A Game with a Purpose for Automatic Detection of Children’s Speech Disabilities Using Limited Speech Resources View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2018

AUTHORS

Reem Elhady , Mohamed Elmahdy , Injy Hamed , Slim Abdennadher

ABSTRACT

Speech therapists and researchers are becoming more concerned with the use of computer-based systems in the therapy of speech disorders. In this paper, we propose a computer-based game with a purpose (GWAP) for speech therapy of Egyptian speaking children suffering from Dyslalia. Our aim is to detect if a certain phoneme is pronounced correctly. An Egyptian Arabic speech corpus has been collected. A baseline acoustic model was trained using the Egyptian corpus. In order to benefit from existing large amounts of Modern Standard Arabic (MSA) resources, MSA acoustic models were adapted with the collected Egyptian corpus. An independent testing set that covers common speech disorders has been collected for Egyptian speakers. Results show that adapted acoustic models give better recognition accuracy which could be relied on in the game and that children show more interest in playing the game than in visiting the therapist. A noticeable progress in children Dyslalia appeared with the proposed system. More... »

PAGES

79-89

References to SciGraph publications

Book

TITLE

Arabic Language Processing: From Theory to Practice

ISBN

978-3-319-73499-6
978-3-319-73500-9

Author Affiliations

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-319-73500-9_6

DOI

http://dx.doi.org/10.1007/978-3-319-73500-9_6

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1100167004


Indexing Status Check whether this publication has been indexed by Scopus and Web Of Science using the SN Indexing Status Tool
Incoming Citations Browse incoming citations for this publication using opencitations.net

JSON-LD is the canonical representation for SciGraph data.

TIP: You can open this SciGraph record using an external JSON-LD service: JSON-LD Playground Google SDTT

[
  {
    "@context": "https://springernature.github.io/scigraph/jsonld/sgcontext.json", 
    "about": [
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/1701", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Psychology", 
        "type": "DefinedTerm"
      }, 
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/17", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Psychology and Cognitive Sciences", 
        "type": "DefinedTerm"
      }
    ], 
    "author": [
      {
        "affiliation": {
          "alternateName": "German University in Cairo", 
          "id": "https://www.grid.ac/institutes/grid.187323.c", 
          "name": [
            "German University in Cairo"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Elhady", 
        "givenName": "Reem", 
        "id": "sg:person.015422642520.62", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015422642520.62"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "German University in Cairo", 
          "id": "https://www.grid.ac/institutes/grid.187323.c", 
          "name": [
            "German University in Cairo"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Elmahdy", 
        "givenName": "Mohamed", 
        "id": "sg:person.013322724557.53", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013322724557.53"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "German University in Cairo", 
          "id": "https://www.grid.ac/institutes/grid.187323.c", 
          "name": [
            "German University in Cairo"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Hamed", 
        "givenName": "Injy", 
        "id": "sg:person.016542541344.73", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016542541344.73"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "German University in Cairo", 
          "id": "https://www.grid.ac/institutes/grid.187323.c", 
          "name": [
            "German University in Cairo"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Abdennadher", 
        "givenName": "Slim", 
        "id": "sg:person.010445445574.13", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010445445574.13"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "https://doi.org/10.1159/000264159", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1035556249"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://app.dimensions.ai/details/publication/pub.1037703854", 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-1-4614-1906-8", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1037703854", 
          "https://doi.org/10.1007/978-1-4614-1906-8"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-1-4614-1906-8", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1037703854", 
          "https://doi.org/10.1007/978-1-4614-1906-8"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/mc.2006.196", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061387627"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/hibit.2012.6209036", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1093278831"
        ], 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2018", 
    "datePublishedReg": "2018-01-01", 
    "description": "Speech therapists and researchers are becoming more concerned with the use of computer-based systems in the therapy of speech disorders. In this paper, we propose a computer-based game with a purpose (GWAP) for speech therapy of Egyptian speaking children suffering from Dyslalia. Our aim is to detect if a certain phoneme is pronounced correctly. An Egyptian Arabic speech corpus has been collected. A baseline acoustic model was trained using the Egyptian corpus. In order to benefit from existing large amounts of Modern Standard Arabic (MSA) resources, MSA acoustic models were adapted with the collected Egyptian corpus. An independent testing set that covers common speech disorders has been collected for Egyptian speakers. Results show that adapted acoustic models give better recognition accuracy which could be relied on in the game and that children show more interest in playing the game than in visiting the therapist. A noticeable progress in children Dyslalia appeared with the proposed system.", 
    "editor": [
      {
        "familyName": "Lachkar", 
        "givenName": "Abdelmonaime", 
        "type": "Person"
      }, 
      {
        "familyName": "Bouzoubaa", 
        "givenName": "Karim", 
        "type": "Person"
      }, 
      {
        "familyName": "Mazroui", 
        "givenName": "Azzedine", 
        "type": "Person"
      }, 
      {
        "familyName": "Hamdani", 
        "givenName": "Abdelfettah", 
        "type": "Person"
      }, 
      {
        "familyName": "Lekhouaja", 
        "givenName": "Abdelhak", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-319-73500-9_6", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": false, 
    "isPartOf": {
      "isbn": [
        "978-3-319-73499-6", 
        "978-3-319-73500-9"
      ], 
      "name": "Arabic Language Processing: From Theory to Practice", 
      "type": "Book"
    }, 
    "name": "A Game with a Purpose for Automatic Detection of Children\u2019s Speech Disabilities Using Limited Speech Resources", 
    "pagination": "79-89", 
    "productId": [
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-319-73500-9_6"
        ]
      }, 
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "cda0570e199b16d59dd36422656f3845b5c3ca3b356b4580100931e1d64eb6a0"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1100167004"
        ]
      }
    ], 
    "publisher": {
      "location": "Cham", 
      "name": "Springer International Publishing", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-319-73500-9_6", 
      "https://app.dimensions.ai/details/publication/pub.1100167004"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2019-04-15T20:45", 
    "sdLicense": "https://scigraph.springernature.com/explorer/license/", 
    "sdPublisher": {
      "name": "Springer Nature - SN SciGraph project", 
      "type": "Organization"
    }, 
    "sdSource": "s3://com-uberresearch-data-dimensions-target-20181106-alternative/cleanup/v134/2549eaecd7973599484d7c17b260dba0a4ecb94b/merge/v9/a6c9fde33151104705d4d7ff012ea9563521a3ce/jats-lookup/v90/0000000001_0000000264/records_8687_00000603.jsonl", 
    "type": "Chapter", 
    "url": "http://link.springer.com/10.1007/978-3-319-73500-9_6"
  }
]
 

Download the RDF metadata as:  json-ld nt turtle xml License info

HOW TO GET THIS DATA PROGRAMMATICALLY:

JSON-LD is a popular format for linked data which is fully compatible with JSON.

curl -H 'Accept: application/ld+json' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-73500-9_6'

N-Triples is a line-based linked data format ideal for batch operations.

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-73500-9_6'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-73500-9_6'

RDF/XML is a standard XML format for linked data.

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-73500-9_6'


 

This table displays all metadata directly associated to this object as RDF triples.

121 TRIPLES      23 PREDICATES      32 URIs      20 LITERALS      8 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-319-73500-9_6 schema:about anzsrc-for:17
2 anzsrc-for:1701
3 schema:author N7c78e2ee04ee4d40a9e1c7c3172cd4fa
4 schema:citation sg:pub.10.1007/978-1-4614-1906-8
5 https://app.dimensions.ai/details/publication/pub.1037703854
6 https://doi.org/10.1109/hibit.2012.6209036
7 https://doi.org/10.1109/mc.2006.196
8 https://doi.org/10.1159/000264159
9 schema:datePublished 2018
10 schema:datePublishedReg 2018-01-01
11 schema:description Speech therapists and researchers are becoming more concerned with the use of computer-based systems in the therapy of speech disorders. In this paper, we propose a computer-based game with a purpose (GWAP) for speech therapy of Egyptian speaking children suffering from Dyslalia. Our aim is to detect if a certain phoneme is pronounced correctly. An Egyptian Arabic speech corpus has been collected. A baseline acoustic model was trained using the Egyptian corpus. In order to benefit from existing large amounts of Modern Standard Arabic (MSA) resources, MSA acoustic models were adapted with the collected Egyptian corpus. An independent testing set that covers common speech disorders has been collected for Egyptian speakers. Results show that adapted acoustic models give better recognition accuracy which could be relied on in the game and that children show more interest in playing the game than in visiting the therapist. A noticeable progress in children Dyslalia appeared with the proposed system.
12 schema:editor Nec56abf8f4744f4b8ca9ec60843b4418
13 schema:genre chapter
14 schema:inLanguage en
15 schema:isAccessibleForFree false
16 schema:isPartOf N15154921cc0f411bb84c18c029fa4db3
17 schema:name A Game with a Purpose for Automatic Detection of Children’s Speech Disabilities Using Limited Speech Resources
18 schema:pagination 79-89
19 schema:productId N5385c0f1eddd471796e342edbd237eab
20 N5e9dfc84aafb40c3a1a5de1361f88319
21 N7a70d517881f4ed483d7d3dc9b1a033e
22 schema:publisher N69be9dce6feb4977bd70b632533ef79d
23 schema:sameAs https://app.dimensions.ai/details/publication/pub.1100167004
24 https://doi.org/10.1007/978-3-319-73500-9_6
25 schema:sdDatePublished 2019-04-15T20:45
26 schema:sdLicense https://scigraph.springernature.com/explorer/license/
27 schema:sdPublisher Nb7fe6e3b2fc04145bf6ca03a9c873df1
28 schema:url http://link.springer.com/10.1007/978-3-319-73500-9_6
29 sgo:license sg:explorer/license/
30 sgo:sdDataset chapters
31 rdf:type schema:Chapter
32 N15154921cc0f411bb84c18c029fa4db3 schema:isbn 978-3-319-73499-6
33 978-3-319-73500-9
34 schema:name Arabic Language Processing: From Theory to Practice
35 rdf:type schema:Book
36 N3c2fc0aeecd74f5e888abcb42a05d6b5 schema:familyName Bouzoubaa
37 schema:givenName Karim
38 rdf:type schema:Person
39 N5385c0f1eddd471796e342edbd237eab schema:name dimensions_id
40 schema:value pub.1100167004
41 rdf:type schema:PropertyValue
42 N5e9dfc84aafb40c3a1a5de1361f88319 schema:name doi
43 schema:value 10.1007/978-3-319-73500-9_6
44 rdf:type schema:PropertyValue
45 N64296f84982244ca9ea3b2b7a2bb404a rdf:first sg:person.013322724557.53
46 rdf:rest N9f4b48b87d3347a29c91a97f1b246165
47 N69be9dce6feb4977bd70b632533ef79d schema:location Cham
48 schema:name Springer International Publishing
49 rdf:type schema:Organisation
50 N74581c79ed9d4b47b2a077357f14ebc9 schema:familyName Mazroui
51 schema:givenName Azzedine
52 rdf:type schema:Person
53 N7a70d517881f4ed483d7d3dc9b1a033e schema:name readcube_id
54 schema:value cda0570e199b16d59dd36422656f3845b5c3ca3b356b4580100931e1d64eb6a0
55 rdf:type schema:PropertyValue
56 N7b61ce525108433ab418d2ff964be348 schema:familyName Lekhouaja
57 schema:givenName Abdelhak
58 rdf:type schema:Person
59 N7c78e2ee04ee4d40a9e1c7c3172cd4fa rdf:first sg:person.015422642520.62
60 rdf:rest N64296f84982244ca9ea3b2b7a2bb404a
61 N84a7a81599654a2fad95a1339587ff74 rdf:first sg:person.010445445574.13
62 rdf:rest rdf:nil
63 N8817bfe0418f4102b55f7bf210e4a914 schema:familyName Hamdani
64 schema:givenName Abdelfettah
65 rdf:type schema:Person
66 N8e6e2633d3f846559a8170d1ccbbcaab rdf:first N8817bfe0418f4102b55f7bf210e4a914
67 rdf:rest N9acd92434ec34665b76081a6e7379929
68 N9acd92434ec34665b76081a6e7379929 rdf:first N7b61ce525108433ab418d2ff964be348
69 rdf:rest rdf:nil
70 N9f4b48b87d3347a29c91a97f1b246165 rdf:first sg:person.016542541344.73
71 rdf:rest N84a7a81599654a2fad95a1339587ff74
72 Nb7fe6e3b2fc04145bf6ca03a9c873df1 schema:name Springer Nature - SN SciGraph project
73 rdf:type schema:Organization
74 Nca4d66d594dd49f597d37b59c7bafaeb rdf:first N3c2fc0aeecd74f5e888abcb42a05d6b5
75 rdf:rest Nf7bcd0f7d10640359f06763fc95dbfc6
76 Nd9ebae02ad534cc7a2a9cc99a7eef8ac schema:familyName Lachkar
77 schema:givenName Abdelmonaime
78 rdf:type schema:Person
79 Nec56abf8f4744f4b8ca9ec60843b4418 rdf:first Nd9ebae02ad534cc7a2a9cc99a7eef8ac
80 rdf:rest Nca4d66d594dd49f597d37b59c7bafaeb
81 Nf7bcd0f7d10640359f06763fc95dbfc6 rdf:first N74581c79ed9d4b47b2a077357f14ebc9
82 rdf:rest N8e6e2633d3f846559a8170d1ccbbcaab
83 anzsrc-for:17 schema:inDefinedTermSet anzsrc-for:
84 schema:name Psychology and Cognitive Sciences
85 rdf:type schema:DefinedTerm
86 anzsrc-for:1701 schema:inDefinedTermSet anzsrc-for:
87 schema:name Psychology
88 rdf:type schema:DefinedTerm
89 sg:person.010445445574.13 schema:affiliation https://www.grid.ac/institutes/grid.187323.c
90 schema:familyName Abdennadher
91 schema:givenName Slim
92 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010445445574.13
93 rdf:type schema:Person
94 sg:person.013322724557.53 schema:affiliation https://www.grid.ac/institutes/grid.187323.c
95 schema:familyName Elmahdy
96 schema:givenName Mohamed
97 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013322724557.53
98 rdf:type schema:Person
99 sg:person.015422642520.62 schema:affiliation https://www.grid.ac/institutes/grid.187323.c
100 schema:familyName Elhady
101 schema:givenName Reem
102 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015422642520.62
103 rdf:type schema:Person
104 sg:person.016542541344.73 schema:affiliation https://www.grid.ac/institutes/grid.187323.c
105 schema:familyName Hamed
106 schema:givenName Injy
107 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016542541344.73
108 rdf:type schema:Person
109 sg:pub.10.1007/978-1-4614-1906-8 schema:sameAs https://app.dimensions.ai/details/publication/pub.1037703854
110 https://doi.org/10.1007/978-1-4614-1906-8
111 rdf:type schema:CreativeWork
112 https://app.dimensions.ai/details/publication/pub.1037703854 schema:CreativeWork
113 https://doi.org/10.1109/hibit.2012.6209036 schema:sameAs https://app.dimensions.ai/details/publication/pub.1093278831
114 rdf:type schema:CreativeWork
115 https://doi.org/10.1109/mc.2006.196 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061387627
116 rdf:type schema:CreativeWork
117 https://doi.org/10.1159/000264159 schema:sameAs https://app.dimensions.ai/details/publication/pub.1035556249
118 rdf:type schema:CreativeWork
119 https://www.grid.ac/institutes/grid.187323.c schema:alternateName German University in Cairo
120 schema:name German University in Cairo
121 rdf:type schema:Organization
 




Preview window. Press ESC to close (or click here)


...