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03/03/2022
Compressed Predictive Information Coding
Unsupervised learning plays an important role in many fields, such as ar...
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11/27/2021
Learning from learning machines: a new generation of AI technology to meet the needs of science
We outline emerging opportunities and challenges to enhance the utility ...
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06/25/2021
Bayesian Inference in High-Dimensional Time-Serieswith the Orthogonal Stochastic Linear Mixing Model
Many modern time-series datasets contain large numbers of output respons...
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06/01/2021
Collaborative Nonstationary Multivariate Gaussian Process Model
Currently, multi-output Gaussian process regression models either do not...
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08/21/2018
Optimizing the Union of Intersections LASSO (UoI_LASSO) and Vector Autoregressive (UoI_VAR) Algorithms for Improved Statistical Estimation at Scale
The analysis of scientific data of increasing size and complexity requir...
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06/01/2018