<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1665-6423</journal-id>
<journal-title><![CDATA[Journal of applied research and technology]]></journal-title>
<abbrev-journal-title><![CDATA[J. appl. res. technol]]></abbrev-journal-title>
<issn>1665-6423</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional Autónoma de México, Instituto de Ciencias Aplicadas y Tecnología]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1665-64232005000300002</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[A wearable neural interface for real time translation of Spanish Deaf Sign Language to voice and writing]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Villa-Angulo]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Hidalgo-Silva]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad Autónoma de Baja California Instituto de Ingeniería ]]></institution>
<addr-line><![CDATA[Ensenada Baja California]]></addr-line>
<country>México</country>
</aff>
<aff id="A02">
<institution><![CDATA[,Centro de Investigación Científica y de Educación Superior de Ensenada Departamento de Ciencias de la Computación ]]></institution>
<addr-line><![CDATA[Ensenada Baja California]]></addr-line>
<country>México</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2005</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2005</year>
</pub-date>
<volume>3</volume>
<numero>3</numero>
<fpage>169</fpage>
<lpage>186</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1665-64232005000300002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1665-64232005000300002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1665-64232005000300002&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[This paper describes a work related to the design and implementation of a communication tool for persons with speech and hearing disabilities. This tool provides to the user a Human-Computer interface capable of the capture and recognition of gestures belonging to the Mexican Spanish Sign Alphabet. To capture the manual expressions, a data-glove constructed to sense the position of fifteen articulations of one of the user's hand is described. A location system that detects the position and movements of the hand with respect to the user's body is also constructed. The data-glove and location system signals are processed by a pair of programmable automatons. The automaton's outputs are sent to a personal computer that realizes the gesture recognition and interpretation tasks. Artificial neural network techniques are utilized to implement the mappings of the space of information generated by the instruments to the interpretation space, where the representation of the gestures are found. Once a gesture is captured and interpreted, it is presented in written form through a screen mounted in the clothes of the user, and in verbal form by a speaker.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[En este documento se presenta el trabajo de diseño e implementación de una herramienta de comunicación para personas discapacitadas del habla y del oído. Esta herramienta es conceptualizada como una interfaz humano-computadora capaz de capturar y reconocer ademanes del lenguaje español signado de México. Para realizar la captura de las expresiones manuales, el sistema utiliza un guante de datos basado en sensores de flexión capaces de medir la posición de quince articulaciones de una de las manos de un usuario, y un sistema basado en sensores de ultrasonido para detectar la posición y movimientos de la mano con respecto al cuerpo del usuario. Un par de autómatas programables realiza el tratamiento de la información proveniente del guante de datos y del rastreador de movimientos y una computadora personal realiza el trabajo de reconocimiento e interpretación de los ademanes. Para realizar el procesamiento de la información se utilizan técnicas de redes neuronales artificiales con las cuales se realizan mapeos del espacio de información generado por los instrumentos a un espacio de soluciones donde se encuentran los significados de los ademanes representados por el usuario. Una vez capturado e interpretado un ademán, éste es presentado en forma escrita a través de una pantalla montada en la ropa del usuario, y en forma sonora a través de una bocina la cual pronuncia la letra que ha sido representada.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Neural Networks]]></kwd>
<kwd lng="en"><![CDATA[Human-Computer Interfaces]]></kwd>
<kwd lng="en"><![CDATA[Signed Languages]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  	    <p align="center"><font face="verdana" size="4"><b>A wearable neural interface for real time translation of Spanish Deaf Sign Language to voice and writing</b></font></p>     <p align="center">&nbsp;</p>  	    <p align="center"><b><font face="verdana" size="2">R. Villa&#45;Angulo<sup>1</sup> &amp; H. Hidalgo&#45;Silva<sup>2</sup></font></b></p> 	    <p align="center">&nbsp;</p>      <p align="justify"><font face="verdana" size="2"><sup>1 </sup><em>Instituto de Ingenier&iacute;a Universidad Aut&oacute;noma de Baja California Calle de La Normal S/N y Blvd. Benito Ju&aacute;rez, Fracc. Insurgentes Este. Mexicali, Baja California, 21280, M&eacute;xico.</em> <a href="mailto:ravilla@uabc.mx">ravilla@uabc.mx</a></font></p>  	    <p align="justify"><font face="verdana" size="2"><sup>2 </sup><em>Departamento de Ciencias de la Computaci&oacute;n, CICESE, Km. 107 Carr. Tijuana&#45;Eda, Ensenada, Baja California 22800, M&eacute;xico.</em> <a href="mailto:Hugo@cicese.mx">Hugo@cicese.mx</a></font></p>     <p align="justify">&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2">Received: December 11<sup>th</sup> 2002.    <br> Approved: November 30<sup>th</sup> 2005.</font></p> 	    ]]></body>
<body><![CDATA[<p align="justify">&nbsp;</p> 	    <p align="justify"><font face="verdana" size="2"> <b>Abstract</b></font></p>  	    <p align="justify"><font face="verdana" size="2">This paper describes a work related to the design and implementation of a communication tool for persons with speech and hearing disabilities. This tool provides to the user a Human&#45;Computer interface capable of the capture and recognition of gestures belonging to the Mexican Spanish Sign Alphabet. To capture the manual expressions, a data&#45;glove constructed to sense the position of fifteen articulations of one of the user's hand is described. A location system that detects the position and movements of the hand with respect to the user's body is also constructed. The data&#45;glove and location system signals are processed by a pair of programmable automatons. The automaton's outputs are sent to a personal computer that realizes the gesture recognition and interpretation tasks. Artificial neural network techniques are utilized to implement the mappings of the space of information generated by the instruments to the interpretation space, where the representation of the gestures are found. Once a gesture is captured and interpreted, it is presented in written form through a screen mounted in the clothes of the user, and in verbal form by a speaker.</font></p> 	    <p align="justify"><font face="verdana" size="2"><b>Keywords:</b> Neural Networks, Human&#45;Computer Interfaces, Signed Languages.</font></p>     <p align="justify">&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><b>Resumen</b></font></p>  	    <p align="justify"><font face="verdana" size="2">En este documento se presenta el trabajo de dise&ntilde;o e implementaci&oacute;n de una herramienta de comunicaci&oacute;n para personas discapacitadas del habla y del o&iacute;do. Esta herramienta es conceptualizada como una interfaz humano&#45;computadora capaz de capturar y reconocer ademanes del lenguaje espa&ntilde;ol signado de M&eacute;xico. Para realizar la captura de las expresiones manuales, el sistema utiliza un guante de datos basado en sensores de flexi&oacute;n capaces de medir la posici&oacute;n de quince articulaciones de una de las manos de un usuario, y un sistema basado en sensores de ultrasonido para detectar la posici&oacute;n y movimientos de la mano con respecto al cuerpo del usuario. Un par de aut&oacute;matas programables realiza el tratamiento de la informaci&oacute;n proveniente del guante de datos y del rastreador de movimientos y una computadora personal realiza el trabajo de reconocimiento e interpretaci&oacute;n de los ademanes.</font></p>  	    <p align="justify"><font face="verdana" size="2">Para realizar el procesamiento de la informaci&oacute;n se utilizan t&eacute;cnicas de redes neuronales artificiales con las cuales se realizan mapeos del espacio de informaci&oacute;n generado por los instrumentos a un espacio de soluciones donde se encuentran los significados de los ademanes representados por el usuario. Una vez capturado e interpretado un adem&aacute;n, &eacute;ste es presentado en forma escrita a trav&eacute;s de una pantalla montada en la ropa del usuario, y en forma sonora a trav&eacute;s de una bocina la cual pronuncia la letra que ha sido representada.</font>	</p> 	    <p align="justify">&nbsp;</p>         <p align="justify"><font face="verdana" size="2"><a href="/pdf/jart/v3n3/v3n3a2.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>         ]]></body>
<body><![CDATA[<p align="justify">&nbsp;</p>  	    <p align="justify"><font face="verdana" size="2"><b>References</b></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;1&#93; Pavlovic V. I., Rajeev S., Thomas S. H., Visual Interpretation of Hand Gestures for Human&#45;computer Interaction: A Review, IEEE Transactions on Pattern Analysis and Machine Intelligence. Vol. 19, No 7, pp. 677&#45;695, 1997.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817406&pid=S1665-6423200500030000200001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;2&#93; Starner, T. &amp; Pentland A. Visual Recognition of American Sign Language Using Hidden Markov Models. In: International Workshop on Automatic Face and Gesture Recognition (IWAFGR), Zurich, Switzerland, pp. 189&#45;194, 1995.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817408&pid=S1665-6423200500030000200002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p> 	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;3&#93; Fels S. S. and Hinton, G.E., Glove&#45;Talk: A Neural Network Interface Between a Data&#45;Glove and a Speech Synthesizer, IEEE Transactions on Neural Networks, Vol. 4, No. 1, pp. 2&#45;8, 1993.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817410&pid=S1665-6423200500030000200003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;4&#93; Fels S. S. and Hinton, G.E., Glove&#45;Talk II: A Neural&#45;Network Interface which Maps Gestures to Parallel formant Speech Synthesizer Controls, IEEE Transactions on Neural Networks, Vol. 9, No. 1., pp. 205&#45;212, 1998.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817412&pid=S1665-6423200500030000200004&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    ]]></body>
<body><![CDATA[<!-- ref --><p align="justify"><font face="verdana" size="2">&#91;5&#93; Sujan V.A &amp; Meggiolaro, M. A., Sign Language Recognition Using Competitive Learning in the HAVNET Neural Network, In Applications of Artificial Neural Networks in Imaging V (Electronic and Imaging 2000), N.M. Nasrabadi and A. K. Katsaggelos, editors, San Jose, CA., volume 3962 of Proc. SPIE, pp. 2&#45;12, 2000.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817414&pid=S1665-6423200500030000200005&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;6&#93; Kadous, M. W., Temporal Classification: Extending the Classification Paradigm to Multivariate Time Series, Ph.D. thesis, The University of New South Wales, School of Computer Science and Engineering, 2002.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817416&pid=S1665-6423200500030000200006&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;7&#93; Barthelmess, P., Ensemble&#45;based Human Communication Recognition, University of Colorado at Boulder Technical Report CU&#45;CS&#45;935&#45;02, Department of Computer Science, 2002.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817418&pid=S1665-6423200500030000200007&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;8&#93; Johnston T, Auslan: The Sign Language of the Australian Deaf Community, Ph.D. thesis, Department of Linguistics, University of Sydney, 1989.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817420&pid=S1665-6423200500030000200008&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;9&#93; Moghaddam B. and Alex, P., Probabilistic Visual Learning for Objects Representation, IEEE Transactions on Pattern Analysis and Machine Intelligence. Vol. 19, No. 7, pp. 696&#45;710, 1997.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817422&pid=S1665-6423200500030000200009&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    ]]></body>
<body><![CDATA[<!-- ref --><p align="justify"><font face="verdana" size="2">&#91;10&#93; Bobick A. F. &amp; Wilson A. D., A State&#45;Based Approach to the Representation and Recognition of Gestures, IEEE Transactions on Pattern Analysis and Machine Intelligence. Vol. 19, No. 12, pp. 884&#45;900, 1997.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817424&pid=S1665-6423200500030000200010&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;11&#93; Zhao M., Francis K., Queck H., Wu X., RIEVL: Recursive Induction Learning Hand Gesture Recognition, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 20, No. 11, pp. 1174&#45;1185, 1998.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817426&pid=S1665-6423200500030000200011&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;12&#93; Wilson A. D. &amp; Aaron F. B., Parametric Hidden Markov Models for Gesture Recognition, IEEE Transactions on Pattern Analysis and Machine Intelligence. Vol. 21, No. 9, pp. 884&#45;900, 1999.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817428&pid=S1665-6423200500030000200012&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;13&#93; Kramer J. &amp; Leifer L., The Talking Glove: A Speaking Aid for Nonvocal Deaf and Deaf&#45;Blind Individuals, in RESNA 12<sup>th</sup> Ann. Conf., pp. 471&#45;472, New Orleans, Louisiana, 1989.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817430&pid=S1665-6423200500030000200013&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;14&#93; Quam D. L., Gesture Recognition with a DataGlove, in IEEE National Aerospace and Electronics Conf., Vol. 2. pp. 755&#45;760, 1990.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817432&pid=S1665-6423200500030000200014&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    ]]></body>
<body><![CDATA[<!-- ref --><p align="justify"><font face="verdana" size="2">&#91;15&#93; Serafin&#45;de&#45;Fleischmann M. E., Lenguaje Manual, Aprendizaje de Espa&ntilde;ol Signado para Personas Sordas, Editorial Trillas, 1996.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817434&pid=S1665-6423200500030000200015&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;16&#93; Kohonen T., Self&#45;Organizing Maps, Springer Series in Information Science, Vol. 30, Third Edition, 2001.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817436&pid=S1665-6423200500030000200016&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p> 	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;17&#93; Bishop C. M., Neural Networks for Pattern Recognition, Clarendon Press., Oxford, 1995.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817438&pid=S1665-6423200500030000200017&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;18&#93; Lawrence S., Giles C. L. and Fong, S., Natural Language Grammatical Inference with Recurrent Neural Networks, IEEE Transactions on Knowledge and Data Engineering, Vol. 12, No. 1, pp. 126&#45;140, 2000.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4817440&pid=S1665-6423200500030000200018&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>      ]]></body><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pavlovic]]></surname>
<given-names><![CDATA[V. I.]]></given-names>
</name>
<name>
<surname><![CDATA[Rajeev]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Thomas]]></surname>
<given-names><![CDATA[S. H.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Visual Interpretation of Hand Gestures for Human-computer Interaction: A Review]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>1997</year>
<volume>19</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>677-695</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Starner]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Pentland]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Visual Recognition of American Sign Language Using Hidden Markov Models]]></article-title>
<source><![CDATA[International Workshop on Automatic Face and Gesture Recognition (IWAFGR)]]></source>
<year>1995</year>
<page-range>189-194</page-range><publisher-loc><![CDATA[Zurich ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fels]]></surname>
<given-names><![CDATA[S. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Hinton]]></surname>
<given-names><![CDATA[G.E.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Glove-Talk: A Neural Network Interface Between a Data-Glove and a Speech Synthesizer]]></article-title>
<source><![CDATA[IEEE Transactions on Neural Networks]]></source>
<year>1993</year>
<volume>4</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>2-8</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fels]]></surname>
<given-names><![CDATA[S. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Hinton]]></surname>
<given-names><![CDATA[G.E.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Glove-Talk II: A Neural-Network Interface which Maps Gestures to Parallel formant Speech Synthesizer Controls]]></article-title>
<source><![CDATA[IEEE Transactions on Neural Networks]]></source>
<year>1998</year>
<volume>9</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>205-212</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sujan]]></surname>
<given-names><![CDATA[V.A]]></given-names>
</name>
<name>
<surname><![CDATA[Meggiolaro]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Sign Language Recognition Using Competitive Learning in the HAVNET Neural Network]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Nasrabadi]]></surname>
<given-names><![CDATA[N.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Katsaggelos]]></surname>
<given-names><![CDATA[A. K.]]></given-names>
</name>
</person-group>
<source><![CDATA[Applications of Artificial Neural Networks in Imaging V (Electronic and Imaging 2000)]]></source>
<year>2000</year>
<volume>3962</volume>
<page-range>2-12</page-range><publisher-loc><![CDATA[San Jose^eCA. CA.]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kadous]]></surname>
<given-names><![CDATA[M. W.]]></given-names>
</name>
</person-group>
<source><![CDATA[Temporal Classification: Extending the Classification Paradigm to Multivariate Time Series]]></source>
<year>2002</year>
</nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Barthelmess]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Ensemble-based Human Communication Recognition]]></source>
<year>2002</year>
<publisher-name><![CDATA[University of Colorado]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B8">
<label>8</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Johnston]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
</person-group>
<source><![CDATA[Auslan: The Sign Language of the Australian Deaf Community]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moghaddam]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Alex]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Probabilistic Visual Learning for Objects Representation]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>1997</year>
<volume>19</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>696-710</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bobick]]></surname>
<given-names><![CDATA[A. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Wilson]]></surname>
<given-names><![CDATA[A. D.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A State-Based Approach to the Representation and Recognition of Gestures]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>1997</year>
<volume>19</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>884-900</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhao]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Francis]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Queck]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Wu]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[RIEVL: Recursive Induction Learning Hand Gesture Recognition]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>1998</year>
<volume>20</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>1174-1185</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>12</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wilson]]></surname>
<given-names><![CDATA[A. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Aaron]]></surname>
<given-names><![CDATA[F. B.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Parametric Hidden Markov Models for Gesture Recognition]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>1999</year>
<volume>21</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>884-900</page-range></nlm-citation>
</ref>
<ref id="B13">
<label>13</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kramer]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Leifer]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[The Talking Glove: A Speaking Aid for Nonvocal Deaf and Deaf-Blind Individuals]]></article-title>
<source><![CDATA[RESNA 12th Ann. Conf.]]></source>
<year>1989</year>
<page-range>471-472</page-range><publisher-loc><![CDATA[New Orleans^eLouisiana Louisiana]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B14">
<label>14</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Quam]]></surname>
<given-names><![CDATA[D. L.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Gesture Recognition with a DataGlove]]></article-title>
<source><![CDATA[IEEE National Aerospace and Electronics Conf.]]></source>
<year>1990</year>
<volume>2</volume>
<page-range>755-760</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Serafin-de-Fleischmann]]></surname>
<given-names><![CDATA[M. E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Lenguaje Manual, Aprendizaje de Español Signado para Personas Sordas]]></source>
<year>1996</year>
<publisher-name><![CDATA[Trillas]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<label>16</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kohonen]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<source><![CDATA[Self-Organizing Maps]]></source>
<year>2001</year>
<volume>30</volume>
<edition>Third</edition>
</nlm-citation>
</ref>
<ref id="B17">
<label>17</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bishop]]></surname>
<given-names><![CDATA[C. M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Neural Networks for Pattern Recognition]]></source>
<year>1995</year>
<publisher-loc><![CDATA[Oxford ]]></publisher-loc>
<publisher-name><![CDATA[Clarendon Press.]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B18">
<label>18</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lawrence]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Giles]]></surname>
<given-names><![CDATA[C. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Fong]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Natural Language Grammatical Inference with Recurrent Neural Networks]]></article-title>
<source><![CDATA[IEEE Transactions on Knowledge and Data Engineering]]></source>
<year>2000</year>
<volume>12</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>126-140</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
