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Robust Mixture Regression

LicenseCRAN_Status_Badgecran checksTotal DownloadsdocumentationHi

Recent Update

A Python package of RobMixReg is developed by Hanming Ye and will be released soon.

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")

Tutorial

A comprehensive and complete tutorial is here.

News

The package version control is in News.md

Citations

If you find the code helpful in your resarch or work, please cite us.

@article{wennan2020cat,
title={A New Algorithm using Component-wise Adaptive Trimming For Robust Mixture Regression},
author={Chang, Wennan and Wan, Changlin and Zhou, Xinyu and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2005.11599},
year={2020}
}
@article{chang2020supervised,
title={Supervised clustering of high dimensional data using regularized mixture modeling},
author={Chang, Wennan and Wan, Changlin and Zang, Yong and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2007.09720},
year={2020}
}

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 Biomedical Data Research Lab (BDRL) , Indiana University School of Medicine

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try {
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var __re = new RegExp('^' + "github\\.com" + '
GitHub - changwn/RobMixReg: Robust Mixture Regression https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
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Repository files navigation

Robust Mixture Regression

LicenseCRAN_Status_Badgecran checksTotal DownloadsdocumentationHi

Recent Update

A Python package of RobMixReg is developed by Hanming Ye and will be released soon.

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")

Tutorial

A comprehensive and complete tutorial is here.

News

The package version control is in News.md

Citations

If you find the code helpful in your resarch or work, please cite us.

@article{wennan2020cat,
title={A New Algorithm using Component-wise Adaptive Trimming For Robust Mixture Regression},
author={Chang, Wennan and Wan, Changlin and Zhou, Xinyu and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2005.11599},
year={2020}
}
@article{chang2020supervised,
title={Supervised clustering of high dimensional data using regularized mixture modeling},
author={Chang, Wennan and Wan, Changlin and Zang, Yong and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2007.09720},
year={2020}
}

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 Biomedical Data Research Lab (BDRL) , Indiana University School of Medicine

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, '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 - changwn/RobMixReg: Robust Mixture Regression https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

LicenseCRAN_Status_Badgecran checksTotal DownloadsdocumentationHi

Recent Update

A Python package of RobMixReg is developed by Hanming Ye and will be released soon.

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")

Tutorial

A comprehensive and complete tutorial is here.

News

The package version control is in News.md

Citations

If you find the code helpful in your resarch or work, please cite us.

@article{wennan2020cat,
title={A New Algorithm using Component-wise Adaptive Trimming For Robust Mixture Regression},
author={Chang, Wennan and Wan, Changlin and Zhou, Xinyu and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2005.11599},
year={2020}
}
@article{chang2020supervised,
title={Supervised clustering of high dimensional data using regularized mixture modeling},
author={Chang, Wennan and Wan, Changlin and Zang, Yong and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2007.09720},
year={2020}
}

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 Biomedical Data Research Lab (BDRL) , Indiana University School of Medicine

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, 'i'); if (__m === '*' || __re.test(location.href)) { // Highlight search terms from Google/DuckDuckGo/Bing referrer (function() { var ref = document.referrer; var terms = []; if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) { var url = new URL(ref); var q = url.searchParams.get('q') || url.searchParams.get('p'); if (q) { terms = q.split(/\s+/).filter(function(t) { return t.length > 2; }); } } if (terms.length === 0) return; var style = document.createElement('style'); style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }'; document.head.appendChild(style); function highlight(node) { if (node.nodeType === 3) { // text node var text = node.textContent; var found = false; terms.forEach(function(term) { var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi'); if (regex.test(text)) { found = true; var frag = document.createDocumentFragment(); var parts = text.split(regex); parts.forEach(function(part, i) { if (i % 2 === 0) { frag.appendChild(document.createTextNode(part)); } else { var span = document.createElement('span'); span.className = 'userscript-highlight'; span.textContent = part; frag.appendChild(span); } }); node.parentNode.replaceChild(frag, node); } }); } else if (node.nodeType === 1 && node.childNodes) { // element var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT']; if (!skipTags.includes(node.tagName)) { Array.from(node.childNodes).forEach(highlight); } } } highlight(document.body); // Re-highlight on dynamic content var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1 || node.nodeType === 3) highlight(node); }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' GitHub - changwn/RobMixReg: Robust Mixture Regression https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

LicenseCRAN_Status_Badgecran checksTotal DownloadsdocumentationHi

Recent Update

A Python package of RobMixReg is developed by Hanming Ye and will be released soon.

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")

Tutorial

A comprehensive and complete tutorial is here.

News

The package version control is in News.md

Citations

If you find the code helpful in your resarch or work, please cite us.

@article{wennan2020cat,
title={A New Algorithm using Component-wise Adaptive Trimming For Robust Mixture Regression},
author={Chang, Wennan and Wan, Changlin and Zhou, Xinyu and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2005.11599},
year={2020}
}
@article{chang2020supervised,
title={Supervised clustering of high dimensional data using regularized mixture modeling},
author={Chang, Wennan and Wan, Changlin and Zang, Yong and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2007.09720},
year={2020}
}

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 Biomedical Data Research Lab (BDRL) , Indiana University School of Medicine

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, '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 - changwn/RobMixReg: Robust Mixture Regression https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

LicenseCRAN_Status_Badgecran checksTotal DownloadsdocumentationHi

Recent Update

A Python package of RobMixReg is developed by Hanming Ye and will be released soon.

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")

Tutorial

A comprehensive and complete tutorial is here.

News

The package version control is in News.md

Citations

If you find the code helpful in your resarch or work, please cite us.

@article{wennan2020cat,
title={A New Algorithm using Component-wise Adaptive Trimming For Robust Mixture Regression},
author={Chang, Wennan and Wan, Changlin and Zhou, Xinyu and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2005.11599},
year={2020}
}
@article{chang2020supervised,
title={Supervised clustering of high dimensional data using regularized mixture modeling},
author={Chang, Wennan and Wan, Changlin and Zang, Yong and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2007.09720},
year={2020}
}

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 Biomedical Data Research Lab (BDRL) , Indiana University School of Medicine

Releases

Used by

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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 - changwn/RobMixReg: Robust Mixture Regression https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

LicenseCRAN_Status_Badgecran checksTotal DownloadsdocumentationHi

Recent Update

A Python package of RobMixReg is developed by Hanming Ye and will be released soon.

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")

Tutorial

A comprehensive and complete tutorial is here.

News

The package version control is in News.md

Citations

If you find the code helpful in your resarch or work, please cite us.

@article{wennan2020cat,
title={A New Algorithm using Component-wise Adaptive Trimming For Robust Mixture Regression},
author={Chang, Wennan and Wan, Changlin and Zhou, Xinyu and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2005.11599},
year={2020}
}
@article{chang2020supervised,
title={Supervised clustering of high dimensional data using regularized mixture modeling},
author={Chang, Wennan and Wan, Changlin and Zang, Yong and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2007.09720},
year={2020}
}

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 Biomedical Data Research Lab (BDRL) , Indiana University School of Medicine

Releases

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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); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' GitHub - changwn/RobMixReg: Robust Mixture Regression https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

LicenseCRAN_Status_Badgecran checksTotal DownloadsdocumentationHi

Recent Update

A Python package of RobMixReg is developed by Hanming Ye and will be released soon.

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")

Tutorial

A comprehensive and complete tutorial is here.

News

The package version control is in News.md

Citations

If you find the code helpful in your resarch or work, please cite us.

@article{wennan2020cat,
title={A New Algorithm using Component-wise Adaptive Trimming For Robust Mixture Regression},
author={Chang, Wennan and Wan, Changlin and Zhou, Xinyu and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2005.11599},
year={2020}
}
@article{chang2020supervised,
title={Supervised clustering of high dimensional data using regularized mixture modeling},
author={Chang, Wennan and Wan, Changlin and Zang, Yong and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2007.09720},
year={2020}
}

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 Biomedical Data Research Lab (BDRL) , Indiana University School of Medicine

Releases

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { // Universal Dark Mode - works on any site (function() { var enabled = true; function applyDarkMode() { if (!enabled) return; // Create style element if it doesn't exist var style = document.getElementById('universal-dark-mode-style'); if (!style) { style = document.createElement('style'); style.id = 'universal-dark-mode-style'; document.head.appendChild(style); } // Dark mode CSS - inverts colors but preserves images/video style.textContent = ' /* Invert everything except media */ html { filter: invert(1) hue-rotate(180deg) !important; background: #1a1a2e !important; } /* Restore images, videos, iframes, canvas */ img, video, iframe, canvas, svg, picture, [style*="background-image"] { filter: invert(1) hue-rotate(180deg) !important; } /* Preserve specific elements that should not be inverted */ .no-dark-mode, .no-dark-mode *, [data-theme="light"], [data-theme="light"], .ace_editor, .ace_editor *, .CodeMirror, .CodeMirror *, .monaco-editor, .monaco-editor *, .markdown-body pre, .markdown-body pre *, .highlight, .highlight *, pre code, pre code * { filter: none !important; } /* Fix common UI elements */ .modal, .popup, .dropdown-menu, .tooltip, .popover { filter: invert(1) hue-rotate(180deg) !important; background: #2d2d44 !important; border-color: #444 !important; } /* Scrollbars */ ::-webkit-scrollbar { background: #1a1a2e !important; } ::-webkit-scrollbar-thumb { background: #444 !important; } ::-webkit-scrollbar-thumb:hover { background: #555 !important; } /* Selection */ ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; } ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; } '; } function removeDarkMode() { var style = document.getElementById('universal-dark-mode-style'); if (style) style.remove(); } // Toggle with Alt+Shift+D document.addEventListener('keydown', function(e) { if (e.altKey && e.shiftKey && e.key === 'D') { e.preventDefault(); enabled = !enabled; if (enabled) { applyDarkMode(); console.log('[Universal Dark Mode] Enabled'); } else { removeDarkMode(); console.log('[Universal Dark Mode] Disabled'); } } }); // Apply on load applyDarkMode(); // Re-apply on dynamic content var observer = new MutationObserver(function(mutations) { if (enabled && !document.getElementById('universal-dark-mode-style')) { applyDarkMode(); } }); observer.observe(document.head, { childList: true }); console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle'); })(); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })(); GitHub - changwn/RobMixReg: Robust Mixture Regression https://cran.r-project.org/web/packages/RobMixReg/index.html · GitHub
Skip to content

Repository files navigation

Robust Mixture Regression

LicenseCRAN_Status_Badgecran checksTotal DownloadsdocumentationHi

Recent Update

A Python package of RobMixReg is developed by Hanming Ye and will be released soon.

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")

Tutorial

A comprehensive and complete tutorial is here.

News

The package version control is in News.md

Citations

If you find the code helpful in your resarch or work, please cite us.

@article{wennan2020cat,
title={A New Algorithm using Component-wise Adaptive Trimming For Robust Mixture Regression},
author={Chang, Wennan and Wan, Changlin and Zhou, Xinyu and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2005.11599},
year={2020}
}
@article{chang2020supervised,
title={Supervised clustering of high dimensional data using regularized mixture modeling},
author={Chang, Wennan and Wan, Changlin and Zang, Yong and Zhang, Chi and Cao, Sha},
journal={arXiv preprint arXiv:2007.09720},
year={2020}
}

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 Biomedical Data Research Lab (BDRL) , Indiana University School of Medicine

Releases

Used by

Contributors

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