Search Results - "High-dimensional statistics"
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On group-wise ℓp regularization: Theory and efficient algorithms
Published 2015“…Following advances in compressed sensing and high-dimensional statistics, many pattern recognition methods have been developed with ℓ1 regularization, which promotes sparse solutions. …”
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A Robust high dimensional correlation matrices statistic for covariance singularity with outlier
Published 2025“…In conclusion, this study contributes to robust high-dimensional statistical testing by offering enhanced methods capable of handling outliers and singular matrices.…”
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