On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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2 results for “LS-SVR”

LS-SVR as a Bayesian RBF networkstat.ML

LS-SVR and Bayesian RBF networks are shown to be theoretically similar.

problem Improving LS-SVR performance through Bayesian methods.

method Formal demonstration of theoretical similarities between LS-SVR and Bayesian RBF networks.

result LS-SVR and Bayesian RBF networks have equivalent theoretical expressions.

LS-SVR Bayesian RBF networks Support Vector Regression Radial Basis Functions Maximum A Posteriori

2019-05-01abs ↗pdf ↗

Kernel based regression with robust loss function via iteratively reweighted least squarescs.LG

Improved robustness in kernel-based regression via novel loss function and IRLS.

problem Noise sensitivity in kernel-based regression methods.

method Proposed

\ell_s

-loss function and iteratively reweighted least squares (IRLS) optimization.

result Improved noise robustness in kernel-based regression methods.

kernel regression robust loss function iteratively reweighted least squares noise sensitivity LS-SVR

2019-03-27abs ↗pdf ↗