Package robustreg. R topics documented: April 27, Version Date Title Robust Regression Functions
|
|
|
- Linette Barnett
- 5 years ago
- Views:
Transcription
1 Version Date Title Robust Regression Functions Package robustreg April 27, 2017 Author Ian M. Johnson Maintainer Ian M. Johnson Depends R (>= 3.0.0) Linear regression functions using Huber and bisquare psi functions. Optimal weights are calculated using IRLS algorithm. License GPL (>= 2) Imports stats (>= 3.0.0), Matrix (>= 1.1.0), Rcpp (>= ) LinkingTo Rcpp, RcppArmadillo NeedsCompilation yes Repository CRAN Date/Publication :18:04 UTC R topics documented: fit_rcpp mad_rcpp median_rcpp psibs_rcpp psihuber_rcpp robustregbs robustregh Index 7 1
2 2 mad_rcpp fit_rcpp Predict y from X and b Predict y vector from X design matrix and b vector fit_rcpp(x,b) X b Design matrix Estimates of beta fit_rcpp(x,b) mad_rcpp Median Absolute Deviation (MAD) Rcpp fast implementation of median absolute deviation (MAD) mad_rcpp(r,scale_factor = ) r scale_factor A numeric vector Scale factor mad_rcpp(r,scale_factor = )
3 median_rcpp 3 median_rcpp Median Rcpp fast implementation of median median_rcpp(x) x A numeric vector containing the values whose median is to be computed. median_rcpp(x) psibs_rcpp Tukey s Bisquare Psi Function Rcpp fast implementation of Tukey s Bisquare psi function psibs_rcpp(r,c) r c A numeric vector Tuning constant psibs_rcpp(r,c)
4 4 robustregbs psihuber_rcpp Huber Psi Function Rcpp fast implementation of Huber s Psi Function psihuber_rcpp(r,c) r c A numeric vector Tuning constant psihuber_rcpp(r,c) robustregbs Robust Fitting of Linear Models using Bisquare Psi Function Using iteratively reweighted least squares (IRLS), the function calculates the optimal weights to perform m-estimator or bounded influence regression. Returns robust beta estimates, mean squared error (MSE) and prints robust ANOVA table. robustregbs(formula,data,tune=4.685,m=true,max.it=1000,tol=1e-5,anova.table=false) formula data tune m max.it tol anova.table Model A data frame containing the variables in the model. Tuning Constant. Default value of is 95% asymptotically efficient against outliers If TRUE, calculates m estimates of beta. If FALSE, calculates bounded influence estimates of beta Maximum number of iterations to achieve convergence in IRLS algorithm Tolerance level in determining convergence If TRUE, prints robust ANOVA table
5 robustregh 5 Details M-estimates of beta should be used when evaluating least squares estimates of beta and diagnostics show outliers. Least squares estimates of beta should be used as starting points to achieve convergence. Bounded influence estimates of beta should be used when evaluating least squares estimates of beta and diagnostics show large values of the "Hat Matrix" diagonals and outliers. Note Original package written in 2006 Author(s) Ian M. Johnson <ian@alpha-analysis.com> References Tukey, Birch, Robust F-Test, 1983 See Also robustregh() data(stackloss) robustregbs(stack.loss~air.flow+water.temp,data=stackloss) #If X matrix contained large values of H matrix (high influence points) robustregbs(stack.loss~air.flow+water.temp,data=stackloss,m=false) robustregh Robust Fitting of Linear Models using Huber Psi Function Using iteratively reweighted least squares (IRLS), the function calculates the optimal weights to perform m-estimator or bounded influence regression. Returns robust beta estimates, mean squared error (MSE) and prints robust ANOVA table robustregh(formula,data,tune=1.345,m=true,max.it=1000,tol=1e-5,anova.table=false)
6 6 robustregh formula data tune m max.it tol anova.table Model A data frame containing the variables in the model. Tuning Constant. Default value of is 95% asymptotically efficient against outliers If TRUE, calculates m estimates of beta. If FALSE, calculates bounded influence estimates of beta Maximum number of iterations to achieve convergence in IRLS algorithm Tolerance level in determining convergence If TRUE, prints robust ANOVA table Details Note M-estimates of beta should be used when evaluating least squares estimates of beta and diagnostics show outliers. Least squares estimates of beta are used as starting points to achieve convergence. Bounded influence estimates of beta should be used when evaluating least squares estimates of beta and diagnostics show large values of the "Hat Matrix" diagonals and outliers. Original package written in 2006 Author(s) Ian M. Johnson <ian@alpha-analysis.com> References See Also P. J. Huber (1981) Robust Statistics. Wiley. Birch (1983) Robust F-Test robustregbs() data(stackloss) robustregh(stack.loss~air.flow+water.temp,data=stackloss) #If X matrix contained large values of H matrix (high influence points) robustregh(stack.loss~air.flow+water.temp,data=stackloss,m=false)
7 Index Topic regression robustregbs, 4 robustregh, 5 fit_rcpp, 2 mad_rcpp, 2 median_rcpp, 3 psibs_rcpp, 3 psihuber_rcpp, 4 robustregbs, 4 robustregh, 5 7
Package inca. February 13, 2018
Type Package Title Integer Calibration Version 0.0.3 Date 2018-02-09 Package inca February 13, 2018 Author Luca Sartore and Kelly Toppin Maintainer
Package smoothmest. February 20, 2015
Package smoothmest February 20, 2015 Title Smoothed M-estimators for 1-dimensional location Version 0.1-2 Date 2012-08-22 Author Christian Hennig Depends R (>= 2.0), MASS Some
Package TVsMiss. April 5, 2018
Type Package Title Variable Selection for Missing Data Version 0.1.1 Date 2018-04-05 Author Jiwei Zhao, Yang Yang, and Ning Yang Maintainer Yang Yang Package TVsMiss April 5, 2018
Package ramcmc. May 29, 2018
Title Robust Adaptive Metropolis Algorithm Version 0.1.0-1 Date 2018-05-29 Author Jouni Helske Package ramcmc May 29, 2018 Maintainer Jouni Helske Function for adapting the shape
Package MTLR. March 9, 2019
Type Package Package MTLR March 9, 2019 Title Survival Prediction with Multi-Task Logistic Regression Version 0.2.0 Author Humza Haider Maintainer Humza Haider URL https://github.com/haiderstats/mtlr
Package ECctmc. May 1, 2018
Type Package Package ECctmc May 1, 2018 Title Simulation from Endpoint-Conditioned Continuous Time Markov Chains Version 0.2.5 Date 2018-04-30 URL https://github.com/fintzij/ecctmc BugReports https://github.com/fintzij/ecctmc/issues
Package hiernet. March 18, 2018
Title A Lasso for Hierarchical Interactions Version 1.7 Author Jacob Bien and Rob Tibshirani Package hiernet March 18, 2018 Fits sparse interaction models for continuous and binary responses subject to
Package RaPKod. February 5, 2018
Package RaPKod February 5, 2018 Type Package Title Random Projection Kernel Outlier Detector Version 0.9 Date 2018-01-30 Author Jeremie Kellner Maintainer Jeremie Kellner
Package influence.sem
Type Package Package influence.sem April 14, 2018 Title Case Influence in Structural Equation Models Version 2.2 Date 2018-04-14 Author Massimiliano Pastore & Gianmarco Altoe' Depends lavaan Suggests tcltk
Package ADMM. May 29, 2018
Type Package Package ADMM May 29, 2018 Title Algorithms using Alternating Direction Method of Multipliers Version 0.3.0 Provides algorithms to solve popular optimization problems in statistics such as
Package ccapp. March 7, 2016
Type Package Package ccapp March 7, 2016 Title (Robust) Canonical Correlation Analysis via Projection Pursuit Version 0.3.2 Date 2016-03-07 Depends R (>= 3.2.0), parallel, pcapp (>= 1.8-1), robustbase
Package subplex. April 5, 2018
Package subplex April 5, 2018 Version 1.5-4 Date 2018-04-04 Title Unconstrained Optimization using the Subplex Algorithm License GPL-3 Depends R(>= 2.5.1) URL https://github.com/kingaa/subplex/ BugReports
Package robets. March 6, Type Package
Type Package Package robets March 6, 2018 Title Forecasting Time Series with Robust Exponential Smoothing Version 1.4 Date 2018-03-06 We provide an outlier robust alternative of the function ets() in the
Package GLDreg. February 28, 2017
Type Package Package GLDreg February 28, 2017 Title Fit GLD Regression Model and GLD Quantile Regression Model to Empirical Data Version 1.0.7 Date 2017-03-15 Author Steve Su, with contributions from:
Package libstabler. June 1, 2017
Version 1.0 Date 2017-05-25 Package libstabler June 1, 2017 Title Fast and Accurate Evaluation, Random Number Generation and Parameter Estimation of Skew Stable Distributions Tools for fast and accurate
Package bife. May 7, 2017
Type Package Title Binary Choice Models with Fixed Effects Version 0.4 Date 2017-05-06 Package May 7, 2017 Estimates fixed effects binary choice models (logit and probit) with potentially many individual
Package robustgam. February 20, 2015
Type Package Package robustgam February 20, 2015 Title Robust Estimation for Generalized Additive Models Version 0.1.7 Date 2013-5-7 Author Raymond K. W. Wong, Fang Yao and Thomas C. M. Lee Maintainer
Package rmi. R topics documented: August 2, Title Mutual Information Estimators Version Author Isaac Michaud [cre, aut]
![Package rmi. R topics documented: August 2, Title Mutual Information Estimators Version Author Isaac Michaud [cre, aut]](/thumbs/86/94765717.jpg "Package rmi. R topics documented: August 2, Title Mutual Information Estimators Version Author Isaac Michaud [cre, aut]")
Title Mutual Information Estimators Version 0.1.1 Author Isaac Michaud [cre, aut] Pacage rmi August 2, 2018 Maintainer Isaac Michaud Provides mutual information estimators based on
Package gee. June 29, 2015
Title Generalized Estimation Equation Solver Version 4.13-19 Depends stats Suggests MASS Date 2015-06-29 DateNote Gee version 1998-01-27 Package gee June 29, 2015 Author Vincent J Carey. Ported to R by
Package GADAG. April 11, 2017
Type Package Package GADAG April 11, 2017 Title A Genetic Algorithm for Learning Directed Acyclic Graphs Version 0.99.0 Date 2017-04-07 Author Magali Champion, Victor Picheny and Matthieu Vignes Maintainer
Package GenSA. R topics documented: January 17, Type Package Title Generalized Simulated Annealing Version 1.1.
Type Package Title Generalized Simulated Annealing Version 1.1.7 Date 2018-01-15 Package GenSA January 17, 2018 Author Sylvain Gubian, Yang Xiang, Brian Suomela, Julia Hoeng, PMP SA. Maintainer Sylvain
NCSS Statistical Software. Robust Regression
Chapter 308 Introduction Multiple regression analysis is documented in Chapter 305 Multiple Regression, so that information will not be repeated here. Refer to that chapter for in depth coverage of multiple
Package milr. June 8, 2017
Type Package Package milr June 8, 2017 Title Multiple-Instance Logistic Regression with LASSO Penalty Version 0.3.0 Date 2017-06-05 The multiple instance data set consists of many independent subjects
Package robustgam. January 7, 2013
Package robustgam January 7, 2013 Type Package Title Robust Estimation for Generalized Additive Models Version 0.1.5 Date 2013-1-6 Author Raymond K. W. Wong Maintainer Raymond K. W. Wong
Package SSLASSO. August 28, 2018
Package SSLASSO August 28, 2018 Version 1.2-1 Date 2018-08-28 Title The Spike-and-Slab LASSO Author Veronika Rockova [aut,cre], Gemma Moran [aut] Maintainer Gemma Moran Description
Package ibm. August 29, 2016
Version 0.1.0 Title Individual Based Models in R Package ibm August 29, 2016 Implementation of some (simple) Individual Based Models and methods to create new ones, particularly for population dynamics
NAG Fortran Library Routine Document G02HKF.1
NAG Fortran Library Routine Document Note: before using this routine, please read the Users Note for your implementation to check the interpretation of bold italicised terms and other implementation-dependent
Package elmnnrcpp. July 21, 2018
Type Package Title The Extreme Learning Machine Algorithm Version 1.0.1 Date 2018-07-21 Package elmnnrcpp July 21, 2018 BugReports https://github.com/mlampros/elmnnrcpp/issues URL https://github.com/mlampros/elmnnrcpp
Package mcemglm. November 29, 2015
Type Package Package mcemglm November 29, 2015 Title Maximum Likelihood Estimation for Generalized Linear Mixed Models Version 1.1 Date 2015-11-28 Author Felipe Acosta Archila Maintainer Maximum likelihood
Package CompGLM. April 29, 2018
Type Package Package CompGLM April 29, 2018 Title Conway-Maxwell-Poisson GLM and Distribution Functions Version 2.0 Date 2018-04-29 Author Jeffrey Pollock Maintainer URL https://github.com/jeffpollock9/compglm
Package CircOutlier. January 12, 2016
Type Package Package CircOutlier January 12, 2016 Title Detection of Outliers in Circular-Circular Regression Version 3.2.3 Date 2016-01-11 Author - Ferdowsi University Of Mashhad Maintainer Azade Ghazanfarihesari
Package strat. November 23, 2016
Type Package Package strat November 23, 2016 Title An Implementation of the Stratification Index Version 0.1 An implementation of the stratification index proposed by Zhou (2012) .
Package CVR. March 22, 2017
Type Package Title Canonical Variate Regression Version 0.1.1 Date 2017-03-17 Author Chongliang Luo, Kun Chen. Package CVR March 22, 2017 Maintainer Chongliang Luo Perform canonical
Package diagis. January 25, 2018
Type Package Package diagis January 25, 2018 Title Diagnostic Plot and Multivariate Summary Statistics of Weighted Samples from Importance Sampling Version 0.1.3-1 Date 2018-01-25 Author Jouni Helske Maintainer
Package pnmtrem. February 20, Index 9
Type Package Package pnmtrem February 20, 2015 Title Probit-Normal Marginalized Transition Random Effects Models Version 1.3 Date 2013-05-19 Author Ozgur Asar, Ozlem Ilk Depends MASS Maintainer Ozgur Asar
Package intcensroc. May 2, 2018
Type Package Package intcensroc May 2, 2018 Title Fast Spline Function Based Constrained Maximum Likelihood Estimator for AUC Estimation of Interval Censored Survival Data Version 0.1.1 Date 2018-05-03
Package nlnet. April 8, 2018
Type Package Package nlnet April 8, 2018 Title Nonlinear Network Reconstruction, Clustering, and Variable Selection Based on DCOL (Distance Based on Conditional Ordered List) Version 1.2 Date 2018-04-07
Package SAENET. June 4, 2015
Type Package Package SAENET June 4, 2015 Title A Stacked Autoencoder Implementation with Interface to 'neuralnet' Version 1.1 Date 2015-06-04 An implementation of a stacked sparse autoencoder for dimension
Package fasttextr. May 12, 2017
Type Package Title An Interface to the 'fasttext' Library Version 1.0 Date 2016-09-22 Author Florian Schwendinger [aut, cre] Package fasttextr May 12, 2017 Maintainer Florian Schwendinger
Overview. Background. Locating quantitative trait loci (QTL)
Overview Implementation of robust methods for locating quantitative trait loci in R Introduction to QTL mapping Andreas Baierl and Andreas Futschik Institute of Statistics and Decision Support Systems
Package apastyle. March 29, 2017
Type Package Title Generate APA Tables for MS Word Version 0.5 Date 2017-03-29 Author Jort de Vreeze [aut, cre] Package apastyle March 29, 2017 Maintainer Jort de Vreeze Most
Package sgd. August 29, 2016
Type Package Package sgd August 29, 2016 Title Stochastic Gradient Descent for Scalable Estimation Version 1.1 Maintainer Dustin Tran A fast and flexible set of tools for large
Package glinternet. June 15, 2018
Type Package Package glinternet June 15, 2018 Title Learning Interactions via Hierarchical Group-Lasso Regularization Version 1.0.8 Date 2018-06-20 Author Michael Lim, Trevor Hastie Maintainer Michael
Package KRMM. R topics documented: June 3, Type Package Title Kernel Ridge Mixed Model Version 1.0 Author Laval Jacquin [aut, cre]
![Package KRMM. R topics documented: June 3, Type Package Title Kernel Ridge Mixed Model Version 1.0 Author Laval Jacquin [aut, cre]](/thumbs/80/81663456.jpg "Package KRMM. R topics documented: June 3, Type Package Title Kernel Ridge Mixed Model Version 1.0 Author Laval Jacquin [aut, cre]")
Type Package Title Kernel Ridge Mixed Model Version 1.0 Author Laval Jacquin [aut, cre] Package KRMM June 3, 2017 Maintainer Laval Jacquin Description Solves kernel ridge regression,
Package psda. September 5, 2017
Title Polygonal Symbolic Data Analysis Version 1.0.0 Date 2017-09-05 Package psda September 5, 2017 An implementation of symbolic al data analysis. The package presents the estimation of main descriptive
Package PPtreeViz. R topics documented: February 14, 2018
Package PPtreeViz February 14, 2018 Title Projection Pursuit Classification Tree Visualization Tools for exploring projection pursuit classification tree using various projection pursuit indexes. Version
Package quadprogxt. February 4, 2018
Package quadprogxt February 4, 2018 Title Quadratic Programming with Absolute Value Constraints Version 0.0.2 Description Extends the quadprog package to solve quadratic programs with absolute value constraints
Package treethresh. R topics documented: June 30, Version Date
Version 0.1-11 Date 2017-06-29 Package treethresh June 30, 2017 Title Methods for Tree-Based Local Adaptive Thresholding Author Ludger Evers and Tim Heaton
Package assortnet. January 18, 2016
Type Package Package assortnet January 18, 2016 Title Calculate the Assortativity Coefficient of Weighted and Binary Networks Version 0.12 Date 2016-01-18 Author Damien Farine Maintainer
Package mhde. October 23, 2015
Package mhde October 23, 2015 Type Package Title Minimum Hellinger Distance Test for Normality Version 1.0-1 Date 2015-10-21 Author Paul W. Eslinger [aut, cre], Heather Orr [aut, ctb] Maintainer Paul W.
SAS/STAT 13.1 User s Guide. The ROBUSTREG Procedure
SAS/STAT 13.1 User s Guide The ROBUSTREG Procedure This document is an individual chapter from SAS/STAT 13.1 User s Guide. The correct bibliographic citation for the complete manual is as follows: SAS
Package RobustGaSP. R topics documented: September 11, Type Package
Type Package Package RobustGaSP September 11, 2018 Title Robust Gaussian Stochastic Process Emulation Version 0.5.6 Date/Publication 2018-09-11 08:10:03 UTC Maintainer Mengyang Gu Author
Package acebayes. R topics documented: November 21, Type Package
Type Package Package acebayes November 21, 2018 Title Optimal Bayesian Experimental Design using the ACE Algorithm Version 1.5.2 Date 2018-11-21 Author Antony M. Overstall, David C. Woods & Maria Adamou
Package automl. September 13, 2018
Type Package Title Deep Learning with Metaheuristic Version 1.0.5 Author Alex Boulangé Package automl September 13, 2018 Maintainer Alex Boulangé Fits from
Package OLScurve. August 29, 2016
Type Package Title OLS growth curve trajectories Version 0.2.0 Date 2014-02-20 Package OLScurve August 29, 2016 Maintainer Provides tools for more easily organizing and plotting individual ordinary least
Package bayeslongitudinal
Type Package Package bayeslongitudinal July 25, 2017 Title Adjust Longitudinal Regression Models Using Bayesian Methodology Version 0.1.0 Date 2017-07-18 Author Edwin Javier Castillo Carreño, Edilberto
Package GauPro. September 11, 2017
Type Package Title Gaussian Process Fitting Version 0.2.2 Author Collin Erickson Package GauPro September 11, 2017 Maintainer Collin Erickson Fits a Gaussian process model to
Package glmmml. R topics documented: March 25, Encoding UTF-8 Version Date Title Generalized Linear Models with Clustering
Encoding UTF-8 Version 1.0.3 Date 2018-03-25 Title Generalized Linear Models with Clustering Package glmmml March 25, 2018 Binomial and Poisson regression for clustered data, fixed and random effects with
Package optimization
Type Package Package optimization October 24, 2017 Title Flexible Optimization of Complex Loss Functions with State and Parameter Space Constraints Version 1.0-7 Date 2017-10-20 Author Kai Husmann and
Package qboxplot. November 12, qboxplot... 1 qboxplot.stats Index 5. Quantile-Based Boxplots
Package qboxplot November 12, 2017 Title Quantile-Based Boxplot Version 0.2 Date 2017-11-12 Author Tom Pike Maintainer Tom Pike Description Produce quantile-based box-and-whisker
Package sparsereg. R topics documented: March 10, Type Package
Type Package Package sparsereg March 10, 2016 Title Sparse Bayesian Models for Regression, Subgroup Analysis, and Panel Data Version 1.2 Date 2016-03-01 Author Marc Ratkovic and Dustin Tingley Maintainer
Package sfadv. June 19, 2017
Version 1.0.1 Date 2017-06-19 Package sfadv June 19, 2017 Title Advanced Methods for Stochastic Frontier Analysis Maintainer Yann Desjeux Description Stochastic frontier analysis
Package rpst. June 6, 2017
Type Package Title Recursive Partitioning Survival Trees Version 1.0.0 Date 2017-6-6 Author Maintainer Package rpst June 6, 2017 An implementation of Recursive Partitioning Survival Trees
Package TANDEM. R topics documented: June 15, Type Package
Type Package Package TANDEM June 15, 2017 Title A Two-Stage Approach to Maximize Interpretability of Drug Response Models Based on Multiple Molecular Data Types Version 1.0.2 Date 2017-04-07 Author Nanne
Package cwm. R topics documented: February 19, 2015
Package cwm February 19, 2015 Type Package Title Cluster Weighted Models by EM algorithm Version 0.0.3 Date 2013-03-26 Author Giorgio Spedicato, Simona C. Minotti Depends R (>= 2.14), MASS Imports methods,
Package geogrid. August 19, 2018
Package geogrid August 19, 2018 Title Turn Geospatial Polygons into Regular or Hexagonal Grids Version 0.1.0.1 Turn irregular polygons (such as geographical regions) into regular or hexagonal grids. This
Package SAM. March 12, 2019
Type Package Title Sparse Additive Modelling Version 1.1.1 Date 2019-02-18 Package SAM March 12, 2019 Author Haoming Jiang, Yukun Ma, Xinyu Fei, Tuo Zhao, Xingguo Li, Han Liu, and Kathryn Roeder Maintainer
Package ANOVAreplication
Type Package Version 1.1.2 Package ANOVAreplication September 30, 2017 Title Test ANOVA Replications by Means of the Prior Predictive p- Author M. A. J. Zondervan-Zwijnenburg Maintainer M. A. J. Zondervan-Zwijnenburg
Package atmcmc. February 19, 2015
Type Package Package atmcmc February 19, 2015 Title Automatically Tuned Markov Chain Monte Carlo Version 1.0 Date 2014-09-16 Author Jinyoung Yang Maintainer Jinyoung Yang
Package mmtsne. July 28, 2017
Type Package Title Multiple Maps t-sne Author Benjamin J. Radford Package mmtsne July 28, 2017 Maintainer Benjamin J. Radford Version 0.1.0 An implementation of multiple maps
Package DTRreg. August 30, 2017
Package DTRreg August 30, 2017 Type Package Title DTR Estimation and Inference via G-Estimation, Dynamic WOLS, and Q-Learning Version 1.3 Date 2017-08-30 Author Michael Wallace, Erica E M Moodie, David
Package ssmn. R topics documented: August 9, Type Package. Title Skew Scale Mixtures of Normal Distributions. Version 1.1.
Package ssmn August 9, 2016 Type Package Title Skew Scale Mixtures of Normal Distributions Version 1.1 Date 2016-08-08 Author Luis Benites Sanchez and Clecio da Silva Ferreira Maintainer Luis Benites Sanchez
CDAA No. 4 - Part Two - Multiple Regression - Initial Data Screening
CDAA No. 4 - Part Two - Multiple Regression - Initial Data Screening Variables Entered/Removed b Variables Entered GPA in other high school, test, Math test, GPA, High school math GPA a Variables Removed
Package RAMP. May 25, 2017
Type Package Package RAMP May 25, 2017 Title Regularized Generalized Linear Models with Interaction Effects Version 2.0.1 Date 2017-05-24 Author Yang Feng, Ning Hao and Hao Helen Zhang Maintainer Yang
Package merror. November 3, 2015
Version 2.0.2 Date 2015-10-20 Package merror November 3, 2015 Author Title Accuracy and Precision of Measurements N>=3 methods are used to measure each of n items. The data are used
Package filling. December 11, 2017
Type Package Package filling December 11, 2017 Title Matrix Completion, Imputation, and Inpainting Methods Version 0.1.0 Filling in the missing entries of a partially observed data is one of fundamental
Package dglm. August 24, 2016
Version 1.8.3 Date 2015-10-27 Title Double Generalized Linear Models Package dglm August 24, 2016 Author Peter K Dunn and Gordon K Smyth Maintainer Robert Corty
Package NNLM. June 18, 2018
Type Package Package NNLM June 18, 2018 Title Fast and Versatile Non-Negative Matrix Factorization Description This is a package for Non-Negative Linear Models (NNLM). It implements fast sequential coordinate
Package flam. April 6, 2018
Type Package Package flam April 6, 2018 Title Fits Piecewise Constant Models with Data-Adaptive Knots Version 3.2 Date 2018-04-05 Author Ashley Petersen Maintainer Ashley Petersen
Package palmtree. January 16, 2018
Package palmtree January 16, 2018 Title Partially Additive (Generalized) Linear Model Trees Date 2018-01-15 Version 0.9-0 Description This is an implementation of model-based trees with global model parameters
Package nsprcomp. August 29, 2016
Version 0.5 Date 2014-02-03 Title Non-Negative and Sparse PCA Package nsprcomp August 29, 2016 Description This package implements two methods for performing a constrained principal component analysis
Package bayesdp. July 10, 2018
Type Package Package bayesdp July 10, 2018 Title Tools for the Bayesian Discount Prior Function Version 1.3.2 Date 2018-07-10 Depends R (>= 3.2.3), ggplot2, survival, methods Functions for data augmentation
Package DRaWR. February 5, 2016
Title Discriminative Random Walk with Restart Version 1.0.1 Author Charles Blatti [aut, cre] Package DRaWR February 5, 2016 Maintainer Charles Blatti We present DRaWR, a network-based
Package Numero. November 24, 2018
Package Numero November 24, 2018 Type Package Title Statistical Framework to Define Subgroups in Complex Datasets Version 1.1.1 Date 2018-11-21 Author Song Gao [aut], Stefan Mutter [aut], Aaron E. Casey
Package validara. October 19, 2017
Type Package Title Validate Brazilian Administrative Registers Version 0.1.1 Package validara October 19, 2017 Maintainer Gustavo Coelho Contains functions to validate administrative
Package stapler. November 27, 2017
Version 0.6.3 Package stapler November 27, 2017 Title Simultaneous Truth and Performance Level Estimation An implementation of Simultaneous Truth and Performance Level Estimation (STAPLE) .
Package JGEE. November 18, 2015
Type Package Package JGEE November 18, 2015 Title Joint Generalized Estimating Equation Solver Version 1.1 Date 2015-11-17 Author Gul Inan Maintainer Gul Inan Fits two different joint
Package PUlasso. April 7, 2018
Type Package Package PUlasso April 7, 2018 Title High-Dimensional Variable Selection with Presence-Only Data Version 3.1 Date 2018-4-4 Efficient algorithm for solving PU (Positive and Unlabelled) problem
Package CMPControl. February 19, 2015
Package CMPControl February 19, 2015 Type Package Title Control Charts for Conway-Maxwell-Poisson Distribution Version 1.0 Date 2014-04-05 Author Kimberly Sellers ; Luis Costa
Robust Regression. Robust Data Mining Techniques By Boonyakorn Jantaranuson
Robust Regression Robust Data Mining Techniques By Boonyakorn Jantaranuson Outline Introduction OLS and important terminology Least Median of Squares (LMedS) M-estimator Penalized least squares What is
Package mixsqp. November 14, 2018
Encoding UTF-8 Type Package Version 0.1-79 Date 2018-11-05 Package mixsqp November 14, 2018 Title Sequential Quadratic Programming for Fast Maximum-Likelihood Estimation of Mixture Proportions URL https://github.com/stephenslab/mixsqp
Package rmumps. September 19, 2017
Type Package Title Wrapper for MUMPS Library Version 5.1.1-3 Date 2017-09-19 Author Serguei Sokol Package rmumps September 19, 2017 Maintainer Serguei Sokol Description Some basic
Package vinereg. August 10, 2018
Type Package Title D-Vine Quantile Regression Version 0.5.0 Package vinereg August 10, 2018 Maintainer Thomas Nagler Description Implements D-vine quantile regression models with parametric
Package RcppProgress
Package RcppProgress May 11, 2018 Maintainer Karl Forner License GPL (>= 3) Title An Interruptible Progress Bar with OpenMP Support for C++ in R Packages Type Package LazyLoad yes
Package BigVAR. R topics documented: April 3, Type Package
Type Package Package BigVAR April 3, 2017 Title Dimension Reduction Methods for Multivariate Time Series Version 1.0.2 Date 2017-03-24 Estimates VAR and VARX models with structured Lasso Penalties. Depends
Package desirability
Package desirability February 15, 2013 Version 1.05 Date 2012-01-07 Title Desirabiliy Function Optimization and Ranking Author Max Kuhn Description S3 classes for multivariate optimization using the desirability
Package Rtsne. April 14, 2017
Type Package Package Rtsne April 14, 2017 Title T-Distributed Stochastic Neighbor Embedding using a Barnes-Hut Implementation Version 0.13 Description An R wrapper around the fast T-distributed Stochastic
Package PedCNV. February 19, 2015
Type Package Package PedCNV February 19, 2015 Title An implementation for association analysis with CNV data. Version 0.1 Date 2013-08-03 Author, Sungho Won and Weicheng Zhu Maintainer
Package mtsdi. January 23, 2018
Version 0.3.5 Date 2018-01-02 Package mtsdi January 23, 2018 Author Washington Junger and Antonio Ponce de Leon Maintainer Washington Junger
Package StVAR. February 11, 2017
Type Package Title Student's t Vector Autoregression (StVAR) Version 1.1 Date 2017-02-10 Author Niraj Poudyal Maintainer Niraj Poudyal Package StVAR February 11, 2017 Description Estimation