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Generalized Monotone Incremental Forward Stagewise Method for ...


An R Package for Ordinal Regression in High-dimensional Data ...

Topics · Ordinal Response Models · Generalized Monotone Incremental Forward Stagewise · Glmnetcr · Molecular Features · Sample Size · Covariates · Methylation Level ...

Regularization method for predicting an ordinal response using ...

... algorithm: Extend the generalized monotone incremental forward stagewise (GMIFS) method to the cumulative logit ordinal model; and combine the GMIFS procedure ...

An Inductive Approach to Quantitative Methodology—Application of ...

Two such models are the cumulative generalised monotone incremental forward stagewise (GMIFS) method and the parallel element linked ...

Regularization method for predicting an ordinal response using ...

Regularization method for predicting an ordinal response using longitudinal high-dimensional genomic data. ... generalized monotone incremental forward stagewise ...

Mateusz Makowski - Matilda

Generalized monotone incremental forward stagewise method for modeling count data: application predicting micronuclei frequency. Article de revue Le texte ...

Improvement of randomized ensembles of trees for supervised ...

Incremental forward stagewise regression also denoted FSε computes an approximation of the monotone LASSO solution path and is described in Algorithm 2.5. The ...

Rebecca Lehman - The Mathematics Genealogy Project

Dissertation: The generalized monotone incremental forward stagewise method for modeling longitudinal, clustered, and overdispersed count data: Application ...

Package 'ordinalgmifs'

ceeds the sample size, using the the generalized monotone incremental forward stagewise method. License GPL (>= 2). BuildResaveData best.

Penalized negative binomial models for modeling an overdispersed ...

M Makowski, Generalized monotone incremental forward stagewise method for modeling count data: Application predicting micronuclei frequency, Cancer Inform, № 14 ...

Curriculum Vitae - The Ohio State University College of Public Health

Modeling lon- gitudinal count data using the generalized monotone incremental forward stagewise method. ENAR, Poster Presentation: Cancer ...

Regularized Ordinal Regression and the ordinalNet R Package

... generalized monotone incremental forward stagewise (GMIFS) algorithm for regularized ordinal regression models in the R package ordinalgmifs. This procedure ...

Penalized Bayesian forward continuation ratio model with ... - PLOS

This frequentist-based method uses the gener- alized monotone incremental forward stagewise (GMIFS) algorithm to fit the FCR model with an ...

Linear Methods for Regression

These all fall under the general ... This monotone decreasing function of λ is the effective degrees of freedom ... Algorithm 3.4 Incremental Forward Stagewise ...

Statistics - CORE

This has been shown to be an effective method for modeling high-dimensional data. The generalized monotone incremental forward stagewise (GMIFS) algorithm is ...

Nonnegative CCA for Audiovisual Source Separation

One particularly interesting such method is the monotone incremental forward stagewise regression approach described in [7]. In its original formulation, it ...

Least angle and l1 penalized regression - Internet Archive Scholar

Another procedure, forward stagewise regression, appears to be very different ... regression and the monotone ... (2007) A fast tracking algorithm for generalized.

serp: An R package for smoothing in ordinal regression

(2014) implements a generalized monotone incremental forward stagewise. (GMIFS) algorithm for regularized ordinal regression models, with a ...

Regularized spatial and spatio-temporal cluster detection

We adopt a fast and computationally-efficient method using a novel sparse matrix representation of the effects of potential clusters. The number of clusters and ...

OPERATIONS RESEARCH CENTER Working Paper - DSpace@MIT

Forward Stagewise Regression and Optimization Perspectives: The Incremental Forward. Stagewise algorithm [4,7,8] (FSε) with shrinkage parameter ...

Incremental Forward Stagewise Regression: Computational ...

Abstract: Incremental Forward Stagewise Regression (FSε) is a statistical algorithm that produces sparse coefficient profiles for linear regression.