All Research Projects – Page 4 – Data Science and Analytics Thrust

Global Routing Optimization in Road Networks

Lei LI, Xiaofang ZHOU

Graph, Index, Road Network, Route Planning, Shortest Path, Transportation

GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data

Nan TANG, Yuyu LUO

coreset selection, data-centric AI, machine learning; data cleaning

Handling Missing Data via Max-Entropy Regularized Graph Autoencoder

Jia LI, Fugee TSUNG

ML: Graph-based Machine Learning

Hierarchical graph learning for protein–protein interaction

Jia LI

HIGH-PPI, Protein-Protein Interactions

Human Mobility Modeling during the COVID-19 Pandemic via Deep Graph Diffusion Infomax

Jia LI, Fugee TSUNG

Deep Graph Diffusion Infomax, Non-Pharmaceutical Interventions

Hyper-Parameter Optimization

Zeyi WEN

Hyper-parameter Optimization, Machine Learning, Resource Efficiency

Improving Generalization in Equivariant Graph Neural Networks with Physical Inductive Biases

Jia LI, Fugee TSUNG

Equivariant Graph Neural Network, Graph Neural Network

Intelligent Quantitative Investment Technologies Based on Knowledge Base

Lei CHEN

Dynamic knowledge fusion,Dynamic knowledge graph representation,Explainable AI,Human-interacted knowledge extraction,Knowledge update,Knowledge-driven prediction model,Prediction model with incremental learning

Just-In-Time Routing Planning

Lei LI, Xiaofang ZHOU

Continuous, Diversified, Dynamic, Graph, Route Planning, Transportation

Knowledge Graph Completion with Counterfactual Augmentation

Jia LI

causal inference, graph augmentation, graph neural networks, knowledge graph completion