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A Statistical Model for Morphology Inspired by the Amis Language
<!DOCTYPE html> <html xmlns="http://www.w3.org/1999/xhtml"> <head> <title>A Statistical Model for Morphology Inspired by the Amis Language</title> <!-- common meta tags --> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <meta http-equiv="X-UA-Compatible" content="ie=edge"> <meta name="title" content="A Statistical Model for Morphology Inspired by the Amis Language"> <meta name="description" content="We introduce a statistical model for analysing the morphology of natural languages based on their affixes. The model was inspired by the analysis of Amis, an Austronesian language with a rich morphology. As words contain a root and potential affixes, we associate three vectors with each word: one for the root, one for the prefixes, and one for the suffixes. The morphology captures semantic notions and we show how to approximately predict some of them, for example the type of simple sentences using prefixes and suffixes only. We then define a Sentence vector s associated with each sentence, built from the prefixes and suffixes of the sentence and show how to approximately predict a derivation tree in a grammar"/> <!--<meta name="keywords" content="Programming languages, Normative languages, Constitutive rules, Regulative rules"/>--> <!-- end common meta tags --> <!-- Dublin Core(DC) meta tags --> <meta name="dc.title" content="A Statistical Model for Morphology Inspired by the Amis Language"> <meta name="citation_author" content="Isabelle Bril, Achraf Lassoued, Michel de Rougemont"> <meta name="dc.type" content="Article"> <meta name="dc.source" content="International Journal of Web & Semantic Technology (IJWesT), Vol.13, No. 2"> <meta name="dc.date" content="2022-04-31"> <meta name="dc.identifier" content="10.5121/ijwest.2022.13201"> <meta name="dc.publisher" content="AIRCC Publishing Corporation"> <meta name="dc.rights" content="http://creativecommons.org/licenses/by/3.0/"> <meta name="dc.format" content="application/pdf"> <meta name="dc.language" content="en"> <meta name="dc.description" content="We introduce a statistical model for analysing the morphology of natural languages based on their affixes. The model was inspired by the analysis of Amis, an Austronesian language with a rich morphology. As words contain a root and potential affixes, we associate three vectors with each word: one for the root, one for the prefixes, and one for the suffixes. The morphology captures semantic notions and we show how to approximately predict some of them, for example the type of simple sentences using prefixes and suffixes only. We then define a Sentence vector s associated witheach sentence, built from the prefixes and suffixes of the sentence and show how to approximatelypredict a derivation tree in a grammar."/> <!-- End Dublin Core(DC) meta tags --> <!-- Prism meta tags --> <meta name="prism.publicationName" content="International Journal of Web & Semantic Technology (IJWesT)"> <meta name="prism.publicationDate" content="2022-04-31"> <meta name="prism.volume" content="13"> <meta name="prism.number" content="2"> <meta name="prism.section" content="Article"> <meta name="prism.startingPage" content="1"> <!-- End Prism meta tags --> <!-- citation meta tags --> <meta name="citation_journal_title" content="International Journal of Web & Semantic Technology (IJWesT)"> <meta name="citation_publisher" content="AIRCC Publishing Corporation"> <meta name="citation_authors" content="Isabelle Bril, Achraf Lassoued, Michel de Rougemont"> <meta name="citation_title" content="A Statistical Model for Morphology Inspired by the Amis Language "> <meta name="citation_online_date" content="2022-04-31"> <meta name="citation_volume" content="13"> <meta name="citation_issue" content="2"> <meta name="citation_firstpage" content="1"> <meta name="citation_author" content="Isabelle Bril"> <meta name="citation_author" content="Achraf Lassoued"> <meta name="citation_author" content="Michel de Rougemont"> <meta name="citation_doi" content="10.5121/ijwest.2022.13201"> <meta name="citation_abstract_html_url" content="https://airccse.org/journal/ijwest/vol13.html"/> <meta name="citation_pdf_url" content="https://aircconline.com/ijwest/V13N2/13222ijwest01.pdf"/> <!-- end citation meta tags --> <!-- Og meta tags --> <meta property="og:site_name" content="AIRCC" /> <meta property="og:type" content="article" /> <meta property="og:url" content="https://airccse.org/journal/ijwest/vol13.html"/> <meta property="og:title" content="A Statistical Model for Morphology Inspired by the Amis Language"> <meta property="og:description" content="We introduce a statistical model for analysing the morphology of natural languages based on their affixes. The model was inspired by the analysis of Amis, an Austronesian language with a rich morphology. As words contain a root and potential affixes, we associate three vectors with each word: one for the root, one for the prefixes, and one for the suffixes. The morphology captures semantic notions and we show how to approximately predict some of them, for example the type of simple sentences using prefixes and suffixes only. We then define a Sentence vector s associated witheach sentence, built from the prefixes and suffixes of the sentence and show how to approximatelypredict a derivation tree in a grammar."/> <!-- end og meta tags --> <!-- INDEX meta tags --> <meta name="google-site-verification" content="t8rHIcM8EfjIqfQzQ0IdYIiA9JxDD0uUZAitBCzsOIw" /> <meta name="yandex-verification" content="e3d2d5a32c7241f4" /> <!-- end INDEX meta tags --> <style type="text/css"> a{ color:white; text-decoration:none; } ul li a{ font-weight:bold; color:#000; list-style:none; text-decoration:none; size:10px;} .imagess { height:90px; text-align:left; margin:0px 5px 2px 8px; float:right; border:none; } #left p { font-family:CALIBRI; font-size:0.90pc; margin-left: 20px; } .right { margin-right: 20px; } #button{ float: left; font-size: 17px; margin-left: 10px; height: 28px; width: 100px; background-color: #1e86c6; } </style> <link rel="icon" type="image/ico" href="/favicon.ico"/> <link rel="stylesheet" type="text/css" href="../current.css" /> </head> <body> <div id="wap"> <div id="page"> <div id="top"> <table width="100%" cellspacing="0" cellpadding="0" > <tr><td colspan="3" valign="top"><img src="../ijwest.jpg" /></td></tr> </table> </div> <div id="menu"> <a href="http://www.airccse.org/journal/ijwest/ijwest.html">Home</a> <a href="http://www.airccse.org/journal/ijwest/editorialboard.html">Editorial</a> <a href="http://www.airccse.org/journal/ijwest/papersub.html">Submission</a> <a href="http://www.airccse.org/journal/ijwest/indexing.html">Indexing</a> <a href="http://www.airccse.org/journal/ijwest/specialissue.html">Special Issue</a> <a href="http://www.airccse.org/journal/ijwest/contact.html">Contacts</a> <a href="http://airccse.org" target="_blank">AIRCC</a></div> <div id="content"> <div id="left"> <h2>Volume 13, Number 2</h2> <h4 style="text-align:center;"><a>A Statistical Model for Morphology Inspired by the Amis Language</a></h4> <h3> Authors</h3> <p class="#left">Isabelle Bril<sup>1</sup>, Achraf Lassoued<sup>2</sup> and Michel de Rougemont<sup>3</sup>, <sup>1</sup>Lacito-CNRS, <sup>2</sup>University Paris II, <sup>3</sup>University of Paris II and IRIF-CNRS </p> <h3> Abstract</h3> <p class="#left right" style="text-align:justify">We introduce a statistical model for analysing the morphology of natural languages based on their affixes. The model was inspired by the analysis of Amis, an Austronesian language with a rich morphology. As words contain a root and potential affixes, we associate three vectors with each word: one for the root, one for the prefixes, and one for the suffixes. The morphology captures semantic notions and we show how to approximately predict some of them, for example the type of simple sentences using prefixes and suffixes only. We then define a Sentence vector s associated with each sentence, built from the prefixes and suffixes of the sentence and show how to approximately predict a derivation tree in a grammar. </p> <!-- <h3> Keywords</h3> <p class="#left right" style="text-align:justify">Programming languages, Normative languages, Constitutive rules, Regulative rules.</p> --> <br> <button type="button" id="button"><a target="blank" href="http://aircconline.com/ijwest/V13N2/13222ijwest01.pdf">Full Text</a></button> <button type="button" id="button"><a href="http://www.airccse.org/journal/ijwest/vol13.html">Volume 13</a></button> <br><br><br><br><br> </div> <div id="right"> <div class="menu_right"> <ul> <li><a href="http://www.airccse.org/journal/ijwest/archives.html">Archives</a></li> </ul> </div><br /> <p align="center"> </p> <p align="center"> </p> </div> <div class="clear"></div> <div id="footer"><table width="100%" ><tr><td height="25" colspan="2"><br /><p align="center">® All Rights Reserved - AIRCC</p></td></table> </div> </div> </div> </div> </body> </html>