Building a Corpus and a Local Binary Pattern Recognizer for Learning-Centered Emotions View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2017

AUTHORS

Ramón Zatarain-Cabada , María Lucía Barrón-Estrada , Francisco González-Hernández , Raúl Oramas-Bustillos , Giner Alor-Hernández , Carlos Alberto Reyes-García

ABSTRACT

Studies investigating the effectiveness of affect detection inside intelligent learning environments (ILEs) have reported the effectiveness of including emotion identification on learning . However, there is limited research on detecting and using learning-centered data to investigate metacognitive and affective monitoring with ILEs. In this work we report the methodology we follow to create a new facial expression corpus from electroencephalography information, an implementation of an algorithm and a training of an SVM to recognize learning-centered emotions (frustration, boredom, engagement and excitement). Also, we explain changes realized in a fuzzy logic system into an intelligent learning environment. The affect recognizer was tested into an ILE for learning Java programming. We present successful results of the recognizer using our corpus face database and an example test using our ILE. More... »

PAGES

524-535

Book

TITLE

Advances in Soft Computing

ISBN

978-3-319-62427-3
978-3-319-62428-0

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-319-62428-0_43

DOI

http://dx.doi.org/10.1007/978-3-319-62428-0_43

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1090936502


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/2008/0801", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Artificial Intelligence and Image Processing", 
        "type": "DefinedTerm"
      }, 
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/08", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Information and Computing Sciences", 
        "type": "DefinedTerm"
      }
    ], 
    "author": [
      {
        "affiliation": {
          "alternateName": "Instituto Tecnol\u00f3gico de Culiac\u00e1n", 
          "id": "https://www.grid.ac/institutes/grid.466833.c", 
          "name": [
            "Instituto Tecnol\u00f3gico de Culiac\u00e1n"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Zatarain-Cabada", 
        "givenName": "Ram\u00f3n", 
        "id": "sg:person.010652602265.57", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010652602265.57"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Instituto Tecnol\u00f3gico de Culiac\u00e1n", 
          "id": "https://www.grid.ac/institutes/grid.466833.c", 
          "name": [
            "Instituto Tecnol\u00f3gico de Culiac\u00e1n"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Barr\u00f3n-Estrada", 
        "givenName": "Mar\u00eda Luc\u00eda", 
        "id": "sg:person.010130436767.97", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010130436767.97"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Instituto Tecnol\u00f3gico de Culiac\u00e1n", 
          "id": "https://www.grid.ac/institutes/grid.466833.c", 
          "name": [
            "Instituto Tecnol\u00f3gico de Culiac\u00e1n"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Gonz\u00e1lez-Hern\u00e1ndez", 
        "givenName": "Francisco", 
        "id": "sg:person.011523377767.50", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011523377767.50"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Instituto Tecnol\u00f3gico de Culiac\u00e1n", 
          "id": "https://www.grid.ac/institutes/grid.466833.c", 
          "name": [
            "Instituto Tecnol\u00f3gico de Culiac\u00e1n"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Oramas-Bustillos", 
        "givenName": "Ra\u00fal", 
        "id": "sg:person.013116340767.42", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013116340767.42"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Instituto Tecnologico de Orizaba", 
          "id": "https://www.grid.ac/institutes/grid.466840.8", 
          "name": [
            "Instituto Tecnol\u00f3gico de Orizaba"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Alor-Hern\u00e1ndez", 
        "givenName": "Giner", 
        "id": "sg:person.011654422251.97", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011654422251.97"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "Instituto Nacional de Astrof\u00edsica"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Reyes-Garc\u00eda", 
        "givenName": "Carlos Alberto", 
        "id": "sg:person.011206777361.46", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011206777361.46"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "https://doi.org/10.1111/j.1464-0597.1992.tb00712.x", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1004412602"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1080/02699930903485076", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1039354113"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1145/2678025.2701397", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040077043"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1080/02699939208411068", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1040179415"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1145/2676723.2691877", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1041987961"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1080/18756891.2013.818190", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1049287080"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1037/a0025827", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1049430673"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.ijhcs.2009.12.003", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1050301329"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.learninstruc.2011.10.001", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1050729726"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1207/s15326985ep3702_4", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1051950375"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/t-affc.2011.20", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061446972"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/taffc.2014.2386334", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061486981"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tcyb.2013.2249063", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061579445"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tpami.2006.244", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061743071"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/afgr.2000.840611", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1094698009"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/fg.2011.5771369", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1094844706"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/cvprw.2010.5543262", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1094866068"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/icalt.2015.53", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1095500140"
        ], 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2017", 
    "datePublishedReg": "2017-01-01", 
    "description": "Studies investigating the effectiveness of affect detection inside intelligent learning environments (ILEs) have reported the effectiveness of including emotion identification on learning . However, there is limited research on detecting and using learning-centered data to investigate metacognitive and affective monitoring with ILEs. In this work we report the methodology we follow to create a new facial expression corpus from electroencephalography information, an implementation of an algorithm and a training of an SVM to recognize learning-centered emotions (frustration, boredom, engagement and excitement). Also, we explain changes realized in a fuzzy logic system into an intelligent learning environment. The affect recognizer was tested into an ILE for learning Java programming. We present successful results of the recognizer using our corpus face database and an example test using our ILE.", 
    "editor": [
      {
        "familyName": "Pichardo-Lagunas", 
        "givenName": "Obdulia", 
        "type": "Person"
      }, 
      {
        "familyName": "Miranda-Jim\u00e9nez", 
        "givenName": "Sabino", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-319-62428-0_43", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": false, 
    "isPartOf": {
      "isbn": [
        "978-3-319-62427-3", 
        "978-3-319-62428-0"
      ], 
      "name": "Advances in Soft Computing", 
      "type": "Book"
    }, 
    "name": "Building a Corpus and a Local Binary Pattern Recognizer for Learning-Centered Emotions", 
    "pagination": "524-535", 
    "productId": [
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-319-62428-0_43"
        ]
      }, 
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "3f52df1bbebfba9cc64f86c21cd603d25072d712241d625fbaf44eeb27048f39"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1090936502"
        ]
      }
    ], 
    "publisher": {
      "location": "Cham", 
      "name": "Springer International Publishing", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-319-62428-0_43", 
      "https://app.dimensions.ai/details/publication/pub.1090936502"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2019-04-15T18:14", 
    "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_8681_00000279.jsonl", 
    "type": "Chapter", 
    "url": "http://link.springer.com/10.1007/978-3-319-62428-0_43"
  }
]
 

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.10.1007/978-3-319-62428-0_43'

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

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-62428-0_43'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-62428-0_43'

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

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-62428-0_43'


 

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

164 TRIPLES      23 PREDICATES      45 URIs      20 LITERALS      8 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-319-62428-0_43 schema:about anzsrc-for:08
2 anzsrc-for:0801
3 schema:author N4880c9d10e1c4c6a92d32694ecfd3ea9
4 schema:citation https://doi.org/10.1016/j.ijhcs.2009.12.003
5 https://doi.org/10.1016/j.learninstruc.2011.10.001
6 https://doi.org/10.1037/a0025827
7 https://doi.org/10.1080/02699930903485076
8 https://doi.org/10.1080/02699939208411068
9 https://doi.org/10.1080/18756891.2013.818190
10 https://doi.org/10.1109/afgr.2000.840611
11 https://doi.org/10.1109/cvprw.2010.5543262
12 https://doi.org/10.1109/fg.2011.5771369
13 https://doi.org/10.1109/icalt.2015.53
14 https://doi.org/10.1109/t-affc.2011.20
15 https://doi.org/10.1109/taffc.2014.2386334
16 https://doi.org/10.1109/tcyb.2013.2249063
17 https://doi.org/10.1109/tpami.2006.244
18 https://doi.org/10.1111/j.1464-0597.1992.tb00712.x
19 https://doi.org/10.1145/2676723.2691877
20 https://doi.org/10.1145/2678025.2701397
21 https://doi.org/10.1207/s15326985ep3702_4
22 schema:datePublished 2017
23 schema:datePublishedReg 2017-01-01
24 schema:description Studies investigating the effectiveness of affect detection inside intelligent learning environments (ILEs) have reported the effectiveness of including emotion identification on learning . However, there is limited research on detecting and using learning-centered data to investigate metacognitive and affective monitoring with ILEs. In this work we report the methodology we follow to create a new facial expression corpus from electroencephalography information, an implementation of an algorithm and a training of an SVM to recognize learning-centered emotions (frustration, boredom, engagement and excitement). Also, we explain changes realized in a fuzzy logic system into an intelligent learning environment. The affect recognizer was tested into an ILE for learning Java programming. We present successful results of the recognizer using our corpus face database and an example test using our ILE.
25 schema:editor N4951b31b6e0f46f1b5c134bf5aa46466
26 schema:genre chapter
27 schema:inLanguage en
28 schema:isAccessibleForFree false
29 schema:isPartOf N7ca2ca4dfbcb455faff5413b05efeef0
30 schema:name Building a Corpus and a Local Binary Pattern Recognizer for Learning-Centered Emotions
31 schema:pagination 524-535
32 schema:productId N0aeb718a3b9f40e59149c682cd0fa4db
33 N1fe82c2114b845de927de8d712cc2072
34 Nf5646f1c3c5a4f219085a7da07c9aabc
35 schema:publisher Na9591b78f88d442a987f95091317691f
36 schema:sameAs https://app.dimensions.ai/details/publication/pub.1090936502
37 https://doi.org/10.1007/978-3-319-62428-0_43
38 schema:sdDatePublished 2019-04-15T18:14
39 schema:sdLicense https://scigraph.springernature.com/explorer/license/
40 schema:sdPublisher N69051d430ca845c28cd511c24041b836
41 schema:url http://link.springer.com/10.1007/978-3-319-62428-0_43
42 sgo:license sg:explorer/license/
43 sgo:sdDataset chapters
44 rdf:type schema:Chapter
45 N0aeb718a3b9f40e59149c682cd0fa4db schema:name readcube_id
46 schema:value 3f52df1bbebfba9cc64f86c21cd603d25072d712241d625fbaf44eeb27048f39
47 rdf:type schema:PropertyValue
48 N0eb3e99ebd6c46a19e81bd39ac5c7f8d schema:familyName Miranda-Jiménez
49 schema:givenName Sabino
50 rdf:type schema:Person
51 N18bba6a5d410438d8dde09608c63e1bb rdf:first sg:person.011206777361.46
52 rdf:rest rdf:nil
53 N1fe82c2114b845de927de8d712cc2072 schema:name dimensions_id
54 schema:value pub.1090936502
55 rdf:type schema:PropertyValue
56 N4880c9d10e1c4c6a92d32694ecfd3ea9 rdf:first sg:person.010652602265.57
57 rdf:rest N85bfe8b7c8b14e7fa703b22fbbf645b3
58 N4951b31b6e0f46f1b5c134bf5aa46466 rdf:first Nb2e5a47da6b94d8eabedd1af056cd8a6
59 rdf:rest Nc16477bbc51f45ffbeab0b88539e44d7
60 N69051d430ca845c28cd511c24041b836 schema:name Springer Nature - SN SciGraph project
61 rdf:type schema:Organization
62 N7ca2ca4dfbcb455faff5413b05efeef0 schema:isbn 978-3-319-62427-3
63 978-3-319-62428-0
64 schema:name Advances in Soft Computing
65 rdf:type schema:Book
66 N85bfe8b7c8b14e7fa703b22fbbf645b3 rdf:first sg:person.010130436767.97
67 rdf:rest Nf20782413b794795a7265191a989d15d
68 N8e578e76b51a43d182977be4b29c6750 schema:name Instituto Nacional de Astrofísica
69 rdf:type schema:Organization
70 N8f295e64867049f7be37a606aa6dac35 rdf:first sg:person.013116340767.42
71 rdf:rest Ne00a4d73b7db4bffbe12b6c9ce510596
72 Na9591b78f88d442a987f95091317691f schema:location Cham
73 schema:name Springer International Publishing
74 rdf:type schema:Organisation
75 Nb2e5a47da6b94d8eabedd1af056cd8a6 schema:familyName Pichardo-Lagunas
76 schema:givenName Obdulia
77 rdf:type schema:Person
78 Nc16477bbc51f45ffbeab0b88539e44d7 rdf:first N0eb3e99ebd6c46a19e81bd39ac5c7f8d
79 rdf:rest rdf:nil
80 Ne00a4d73b7db4bffbe12b6c9ce510596 rdf:first sg:person.011654422251.97
81 rdf:rest N18bba6a5d410438d8dde09608c63e1bb
82 Nf20782413b794795a7265191a989d15d rdf:first sg:person.011523377767.50
83 rdf:rest N8f295e64867049f7be37a606aa6dac35
84 Nf5646f1c3c5a4f219085a7da07c9aabc schema:name doi
85 schema:value 10.1007/978-3-319-62428-0_43
86 rdf:type schema:PropertyValue
87 anzsrc-for:08 schema:inDefinedTermSet anzsrc-for:
88 schema:name Information and Computing Sciences
89 rdf:type schema:DefinedTerm
90 anzsrc-for:0801 schema:inDefinedTermSet anzsrc-for:
91 schema:name Artificial Intelligence and Image Processing
92 rdf:type schema:DefinedTerm
93 sg:person.010130436767.97 schema:affiliation https://www.grid.ac/institutes/grid.466833.c
94 schema:familyName Barrón-Estrada
95 schema:givenName María Lucía
96 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010130436767.97
97 rdf:type schema:Person
98 sg:person.010652602265.57 schema:affiliation https://www.grid.ac/institutes/grid.466833.c
99 schema:familyName Zatarain-Cabada
100 schema:givenName Ramón
101 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010652602265.57
102 rdf:type schema:Person
103 sg:person.011206777361.46 schema:affiliation N8e578e76b51a43d182977be4b29c6750
104 schema:familyName Reyes-García
105 schema:givenName Carlos Alberto
106 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011206777361.46
107 rdf:type schema:Person
108 sg:person.011523377767.50 schema:affiliation https://www.grid.ac/institutes/grid.466833.c
109 schema:familyName González-Hernández
110 schema:givenName Francisco
111 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011523377767.50
112 rdf:type schema:Person
113 sg:person.011654422251.97 schema:affiliation https://www.grid.ac/institutes/grid.466840.8
114 schema:familyName Alor-Hernández
115 schema:givenName Giner
116 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011654422251.97
117 rdf:type schema:Person
118 sg:person.013116340767.42 schema:affiliation https://www.grid.ac/institutes/grid.466833.c
119 schema:familyName Oramas-Bustillos
120 schema:givenName Raúl
121 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013116340767.42
122 rdf:type schema:Person
123 https://doi.org/10.1016/j.ijhcs.2009.12.003 schema:sameAs https://app.dimensions.ai/details/publication/pub.1050301329
124 rdf:type schema:CreativeWork
125 https://doi.org/10.1016/j.learninstruc.2011.10.001 schema:sameAs https://app.dimensions.ai/details/publication/pub.1050729726
126 rdf:type schema:CreativeWork
127 https://doi.org/10.1037/a0025827 schema:sameAs https://app.dimensions.ai/details/publication/pub.1049430673
128 rdf:type schema:CreativeWork
129 https://doi.org/10.1080/02699930903485076 schema:sameAs https://app.dimensions.ai/details/publication/pub.1039354113
130 rdf:type schema:CreativeWork
131 https://doi.org/10.1080/02699939208411068 schema:sameAs https://app.dimensions.ai/details/publication/pub.1040179415
132 rdf:type schema:CreativeWork
133 https://doi.org/10.1080/18756891.2013.818190 schema:sameAs https://app.dimensions.ai/details/publication/pub.1049287080
134 rdf:type schema:CreativeWork
135 https://doi.org/10.1109/afgr.2000.840611 schema:sameAs https://app.dimensions.ai/details/publication/pub.1094698009
136 rdf:type schema:CreativeWork
137 https://doi.org/10.1109/cvprw.2010.5543262 schema:sameAs https://app.dimensions.ai/details/publication/pub.1094866068
138 rdf:type schema:CreativeWork
139 https://doi.org/10.1109/fg.2011.5771369 schema:sameAs https://app.dimensions.ai/details/publication/pub.1094844706
140 rdf:type schema:CreativeWork
141 https://doi.org/10.1109/icalt.2015.53 schema:sameAs https://app.dimensions.ai/details/publication/pub.1095500140
142 rdf:type schema:CreativeWork
143 https://doi.org/10.1109/t-affc.2011.20 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061446972
144 rdf:type schema:CreativeWork
145 https://doi.org/10.1109/taffc.2014.2386334 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061486981
146 rdf:type schema:CreativeWork
147 https://doi.org/10.1109/tcyb.2013.2249063 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061579445
148 rdf:type schema:CreativeWork
149 https://doi.org/10.1109/tpami.2006.244 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061743071
150 rdf:type schema:CreativeWork
151 https://doi.org/10.1111/j.1464-0597.1992.tb00712.x schema:sameAs https://app.dimensions.ai/details/publication/pub.1004412602
152 rdf:type schema:CreativeWork
153 https://doi.org/10.1145/2676723.2691877 schema:sameAs https://app.dimensions.ai/details/publication/pub.1041987961
154 rdf:type schema:CreativeWork
155 https://doi.org/10.1145/2678025.2701397 schema:sameAs https://app.dimensions.ai/details/publication/pub.1040077043
156 rdf:type schema:CreativeWork
157 https://doi.org/10.1207/s15326985ep3702_4 schema:sameAs https://app.dimensions.ai/details/publication/pub.1051950375
158 rdf:type schema:CreativeWork
159 https://www.grid.ac/institutes/grid.466833.c schema:alternateName Instituto Tecnológico de Culiacán
160 schema:name Instituto Tecnológico de Culiacán
161 rdf:type schema:Organization
162 https://www.grid.ac/institutes/grid.466840.8 schema:alternateName Instituto Tecnologico de Orizaba
163 schema:name Instituto Tecnológico de Orizaba
164 rdf:type schema:Organization
 




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


...