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DeepSPT

2020 AnDi challenge

Participated in AnDi challenge as a DeepSPT team.


Taegeun Song(1),(2) Chang Beom Hong(1), and Jae-Hyung Jeon(1)

(1) Department of Physics, Pohang University of Science and Technology Pohang, Korea

(2) Center for AI and Natural Sciences, Korea Institute for Advanced Study, Korea

ResNet-MLP + XGBoost

We consider 7 classes: ATTM, CRTW, FBM (subdiffusive), Levy, SBM (subdiffusive), FBM (superdiffusive) and SBM (superdiffusive).

20 features: MSD exponent, diffusion constant, exponent of aging curve, amplitude of velocity, acceleration, scaling factor, Shapiro test, Anderson- darling test, from zero to forth momentum of position, velocity.

Two curves added in features: MSD, and aging curves, and each curve has a ten-points resolution.

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2020 AnDi challenge

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