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Robust Mixture Regression

r package

r package link [https://cran.r-project.org/web/packages/RobMixReg/index.html]

manual document [https://cran.r-project.org/web/packages/RobMixReg/RobMixReg.pdf]

  • License:License
  • Download:Download

Robust Mixture Regression Plot (with outliers)

[line1]

Add Regresseion Line

[line2]

Install from CRAN

install.packages("RobMixReg)
library("RobMixReg")

Install from github for most updated package.

Please report the bug as the description in the Question&Problem.

library("devtools")
devtools::install_github("changwn/RobMixReg")

Example

library(RobMixReg)
#library(robust)
library(flexmix)
library(robustbase)
library(MASS)
library(gtools)
# gaussData
x=(gaussData$x);y=as.numeric(gaussData$y);
formula01=as.formula("y~x")
example_data01=data.frame(x,y)
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01)
# simuData
example_data02 <- simuData[,1:3]
formula02=as.formula("y~X1+X2")
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01, nc=3,tRatio=0.05)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01, nc=3)

Questions & Problems

If you have any questions or problems, please feel free to open a new issue here. We will fix the new issue ASAP. You can also email the maintainers and authors below.

PhD candidate at BDR group, Indiana University School of Medicine

Assistant Professor

Department of Biostatistics, Indiana University School of Medicine

Releases

Packages

Contributors

Languages

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try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
GitHub - zcslab/RobMixReg: Robust Mixture Regression. CRAN r package: https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

r package

r package link [https://cran.r-project.org/web/packages/RobMixReg/index.html]

manual document [https://cran.r-project.org/web/packages/RobMixReg/RobMixReg.pdf]

  • License:License
  • Download:Download

Robust Mixture Regression Plot (with outliers)

[line1]

Add Regresseion Line

[line2]

Install from CRAN

install.packages("RobMixReg)
library("RobMixReg")

Install from github for most updated package.

Please report the bug as the description in the Question&Problem.

library("devtools")
devtools::install_github("changwn/RobMixReg")

Example

library(RobMixReg)
#library(robust)
library(flexmix)
library(robustbase)
library(MASS)
library(gtools)
# gaussData
x=(gaussData$x);y=as.numeric(gaussData$y);
formula01=as.formula("y~x")
example_data01=data.frame(x,y)
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01)
# simuData
example_data02 <- simuData[,1:3]
formula02=as.formula("y~X1+X2")
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01, nc=3,tRatio=0.05)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01, nc=3)

Questions & Problems

If you have any questions or problems, please feel free to open a new issue here. We will fix the new issue ASAP. You can also email the maintainers and authors below.

PhD candidate at BDR group, Indiana University School of Medicine

Assistant Professor

Department of Biostatistics, Indiana University School of Medicine

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Force GitHub README to respect dark mode (function() { var style = document.createElement('style'); style.textContent = ' .markdown-body { color-scheme: dark light; } .markdown-body pre { background: #161b22 !important; } .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; } .markdown-body table th, .markdown-body table td { border-color: #30363d !important; } .markdown-body img { background: #0d1117; } .markdown-body blockquote { border-left-color: #8b949e; } .markdown-body hr { border-color: #30363d; } '; document.head.appendChild(style); })(); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' GitHub - zcslab/RobMixReg: Robust Mixture Regression. CRAN r package: https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

r package

r package link [https://cran.r-project.org/web/packages/RobMixReg/index.html]

manual document [https://cran.r-project.org/web/packages/RobMixReg/RobMixReg.pdf]

  • License:License
  • Download:Download

Robust Mixture Regression Plot (with outliers)

[line1]

Add Regresseion Line

[line2]

Install from CRAN

install.packages("RobMixReg)
library("RobMixReg")

Install from github for most updated package.

Please report the bug as the description in the Question&Problem.

library("devtools")
devtools::install_github("changwn/RobMixReg")

Example

library(RobMixReg)
#library(robust)
library(flexmix)
library(robustbase)
library(MASS)
library(gtools)
# gaussData
x=(gaussData$x);y=as.numeric(gaussData$y);
formula01=as.formula("y~x")
example_data01=data.frame(x,y)
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01)
# simuData
example_data02 <- simuData[,1:3]
formula02=as.formula("y~X1+X2")
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01, nc=3,tRatio=0.05)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01, nc=3)

Questions & Problems

If you have any questions or problems, please feel free to open a new issue here. We will fix the new issue ASAP. You can also email the maintainers and authors below.

PhD candidate at BDR group, Indiana University School of Medicine

Assistant Professor

Department of Biostatistics, Indiana University School of Medicine

Releases

Packages

Contributors

Languages

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Skip to content

Repository files navigation

Robust Mixture Regression

r package

r package link [https://cran.r-project.org/web/packages/RobMixReg/index.html]

manual document [https://cran.r-project.org/web/packages/RobMixReg/RobMixReg.pdf]

  • License:License
  • Download:Download

Robust Mixture Regression Plot (with outliers)

[line1]

Add Regresseion Line

[line2]

Install from CRAN

install.packages("RobMixReg)
library("RobMixReg")

Install from github for most updated package.

Please report the bug as the description in the Question&Problem.

library("devtools")
devtools::install_github("changwn/RobMixReg")

Example

library(RobMixReg)
#library(robust)
library(flexmix)
library(robustbase)
library(MASS)
library(gtools)
# gaussData
x=(gaussData$x);y=as.numeric(gaussData$y);
formula01=as.formula("y~x")
example_data01=data.frame(x,y)
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01)
# simuData
example_data02 <- simuData[,1:3]
formula02=as.formula("y~X1+X2")
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01, nc=3,tRatio=0.05)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01, nc=3)

Questions & Problems

If you have any questions or problems, please feel free to open a new issue here. We will fix the new issue ASAP. You can also email the maintainers and authors below.

PhD candidate at BDR group, Indiana University School of Medicine

Assistant Professor

Department of Biostatistics, Indiana University School of Medicine

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Strip utm_, fbclid, gclid, etc. from all links on page (function() { var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content', 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid', 'ref', 'ref_src', 'source', 'medium', 'campaign']; function cleanUrl(url) { try { var u = new URL(url, window.location.origin); var changed = false; trackingParams.forEach(function(p) { if (u.searchParams.has(p)) { u.searchParams.delete(p); changed = true; } }); return changed ? u.toString() : url; } catch (e) { return url; } } function cleanLinks() { document.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } cleanLinks(); var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1) { if (node.tagName === 'A') cleanLinks(); node.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + ' GitHub - zcslab/RobMixReg: Robust Mixture Regression. CRAN r package: https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

r package

r package link [https://cran.r-project.org/web/packages/RobMixReg/index.html]

manual document [https://cran.r-project.org/web/packages/RobMixReg/RobMixReg.pdf]

  • License:License
  • Download:Download

Robust Mixture Regression Plot (with outliers)

[line1]

Add Regresseion Line

[line2]

Install from CRAN

install.packages("RobMixReg)
library("RobMixReg")

Install from github for most updated package.

Please report the bug as the description in the Question&Problem.

library("devtools")
devtools::install_github("changwn/RobMixReg")

Example

library(RobMixReg)
#library(robust)
library(flexmix)
library(robustbase)
library(MASS)
library(gtools)
# gaussData
x=(gaussData$x);y=as.numeric(gaussData$y);
formula01=as.formula("y~x")
example_data01=data.frame(x,y)
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01)
# simuData
example_data02 <- simuData[,1:3]
formula02=as.formula("y~X1+X2")
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01, nc=3,tRatio=0.05)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01, nc=3)

Questions & Problems

If you have any questions or problems, please feel free to open a new issue here. We will fix the new issue ASAP. You can also email the maintainers and authors below.

PhD candidate at BDR group, Indiana University School of Medicine

Assistant Professor

Department of Biostatistics, Indiana University School of Medicine

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Auto-enable theater mode on YouTube (function() { function tryTheater() { var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]'); if (btn && !btn.classList.contains('activated')) { btn.click(); } } // Try immediately tryTheater(); // Try after navigation (SPA) var lastUrl = location.href; setInterval(function() { if (location.href !== lastUrl) { lastUrl = location.href; setTimeout(tryTheater, 500); } }, 1000); // Also try on player load var observer = new MutationObserver(tryTheater); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' GitHub - zcslab/RobMixReg: Robust Mixture Regression. CRAN r package: https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

r package

r package link [https://cran.r-project.org/web/packages/RobMixReg/index.html]

manual document [https://cran.r-project.org/web/packages/RobMixReg/RobMixReg.pdf]

  • License:License
  • Download:Download

Robust Mixture Regression Plot (with outliers)

[line1]

Add Regresseion Line

[line2]

Install from CRAN

install.packages("RobMixReg)
library("RobMixReg")

Install from github for most updated package.

Please report the bug as the description in the Question&Problem.

library("devtools")
devtools::install_github("changwn/RobMixReg")

Example

library(RobMixReg)
#library(robust)
library(flexmix)
library(robustbase)
library(MASS)
library(gtools)
# gaussData
x=(gaussData$x);y=as.numeric(gaussData$y);
formula01=as.formula("y~x")
example_data01=data.frame(x,y)
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01)
# simuData
example_data02 <- simuData[,1:3]
formula02=as.formula("y~X1+X2")
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01, nc=3,tRatio=0.05)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01, nc=3)

Questions & Problems

If you have any questions or problems, please feel free to open a new issue here. We will fix the new issue ASAP. You can also email the maintainers and authors below.

PhD candidate at BDR group, Indiana University School of Medicine

Assistant Professor

Department of Biostatistics, Indiana University School of Medicine

Releases

Packages

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Remove or un-stick sticky/fixed headers that block content (function() { function unstick() { document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) { if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') { el.style.position = 'static'; el.style.top = 'auto'; el.style.zIndex = 'auto'; } }); } unstick(); var observer = new MutationObserver(unstick); observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] }); })(); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); })(); GitHub - zcslab/RobMixReg: Robust Mixture Regression. CRAN r package: https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

r package

r package link [https://cran.r-project.org/web/packages/RobMixReg/index.html]

manual document [https://cran.r-project.org/web/packages/RobMixReg/RobMixReg.pdf]

  • License:License
  • Download:Download

Robust Mixture Regression Plot (with outliers)

[line1]

Add Regresseion Line

[line2]

Install from CRAN

install.packages("RobMixReg)
library("RobMixReg")

Install from github for most updated package.

Please report the bug as the description in the Question&Problem.

library("devtools")
devtools::install_github("changwn/RobMixReg")

Example

library(RobMixReg)
#library(robust)
library(flexmix)
library(robustbase)
library(MASS)
library(gtools)
# gaussData
x=(gaussData$x);y=as.numeric(gaussData$y);
formula01=as.formula("y~x")
example_data01=data.frame(x,y)
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01)
# simuData
example_data02 <- simuData[,1:3]
formula02=as.formula("y~X1+X2")
res_rmr = rmr(lr.method='flexmix', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='TLE', formula=formula01, data=example_data01, nc=3,tRatio=0.05)
res_rmr = rmr(lr.method='CTLE', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixbi', formula=formula01, data=example_data01, nc=3)
res_rmr = rmr(lr.method='mixLp', formula=formula01, data=example_data01, nc=3)

Questions & Problems

If you have any questions or problems, please feel free to open a new issue here. We will fix the new issue ASAP. You can also email the maintainers and authors below.

PhD candidate at BDR group, Indiana University School of Medicine

Assistant Professor

Department of Biostatistics, Indiana University School of Medicine

Releases

Packages

Contributors

Languages