PATENTS
- Prediction Optimization for System-level Production Control. Patent 11099529 [PDF] Dzung T. Phan, Lam M. Nguyen, Pavankumar Murali, Jayant R. Kalagnanam.
PATENT APPLICATIONS
- Integrated Machine Learning Prediction and Optimization for Decision-Making. Filed on March 30, 2022 Dzung T. Phan, Long Vu, Lam M. Nguyen, Dharmashankar Subramanian.
- Interpretable Clustering via Multi-Polytope Machines. Filed on February 18, 2022 Dzung T. Phan, Connor Lawless, Jayant R. Kalagnanam, Lam M. Nguyen, Chandrasekhara K. Reddy.
- Blending Graph Predictions. Filed on February 08, 2022 Thanh Lam Hoang, Gabriele Picco, Yufang Hou, Young-Suk Lee, Lam M. Nguyen, Dzung Tien Phan, Vanessa Lopez Garcia, Ramon Fernandez Astudillo.
- Optimal Control of Dynamic Systems via Linearizable Deep Learning. Filed on February 07, 2022 Dung Tien Phan, Jayant R. Kalagnanam, Lam M. Nguyen.
- Federated Learning for Training Machine Learning Models. Filed on December 21, 2021 Lam M. Nguyen, Dung Tien Phan, Jayant R. Kalagnanam.
- Boosting Classification and Regression Tree Performance with Dimension Reduction. Filed on December 14, 2021 Dung Tien Phan, Michael Huang, Pavankumar Murali, Lam M. Nguyen.
- Optimizer Agnostic Explanation System for Large Scale Schedules. Filed on November 23, 2021 Surya Shravan Kumar Sajja, Kanthi Sarpatwar, Lam M. Nguyen, Yuan Yuan Jia, Stephane Michel, Roman Vaculin.
- Reasonable Language Model Learning for Text Generation from a Knowledge Graph. Filed on November 02, 2021 Hoang Thanh Lam, Dzung T. Phan, Gabriele Picco, Lam M. Nguyen, Vanessa Lopez Garcia.
- Multi-Polytope Machine for Classification. Filed on September 30, 2021 Dzung T. Phan, Lam M. Nguyen, Jayant R. Kalagnanam, Chandrasekhara K. Reddy, Srideepika Jayaraman.
- Site-Wide Optimization for Mixed Regression Models and Mixed Control Variables. Filed on May 25, 2021 Dung Tien Phan, Nhan H. Pham, Lam M. Nguyen.
- A Shuffling-Type Gradient Method for Training Machine Learning models with Big Data. Filed on December 1, 2020 Lam M. Nguyen, Dung Tien Phan.
- System-level Control using Tree-based Regression with Outlier Removal. Filed on August 20, 2020 Dung Tien Phan, Pavankumar Murali, Lam M. Nguyen.
- Site-wide Operations Management Optimization for Manufacturing and Processing Control. Filed on August 20, 2020 Dung Tien Phan, Lam M. Nguyen, Pavankumar Murali, Hongsheng Liu.
- Tuning Classification Hyperparameters. Filed on July 27, 2020 Dung Tien Phan, Hongsheng Liu, Lam M. Nguyen.
- Automated Generation of Optimization Model for System-Wide Plant Optimization. Filed on July 24, 2020 Dung Tien Phan, Lam M. Nguyen, Pavankumar Murali, Nianjun Zhou.
- Optimal Interpretable Decision Trees using Integer Linear Programming Techniques. Filed on February 20, 2020. United States Patent Application 20210264290. Pavankumar Murali, Haoran Zhu, Dung Tien Phan, Lam M. Nguyen.
- Compression of Deep Neural Networks. Filed on March 13, 2019. United States Patent Application 20200293876. Dzung T. Phan, Lam M. Nguyen, Nam H. Nguyen, Jayant R. Kalagnanam.
