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Data-driven Analysis of T-Product-based Dynamical Systems
Xin Mao, Anqi Dong, Ziqin He +2
A wide variety of data can be represented using third-order tensors, spanning applications in chemometrics, psychometrics, and image processing. However, traditional data-driven fr…
Controllability and Observability of Temporal Hypergraphs
Anqi Dong, Xin Mao, Can Chen
Numerous complex systems, such as those arisen in ecological networks, genomic contact networks, and social networks, exhibit higher-order and time-varying characteristics, which c…
Heterogeneous Entity Representation for Medicinal Synergy Prediction
Jiawei Wu, Jun Wen, Mingyuan Yan +4
Medicinal synergy prediction is a powerful tool in drug discovery and development that harnesses the principles of combination therapy to enhance therapeutic outcomes by improving…
Network Learning with Directional Sign Patterns
Anqi Dong, Can Chen, Tryphon T. Georgiou
Complex systems can be effectively modeled via graphs that encode networked interactions, where relations between entities or nodes are often quantified by signed edge weights, e.g…
On Complexity of Stability Analysis in Higher-order Ecological Networks through Tensor Decompositions
Anqi Dong, Can Chen
Complex ecological networks are often characterized by intricate interactions that extend beyond pairwise relationships. Understanding the stability of higher-order ecological netw…