My name is Tran Quoc Hoan. I am working as a Postdoctoral Researcher at Nakajima lab – the University of…
Universal Approximation Property of Quantum Feature Maps
Encoding classical inputs into quantum states is considered a quantum feature map to map classical data into a quantum Hilbert…
Higher-order Quantum Reservoir Computing
Quantum reservoir computing (QRC) is an emerging paradigm for harnessing the natural dynamics of quantum systems as computational resources that…
Topological Data Analysis and Coupled Oscillators
The characterization of phase dynamics in coupled oscillators offers insights into fundamental phenomena in complex systems. To describe the collective…
Topological Data Analysis and Phase Transition
The study of phase transitions using is challenging, especially when little prior knowledge of the system is available. Topological data…
Topology Data Analysis and Complex Networks
Empirical studies have recently shed light on the characteristics of complex networks that are relevant to the dynamics of complex…
Topology and time-series analysis
Identifying the qualitative changes in time-series data provides insights into the dynamics associated with such data. Such qualitative changes can…
