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09/12/2023
A Consistent and Scalable Algorithm for Best Subset Selection in Single Index Models
Analysis of high-dimensional data has led to increased interest in both ...
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08/01/2023
Best-Subset Selection in Generalized Linear Models: A Fast and Consistent Algorithm via Splicing Technique
In high-dimensional generalized linear models, it is crucial to identify...
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04/05/2023
Batch mode active learning for efficient parameter estimation
For many tasks of data analysis, we may only have the information of the...
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11/29/2022
Simultaneous Best Subset Selection and Dimension Reduction via Primal-Dual Iterations
Sparse reduced rank regression is an essential statistical learning meth...
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09/28/2022
High Dimensional Portfolio Selection with Cardinality Constraints
The expanding number of assets offers more opportunities for investors b...
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09/09/2022
Quantiles, Ranks and Signs in Metric Spaces
Non-Euclidean data is currently prevalent in many fields, necessitating ...
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07/31/2022
Interpreting and predicting the economy flows: A time-varying parameter global vector autoregressive integrated the machine learning model
The paper proposes a time-varying parameter global vector autoregressive...
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05/26/2022
Interpretable travel distance on the county-wise COVID-19 by sequence to sequence with attention
Background: Travel restrictions as a means of intervention in the COVID-...
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10/19/2021
abess: A Fast Best Subset Selection Library in Python and R
We introduce a new library named abess that implements a unified framewo...
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07/15/2021
Nonparametric Statistical Inference via Metric Distribution Function in Metric Spaces
Distribution function is essential in statistical inference, and connect...
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04/23/2021
Certifiably Polynomial Algorithm for Best Group Subset Selection
Best group subset selection aims to choose a small part of non-overlappi...
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10/07/2020
Computational analysis of pathological image enables interpretable prediction for microsatellite instability
Microsatellite instability (MSI) is associated with several tumor types ...
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10/07/2020
A Fast and Effective Method of Macula Automatic Detection for Retina Images
Retina image processing is one of the crucial and popular topics of medi...
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05/31/2020
The Effects of Stringent Interventions for Coronavirus Pandemic
The pandemic of COVID-19 has caused severe public health consequences ar...
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12/13/2019
Best Subset Selection in Reduced Rank Regression
Reduced rank regression is popularly used for modeling the relationship ...
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11/09/2018
Ball: An R package for detecting distribution difference and association in metric spaces
The rapid development of modern technology facilitates the appearance of...
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08/05/2018
α-Ball divergence and its applications to change-point problems for Banach-valued sequences
In this paper, we extend a measure of divergence between two distributio...
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09/19/2017