OcrV1, Main, Exploration, bibRecord, 001107

Automated Scoring of Handwritten Essays Based on Latent Semantic Analysis

Identifieur interne : 001107 ( Main/Exploration ); précédent : 001106; suivant : 001108

Automated Scoring of Handwritten Essays Based on Latent Semantic Analysis

Auteurs : Sargur Srihari [États-Unis] ; Jim Collins [États-Unis] ; Rohini Srihari [États-Unis] ; Pavithra Babu [États-Unis] ; Harish Srinivasan [États-Unis]

Source :

Lecture Notes in Computer Science [ 0302-9743 ] ; 2006.

RBID : ISTEX:5D27ED634298AD8F156A00E98300CDD3BEA1FB43

Abstract

Abstract: Handwritten essays are widely used in educational assessments, particularly in classroom instruction. This paper concerns the design of an automated system for performing the task of taking as input scanned images of handwritten student essays in reading comprehension tests and to produce as output scores for the answers which are analogous to those provided by human scorers. The system is based on integrating the two technologies of optical handwriting recognition (OHR) and automated essay scoring (AES). The OHR system performs several pre-processing steps such as forms removal, rule-line removal and segmentation of text lines and words. The final recognition step, which is tuned to the task of reading comprehension evaluation in a primary education setting, is performed using a lexicon derived from the passage to be read. The AES system is based on the approach of latent semantic analysis where a set of human-scored answers are used to determine scoring system parameters using a machine learning approach. System performance is compared to scoring done by human raters. Testing on a small set of handwritten answers indicate that system performance is comparable to that of automatic scoring based on manual transcription.

Url:

https://api.istex.fr/document/5D27ED634298AD8F156A00E98300CDD3BEA1FB43/fulltext/pdf

DOI: 10.1007/11669487_7

Affiliations:

Links toward previous steps (curation, corpus...)

to stream Istex, to step Corpus: 000D40
to stream Istex, to step Curation: 000D12
to stream Istex, to step Checkpoint: 000A80
to stream Main, to step Merge: 001124
to stream Main, to step Curation: 001107

Le document en format XML

<record><TEI wicri:istexFullTextTei="biblStruct"><teiHeader><fileDesc><titleStmt><title xml:lang="en">Automated Scoring of Handwritten Essays Based on Latent Semantic Analysis</title>
<author><name sortKey="Srihari, Sargur" sort="Srihari, Sargur" uniqKey="Srihari S" first="Sargur" last="Srihari">Sargur Srihari</name>
</author>
<author><name sortKey="Collins, Jim" sort="Collins, Jim" uniqKey="Collins J" first="Jim" last="Collins">Jim Collins</name>
</author>
<author><name sortKey="Srihari, Rohini" sort="Srihari, Rohini" uniqKey="Srihari R" first="Rohini" last="Srihari">Rohini Srihari</name>
</author>
<author><name sortKey="Babu, Pavithra" sort="Babu, Pavithra" uniqKey="Babu P" first="Pavithra" last="Babu">Pavithra Babu</name>
</author>
<author><name sortKey="Srinivasan, Harish" sort="Srinivasan, Harish" uniqKey="Srinivasan H" first="Harish" last="Srinivasan">Harish Srinivasan</name>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">ISTEX</idno>
<idno type="RBID">ISTEX:5D27ED634298AD8F156A00E98300CDD3BEA1FB43</idno>
<date when="2006" year="2006">2006</date>
<idno type="doi">10.1007/11669487_7</idno>
<idno type="url">https://api.istex.fr/document/5D27ED634298AD8F156A00E98300CDD3BEA1FB43/fulltext/pdf</idno>
<idno type="wicri:Area/Istex/Corpus">000D40</idno>
<idno type="wicri:Area/Istex/Curation">000D12</idno>
<idno type="wicri:Area/Istex/Checkpoint">000A80</idno>
<idno type="wicri:doubleKey">0302-9743:2006:Srihari S:automated:scoring:of</idno>
<idno type="wicri:Area/Main/Merge">001124</idno>
<idno type="wicri:Area/Main/Curation">001107</idno>
<idno type="wicri:Area/Main/Exploration">001107</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title level="a" type="main" xml:lang="en">Automated Scoring of Handwritten Essays Based on Latent Semantic Analysis</title>
<author><name sortKey="Srihari, Sargur" sort="Srihari, Sargur" uniqKey="Srihari S" first="Sargur" last="Srihari">Sargur Srihari</name>
<affiliation wicri:level="4"><country xml:lang="fr" wicri:curation="lc">États-Unis</country>
<wicri:regionArea>Center of Excellence for Document Analysis and Recognition (CEDAR), University at Buffalo, State University of New York, 14228, Amherst, New York</wicri:regionArea>
<placeName><region type="state">État de New York</region>
<settlement type="city">Buffalo (New York)</settlement>
</placeName>
<orgName type="university">Université d'État de New York à Buffalo</orgName>
</affiliation>
<affiliation wicri:level="1"><country wicri:rule="url">États-Unis</country>
</affiliation>
</author>
<author><name sortKey="Collins, Jim" sort="Collins, Jim" uniqKey="Collins J" first="Jim" last="Collins">Jim Collins</name>
<affiliation wicri:level="4"><country xml:lang="fr" wicri:curation="lc">États-Unis</country>
<wicri:regionArea>Center of Excellence for Document Analysis and Recognition (CEDAR), University at Buffalo, State University of New York, 14228, Amherst, New York</wicri:regionArea>
<placeName><region type="state">État de New York</region>
<settlement type="city">Buffalo (New York)</settlement>
</placeName>
<orgName type="university">Université d'État de New York à Buffalo</orgName>
</affiliation>
</author>
<author><name sortKey="Srihari, Rohini" sort="Srihari, Rohini" uniqKey="Srihari R" first="Rohini" last="Srihari">Rohini Srihari</name>
<affiliation wicri:level="4"><country xml:lang="fr" wicri:curation="lc">États-Unis</country>
<wicri:regionArea>Center of Excellence for Document Analysis and Recognition (CEDAR), University at Buffalo, State University of New York, 14228, Amherst, New York</wicri:regionArea>
<placeName><region type="state">État de New York</region>
<settlement type="city">Buffalo (New York)</settlement>
</placeName>
<orgName type="university">Université d'État de New York à Buffalo</orgName>
</affiliation>
</author>
<author><name sortKey="Babu, Pavithra" sort="Babu, Pavithra" uniqKey="Babu P" first="Pavithra" last="Babu">Pavithra Babu</name>
<affiliation wicri:level="4"><country xml:lang="fr" wicri:curation="lc">États-Unis</country>
<wicri:regionArea>Center of Excellence for Document Analysis and Recognition (CEDAR), University at Buffalo, State University of New York, 14228, Amherst, New York</wicri:regionArea>
<placeName><region type="state">État de New York</region>
<settlement type="city">Buffalo (New York)</settlement>
</placeName>
<orgName type="university">Université d'État de New York à Buffalo</orgName>
</affiliation>
</author>
<author><name sortKey="Srinivasan, Harish" sort="Srinivasan, Harish" uniqKey="Srinivasan H" first="Harish" last="Srinivasan">Harish Srinivasan</name>
<affiliation wicri:level="4"><country xml:lang="fr" wicri:curation="lc">États-Unis</country>
<wicri:regionArea>Center of Excellence for Document Analysis and Recognition (CEDAR), University at Buffalo, State University of New York, 14228, Amherst, New York</wicri:regionArea>
<placeName><region type="state">État de New York</region>
<settlement type="city">Buffalo (New York)</settlement>
</placeName>
<orgName type="university">Université d'État de New York à Buffalo</orgName>
</affiliation>
</author>
</analytic>
<monogr></monogr>
<series><title level="s">Lecture Notes in Computer Science</title>
<imprint><date>2006</date>
</imprint>
<idno type="ISSN">0302-9743</idno>
<idno type="eISSN">1611-3349</idno>
<idno type="ISSN">0302-9743</idno>
</series>
<idno type="istex">5D27ED634298AD8F156A00E98300CDD3BEA1FB43</idno>
<idno type="DOI">10.1007/11669487_7</idno>
<idno type="ChapterID">7</idno>
<idno type="ChapterID">Chap7</idno>
</biblStruct>
</sourceDesc>
<seriesStmt><idno type="ISSN">0302-9743</idno>
</seriesStmt>
</fileDesc>
<profileDesc><textClass></textClass>
<langUsage><language ident="en">en</language>
</langUsage>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en">Abstract: Handwritten essays are widely used in educational assessments, particularly in classroom instruction. This paper concerns the design of an automated system for performing the task of taking as input scanned images of handwritten student essays in reading comprehension tests and to produce as output scores for the answers which are analogous to those provided by human scorers. The system is based on integrating the two technologies of optical handwriting recognition (OHR) and automated essay scoring (AES). The OHR system performs several pre-processing steps such as forms removal, rule-line removal and segmentation of text lines and words. The final recognition step, which is tuned to the task of reading comprehension evaluation in a primary education setting, is performed using a lexicon derived from the passage to be read. The AES system is based on the approach of latent semantic analysis where a set of human-scored answers are used to determine scoring system parameters using a machine learning approach. System performance is compared to scoring done by human raters. Testing on a small set of handwritten answers indicate that system performance is comparable to that of automatic scoring based on manual transcription.</div>
</front>
</TEI>
<affiliations><list><country><li>États-Unis</li>
</country>
<region><li>État de New York</li>
</region>
<settlement><li>Buffalo (New York)</li>
</settlement>
<orgName><li>Université d'État de New York à Buffalo</li>
</orgName>
</list>
<tree><country name="États-Unis"><region name="État de New York"><name sortKey="Srihari, Sargur" sort="Srihari, Sargur" uniqKey="Srihari S" first="Sargur" last="Srihari">Sargur Srihari</name>
</region>
<name sortKey="Babu, Pavithra" sort="Babu, Pavithra" uniqKey="Babu P" first="Pavithra" last="Babu">Pavithra Babu</name>
<name sortKey="Collins, Jim" sort="Collins, Jim" uniqKey="Collins J" first="Jim" last="Collins">Jim Collins</name>
<name sortKey="Srihari, Rohini" sort="Srihari, Rohini" uniqKey="Srihari R" first="Rohini" last="Srihari">Rohini Srihari</name>
<name sortKey="Srihari, Sargur" sort="Srihari, Sargur" uniqKey="Srihari S" first="Sargur" last="Srihari">Sargur Srihari</name>
<name sortKey="Srinivasan, Harish" sort="Srinivasan, Harish" uniqKey="Srinivasan H" first="Harish" last="Srinivasan">Harish Srinivasan</name>
</country>
</tree>
</affiliations>
</record>

Pour manipuler ce document sous Unix (Dilib)

EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/OcrV1/Data/Main/Exploration

HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 001107 | SxmlIndent | more

HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 001107 | SxmlIndent | more

Pour mettre un lien sur cette page dans le réseau Wicri

{{Explor lien
   |wiki=    Ticri/CIDE
   |area=    OcrV1
   |flux=    Main
   |étape=   Exploration
   |type=    RBID
   |clé=     ISTEX:5D27ED634298AD8F156A00E98300CDD3BEA1FB43
   |texte=   Automated Scoring of Handwritten Essays Based on Latent Semantic Analysis
}}

This area was generated with Dilib version V0.6.32.
Data generation: Sat Nov 11 16:53:45 2017. Site generation: Mon Mar 11 23:15:16 2024

	Serveur d'exploration sur l'OCR
	Attention, ce site est en cours de développement ! Attention, site généré par des moyens informatiques à partir de corpus bruts. Les informations ne sont donc pas validées.

Serveur d'exploration sur l'OCR

Automated Scoring of Handwritten Essays Based on Latent Semantic Analysis

Automated Scoring of Handwritten Essays Based on Latent Semantic Analysis

Source :

Abstract

Links toward previous steps (curation, corpus...)

Le document en format XML

Pour manipuler ce document sous Unix (Dilib)

Pour mettre un lien sur cette page dans le réseau Wicri