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Renewable estimation and incremental inference in generalized linear models with streaming data sets

<!DOCTYPE html> <!--[if lt IE 7]> <html class="no-js lt-ie9 lt-ie8 lt-ie7" lang="en"> <![endif]--> <!--[if IE 7]> <html class="no-js lt-ie9 lt-ie8" lang="en"> <![endif]--> <!--[if IE 8]> <html class="no-js lt-ie9" lang="en"> <![endif]--> <!--[if gt IE 8]><!--> <html class="no-js" lang="en"> <!--<![endif]--> <head><META http-equiv="Content-Type" content="text/html; charset=UTF-8"> <script type="text/javascript"> (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-MRNG959'); </script> <meta content="text/html; charset=UTF-8" http-equiv="Content-Type"> <meta content="Xt7b9NUe5xEHO0kTuOlgTmcvmmEPVQ-i3SMAPh4rEfY" name="google-site-verification"> <meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"> <meta content="width=device-width,initial-scale=1" name="viewport"> <link rel="shortcut icon" href="/themes/Mirage2/images/favicon.ico"> <link rel="apple-touch-icon" href="/themes/Mirage2/images/apple-touch-icon.png"> <meta name="Generator" content="DSpace 6.3"> <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@umich-lib/web@1.3.0/umich-lib.css"> <link href="/themes/Mirage2/styles/main.css" rel="stylesheet"> <link href="/themes/Mirage2/styles/deepblue.css" rel="stylesheet"> <script> //Clear default text of empty text areas on focus function tFocus(element) { if (element.value == ' '){element.value='';} } //Clear default text of empty text areas on submit function tSubmit(form) { var defaultedElements = document.getElementsByTagName("textarea"); for (var i=0; i != defaultedElements.length; i++){ if (defaultedElements[i].value == ' '){ defaultedElements[i].value='';}} } //Disable pressing 'enter' key to submit a form (otherwise pressing 'enter' causes a submission to start over) function disableEnterKey(e) { var key; if(window.event) key = window.event.keyCode; //Internet Explorer else key = e.which; //Firefox and Netscape if(key == 13) //if "Enter" pressed, then disable! return false; else return true; } </script><script type="text/javascript" src="https://d1bxh8uas1mnw7.cloudfront.net/assets/embed.js">async </script><script type="text/javascript" src="https://badge.dimensions.ai/badge.js"></script><script src="https://cdn.jsdelivr.net/npm/@umich-lib/web@1.3.0/dist/umich-lib/umich-lib.esm.js" type="module"></script><script src="https://cdn.jsdelivr.net/npm/@umich-lib/components@1.1.0/dist/umich-lib/umich-lib.js" nomodule=""></script><!--[if lt IE 9]> <script src="/themes/Mirage2/vendor/html5shiv/dist/html5shiv.js">聽</script> <script src="/themes/Mirage2/vendor/respond/dest/respond.min.js">聽</script> <![endif]--><script src="/themes/Mirage2/vendor/modernizr/modernizr.js">聽</script> <title>Renewable estimation and incremental inference in generalized linear models with streaming data sets</title> <link rel="schema.DCTERMS" href="http://purl.org/dc/terms/" /> <link rel="schema.DC" href="http://purl.org/dc/elements/1.1/" /> <meta name="DC.creator" content="Luo, Lan" /> <meta name="DC.creator" content="Song, Peter X.鈥恔." /> <meta name="DCTERMS.dateAccepted" content="2020-02-05T15:06:27Z" scheme="DCTERMS.W3CDTF" /> <meta name="DCTERMS.available" content="WITHHELD_13_MONTHS" scheme="DCTERMS.W3CDTF" /> <meta name="DCTERMS.available" content="2020-02-05T15:06:27Z" scheme="DCTERMS.W3CDTF" /> <meta name="DCTERMS.issued" content="2020-02" scheme="DCTERMS.W3CDTF" /> <meta name="DCTERMS.bibliographicCitation" content="Luo, Lan; Song, Peter X.鈥恔. (2020). &quot;Renewable estimation and incremental inference in generalized linear models with streaming data sets.&quot; Journal of the Royal Statistical Society: Series B (Statistical Methodology) 82(1): 69-97." /> <meta name="DC.identifier" content="1369-7412" /> <meta name="DC.identifier" content="1467-9868" /> <meta name="DC.identifier" content="https://hdl.handle.net/2027.42/153655" scheme="DCTERMS.URI" /> <meta name="DC.publisher" content="Institute of Electrical and Electronics Engineers" /> <meta name="DC.publisher" content="Wiley Periodicals, Inc." /> <meta name="DC.subject" content="On芒 line learning" /> <meta name="DC.subject" content="Spark computing platform" /> <meta name="DC.subject" content="Stochastic gradient descent algorithm" /> <meta name="DC.subject" content="Lambda architecture" /> <meta name="DC.subject" content="Incremental statistical analysis" /> <meta name="DC.title" content="Renewable estimation and incremental inference in generalized linear models with streaming data sets" /> <meta name="DC.type" content="Article" /> <meta name="DC.rights" content="IndexNoFollow" /> <meta name="DC.subject" content="Statistics and Numeric Data" /> <meta name="DC.subject" content="Science" /> <meta name="DC.description" content="Peer Reviewed" /> <meta name="DC.description" content="https://deepblue.lib.umich.edu/bitstream/2027.42/153655/1/rssb12352_am.pdf" /> <meta name="DC.description" content="https://deepblue.lib.umich.edu/bitstream/2027.42/153655/2/rssb12352-sup-0001-Supinfo.pdf" /> <meta name="DC.description" content="https://deepblue.lib.umich.edu/bitstream/2027.42/153655/3/rssb12352.pdf" /> <meta name="DC.identifier" content="10.1111/rssb.12352" /> <meta name="DC.identifier" content="Journal of the Royal Statistical Society: Series B (Statistical Methodology)" /> <meta name="DC.identifier" content="Schraudolph, N. 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font-size: 24px; margin-top: -20px; margin-bottom: 5px; font-family: var(--font-base-family);">Renewable estimation and incremental inference in generalized linear models with streaming data sets</h1> </span><span itemprop="author"> <div> <div class="comment auth_more">Luo, Lan; Song, Peter X.鈥恔.</div> </div> </span> <div> <span itemprop="datePublished">2020-02</span> </div> <div style="padding-bottom: 2px; margin: 10px 0 20px; border-bottom: 1px solid #eee; "></div> <div class="row"> <div class="col-sm-4"> <div class="row"> <div class="col-xs-6 col-sm-12"></div> <div class="col-xs-6 col-sm-12"> <div class="item-page-field-wrapper table word-break"> <h2 style="font-size: 18px;">View/<wbr></wbr>Open</h2> <div></div> <div> <a href="/bitstream/handle/2027.42/153655/rssb12352_am.pdf?sequence=1&isAllowed=y">rssb12352_am.pdf</a> <br> <a class="image-link" href="/bitstream/handle/2027.42/153655/rssb12352_am.pdf?sequence=1&isAllowed=y" onclick="_gaq.push(['_trackEvent', 'PDF Download', 'Item View','Interdisciplinary and Peer-Reviewed - /2027.42/153655 - Renewable estimation and incremental inference in generalized linear models with streaming data sets']);"><img title="PDF file" style="text-decoration:none;height:20px;width:20px;text-decoration:none;" src="/themes/Mirage2//images_icon/DB-file_format_icons/pdf_icon-18x18.png" alt="PDF file"></a><span style="margin-left: 5px;"></span> <div style="font-size: 13px; 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display: inline-block;">(1.3MB</div> <span style="font-size: 13px; margin-left: 3px;">PDF)<br> </span> </div> <br> </div> <p> <span data-style="large_rectangle" class="altmetric-embed" data-hide-less-than="1" data-badge-type="1" data-badge-popover="right" data-handle="2027.42/153655" data-doi="10.1111/rssb.12352"></span> </p> <p> <span data-style="large_rectangle" data-hide-zero-citations="true" class="__dimensions_badge_embed__" style="text-align: left; width: 8.5em" data-doi="10.1111/rssb.12352"></span> </p> </div> </div> </div> <div class="col-sm-8"> <div class="simple-item-view-description-fix item-page-field-wrapper table"> <h2 style="font-size: 18px;">Citation</h2> <div>Luo, Lan; Song, Peter X.鈥恔. (2020). "Renewable estimation and incremental inference in generalized linear models with streaming data sets." Journal of the Royal Statistical Society: Series B (Statistical Methodology) 82(1): 69-97.</div> </div> <div class="simple-item-view-description-fix item-page-field-wrapper table"> <h2 style="font-size: 18px;">Publisher</h2> <div>Institute of Electrical and Electronics Engineers<div class="spacer">&nbsp;</div>Wiley Periodicals, Inc.<div class="spacer">&nbsp;</div> </div> </div> <div class="simple-item-view-description-fix item-page-field-wrapper table"> <h2 style="font-size: 18px;">ISSN</h2> <div>1369-7412<div class="spacer">&nbsp;</div>1467-9868<div class="spacer">&nbsp;</div> </div> </div> <div class="simple-item-view-description-fix item-page-field-wrapper table"> <h2 style="font-size: 18px;">Other DOIs</h2> <div> <a href="http://dx.doi.org/10.1111/rssb.12352">10.1111/rssb.12352</a> </div> </div> <div class="simple-item-view-description-fix item-page-field-wrapper table"> <h2 style="font-size: 18px;">Types</h2> <div>Article</div> </div> <div class="simple-item-view-uri item-page-field-wrapper table"> <h2 style="font-size: 18px;">Handle</h2> <span><span itemprop="url"><a href="https://hdl.handle.net/2027.42/153655">https://hdl.handle.net/2027.42/153655</a></span></span> </div> <div class="simple-item-view-uri item-page-field-wrapper table"> <span></span> </div> <div class="simple-item-view-show-full item-page-field-wrapper table"> <h2 style="font-size: 18px;">Metadata</h2> <a href="/handle/2027.42/153655?show=full">Show full item record</a> </div> <div class="simple-item-view-collections item-page-field-wrapper table"> <h2 style="font-size: 18px;">Collections</h2> <ul class="ds-referenceSet-list"> <!-- External Metadata URL: cocoon://metadata/handle/2027.42/21621/mets.xml--> <li> <a href="/handle/2027.42/21621">Interdisciplinary and Peer-Reviewed</a> </li> </ul> </div> </div> </div> </div> </div> </div> </div> <div class="itemViewStaticText"> <h3 style="font-size: 18px; font-weight: bold">Remediation of Harmful Language</h3> <p style="font-size: 18px">The University of Michigan Library aims to describe its collections in a way that respects the people and communities who create, use, and are represented in them. 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