(251i) Concluding Remarks to the Session in Honor of Rex Reklaitis' 70th Birthday
2013 AIChE Annual Meeting (ISBN: 978-0-8169-1110-3)
(665a) Soft Regulation: Coordinating Distributed Self-Interested Agents in Sociotechnical Systems
2014 AIChE Annual Meeting (ISBN: 978-0-8169-1086-1)
(383h) Machine Learning and Natural Language Processing for Pharmaceutical Product Engineering
2016 AIChE Annual Meeting (ISBN: 978-0-8169-1097-7)

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