IEEE

An Active Learning Methodology for Efficient Estimation of Expensive Noisy Black-Box Functions Using Gaussian Process Regression

Abstract: Estimation of black-box functions often requires evaluating an extensive number of expensive noisy points. Learning algorithms can actively compare the similarity between the evaluated and ...
IEEE

Function-on-Function Regression for Trajectory Prediction of Small-Scale Particles towards Next-generation Neuromorphic Computing

Abstract: Precise and efficient motion prediction and manipulation of micro- and nanoparticles in a complex fluid suspension system under external electric fields has the potential to revolutionize ...