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.

168,695 papers · 148 categories

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2 results for “RBF-net”

Individualized Multi-Treatment Response Curves Estimation using RBF-net with Shared Neuronsstat.ME

Estimates individualized treatment effects using shared RBF-net neurons.

problem Identifying differential treatment effects based on covariates.

method Non-parametric radial basis function (RBF)-nets with shared hidden neurons in a Bayesian framework.

result Demonstrated through simulations and real data, the method identifies interesting treatment effects.

treatment effects precision medicine sepsis RBF-net shared neurons

2024-01-29abs ↗pdf ↗

Readouts for Echo-state Networks Built using Locally Regularized Orthogonal Forward Regressionstat.ML

Echo state network (ESN) is viewed as a temporal non-orthogonal expansion with pseudo-random parameters. Such expansions naturally give rise to regressors of various relevance to a teacher output. We illustrate that often only a certain amount of the generated echo-regressors effectively explain the variance of the tea…

2011-10-19abs ↗pdf ↗