Cognitive Activity Recognition Based on Electrooculogram Analysis View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2014

AUTHORS

Anwesha Banerjee , Shreyasi Datta , Amit Konar , D. N. Tibarewala , Janarthanan Ramadoss

ABSTRACT

This work is aimed at identification of human cognitive activities from the analysis of their eye movements using Electrooculogram signals. These signals are represented through Adaptive Autoregressive Parameters, Wavelet Coefficients, Power Spectral Density and Hjorth Parameters as signal features. To distinctly identify a particular class of cognitive activity, the obtained feature spaces are classified using Support Vector Machine with Radial Basis Function Kernel. An average accuracy of 90.39% for recognition of eight types of cognitive activities has been achieved in a one-versus-all classification approach. More... »

PAGES

637-644

Book

TITLE

Advanced Computing, Networking and Informatics- Volume 1

ISBN

978-3-319-07352-1
978-3-319-07353-8

Author Affiliations

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-319-07353-8_73

DOI

http://dx.doi.org/10.1007/978-3-319-07353-8_73

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1022560229


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": "Jadavpur University", 
          "id": "https://www.grid.ac/institutes/grid.216499.1", 
          "name": [
            "School of Bioscience & Engineering, Jadavpur University, Jadavpur, India"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Banerjee", 
        "givenName": "Anwesha", 
        "id": "sg:person.012712134473.65", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012712134473.65"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Jadavpur University", 
          "id": "https://www.grid.ac/institutes/grid.216499.1", 
          "name": [
            "Department of Electronics & Telecommunication Engineering, Jadavpur University, Jadavpur, India"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Datta", 
        "givenName": "Shreyasi", 
        "id": "sg:person.013472403131.35", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013472403131.35"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Jadavpur University", 
          "id": "https://www.grid.ac/institutes/grid.216499.1", 
          "name": [
            "Department of Electronics & Telecommunication Engineering, Jadavpur University, Jadavpur, India"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Konar", 
        "givenName": "Amit", 
        "id": "sg:person.01337053064.29", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01337053064.29"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Jadavpur University", 
          "id": "https://www.grid.ac/institutes/grid.216499.1", 
          "name": [
            "School of Bioscience & Engineering, Jadavpur University, Jadavpur, India"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Tibarewala", 
        "givenName": "D. N.", 
        "id": "sg:person.010726132604.03", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010726132604.03"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "name": [
            "Department of Computer Science, TJS Engineering College, Gummidipoondi, India"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Ramadoss", 
        "givenName": "Janarthanan", 
        "id": "sg:person.016222741717.32", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016222741717.32"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "https://doi.org/10.1145/1620545.1620552", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1020733325"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-540-79576-6_2", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1024800328", 
          "https://doi.org/10.1007/978-3-540-79576-6_2"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-540-79576-6_2", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1024800328", 
          "https://doi.org/10.1007/978-3-540-79576-6_2"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1038/eye.1996.134", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1034621672", 
          "https://doi.org/10.1038/eye.1996.134"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1038/eye.1996.134", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1034621672", 
          "https://doi.org/10.1038/eye.1996.134"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.protcy.2013.12.338", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1039443587"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "sg:pub.10.1007/978-3-642-31600-5_15", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1039682175", 
          "https://doi.org/10.1007/978-3-642-31600-5_15"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.eswa.2009.10.017", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1041351496"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.preteyeres.2005.11.001", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1052133603"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/34.745739", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061156908"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/tau.1967.1161901", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1061520637"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/icpr.2000.903006", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1093503059"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/ihci.2012.6481821", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1094387165"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1109/iembs.1997.757002", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1095398511"
        ], 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2014", 
    "datePublishedReg": "2014-01-01", 
    "description": "This work is aimed at identification of human cognitive activities from the analysis of their eye movements using Electrooculogram signals. These signals are represented through Adaptive Autoregressive Parameters, Wavelet Coefficients, Power Spectral Density and Hjorth Parameters as signal features. To distinctly identify a particular class of cognitive activity, the obtained feature spaces are classified using Support Vector Machine with Radial Basis Function Kernel. An average accuracy of 90.39% for recognition of eight types of cognitive activities has been achieved in a one-versus-all classification approach.", 
    "editor": [
      {
        "familyName": "Kumar Kundu", 
        "givenName": "Malay", 
        "type": "Person"
      }, 
      {
        "familyName": "Mohapatra", 
        "givenName": "Durga Prasad", 
        "type": "Person"
      }, 
      {
        "familyName": "Konar", 
        "givenName": "Amit", 
        "type": "Person"
      }, 
      {
        "familyName": "Chakraborty", 
        "givenName": "Aruna", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-319-07353-8_73", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": false, 
    "isPartOf": {
      "isbn": [
        "978-3-319-07352-1", 
        "978-3-319-07353-8"
      ], 
      "name": "Advanced Computing, Networking and Informatics- Volume 1", 
      "type": "Book"
    }, 
    "name": "Cognitive Activity Recognition Based on Electrooculogram Analysis", 
    "pagination": "637-644", 
    "productId": [
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-319-07353-8_73"
        ]
      }, 
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "6b7b80168c963544bcacf311581fe4449244729ddb431d53b450da2cabb68a39"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1022560229"
        ]
      }
    ], 
    "publisher": {
      "location": "Cham", 
      "name": "Springer International Publishing", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-319-07353-8_73", 
      "https://app.dimensions.ai/details/publication/pub.1022560229"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2019-04-15T15:20", 
    "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_8672_00000257.jsonl", 
    "type": "Chapter", 
    "url": "http://link.springer.com/10.1007/978-3-319-07353-8_73"
  }
]
 

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.10.1007/978-3-319-07353-8_73'

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

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-07353-8_73'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-07353-8_73'

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

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-07353-8_73'


 

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

150 TRIPLES      23 PREDICATES      39 URIs      20 LITERALS      8 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-319-07353-8_73 schema:about anzsrc-for:08
2 anzsrc-for:0801
3 schema:author Ned5f25756ac74c11b46ade214099f78d
4 schema:citation sg:pub.10.1007/978-3-540-79576-6_2
5 sg:pub.10.1007/978-3-642-31600-5_15
6 sg:pub.10.1038/eye.1996.134
7 https://doi.org/10.1016/j.eswa.2009.10.017
8 https://doi.org/10.1016/j.preteyeres.2005.11.001
9 https://doi.org/10.1016/j.protcy.2013.12.338
10 https://doi.org/10.1109/34.745739
11 https://doi.org/10.1109/icpr.2000.903006
12 https://doi.org/10.1109/iembs.1997.757002
13 https://doi.org/10.1109/ihci.2012.6481821
14 https://doi.org/10.1109/tau.1967.1161901
15 https://doi.org/10.1145/1620545.1620552
16 schema:datePublished 2014
17 schema:datePublishedReg 2014-01-01
18 schema:description This work is aimed at identification of human cognitive activities from the analysis of their eye movements using Electrooculogram signals. These signals are represented through Adaptive Autoregressive Parameters, Wavelet Coefficients, Power Spectral Density and Hjorth Parameters as signal features. To distinctly identify a particular class of cognitive activity, the obtained feature spaces are classified using Support Vector Machine with Radial Basis Function Kernel. An average accuracy of 90.39% for recognition of eight types of cognitive activities has been achieved in a one-versus-all classification approach.
19 schema:editor Nbe153eb26ecd4d899f370542e1638cd5
20 schema:genre chapter
21 schema:inLanguage en
22 schema:isAccessibleForFree false
23 schema:isPartOf N98894dfa159e4926866aa66834490d5d
24 schema:name Cognitive Activity Recognition Based on Electrooculogram Analysis
25 schema:pagination 637-644
26 schema:productId Nb610f56954184c87aa39948482a2aa12
27 Nbaf2aa6c24024ae39c54df7c16ba6751
28 Ne84881b912de4f9b9906dec39a0adb63
29 schema:publisher N02d3f22e89ca4fc5bc8cf044ecd6d2e3
30 schema:sameAs https://app.dimensions.ai/details/publication/pub.1022560229
31 https://doi.org/10.1007/978-3-319-07353-8_73
32 schema:sdDatePublished 2019-04-15T15:20
33 schema:sdLicense https://scigraph.springernature.com/explorer/license/
34 schema:sdPublisher N9e39fb3b690d48c1a3a7f74ca5cae004
35 schema:url http://link.springer.com/10.1007/978-3-319-07353-8_73
36 sgo:license sg:explorer/license/
37 sgo:sdDataset chapters
38 rdf:type schema:Chapter
39 N02d3f22e89ca4fc5bc8cf044ecd6d2e3 schema:location Cham
40 schema:name Springer International Publishing
41 rdf:type schema:Organisation
42 N10de143aa51e4f9ba84d0d4acf265707 rdf:first N9d9d8addf61d4e90a559655940255300
43 rdf:rest N158900cedef04aa49b43a83e52da6edb
44 N158900cedef04aa49b43a83e52da6edb rdf:first N9d7142bba72a4ac4a3e775bdd1ffb7ba
45 rdf:rest N9d7dea506daf41c8b78dfe6cb8112521
46 N18c5b730ddbe4b5eb12da24c51257c64 rdf:first sg:person.010726132604.03
47 rdf:rest N4484b51f0b6f4a88b72eae99ee4c5169
48 N42dcc38d26fa4f39b5b109c96a2b9d26 rdf:first sg:person.01337053064.29
49 rdf:rest N18c5b730ddbe4b5eb12da24c51257c64
50 N4484b51f0b6f4a88b72eae99ee4c5169 rdf:first sg:person.016222741717.32
51 rdf:rest rdf:nil
52 N4a7b7204b8d641aab22a806e7533961a schema:name Department of Computer Science, TJS Engineering College, Gummidipoondi, India
53 rdf:type schema:Organization
54 N500a3c21d4cf41e4b0e5d05eef7d99cf schema:familyName Chakraborty
55 schema:givenName Aruna
56 rdf:type schema:Person
57 N98894dfa159e4926866aa66834490d5d schema:isbn 978-3-319-07352-1
58 978-3-319-07353-8
59 schema:name Advanced Computing, Networking and Informatics- Volume 1
60 rdf:type schema:Book
61 N9d7142bba72a4ac4a3e775bdd1ffb7ba schema:familyName Konar
62 schema:givenName Amit
63 rdf:type schema:Person
64 N9d7dea506daf41c8b78dfe6cb8112521 rdf:first N500a3c21d4cf41e4b0e5d05eef7d99cf
65 rdf:rest rdf:nil
66 N9d9d8addf61d4e90a559655940255300 schema:familyName Mohapatra
67 schema:givenName Durga Prasad
68 rdf:type schema:Person
69 N9e39fb3b690d48c1a3a7f74ca5cae004 schema:name Springer Nature - SN SciGraph project
70 rdf:type schema:Organization
71 Na6b22281ba084460b49040f6d7d9ec6b rdf:first sg:person.013472403131.35
72 rdf:rest N42dcc38d26fa4f39b5b109c96a2b9d26
73 Nb610f56954184c87aa39948482a2aa12 schema:name readcube_id
74 schema:value 6b7b80168c963544bcacf311581fe4449244729ddb431d53b450da2cabb68a39
75 rdf:type schema:PropertyValue
76 Nbaf2aa6c24024ae39c54df7c16ba6751 schema:name doi
77 schema:value 10.1007/978-3-319-07353-8_73
78 rdf:type schema:PropertyValue
79 Nbb6d75cb464f49139536442a4861a8ca schema:familyName Kumar Kundu
80 schema:givenName Malay
81 rdf:type schema:Person
82 Nbe153eb26ecd4d899f370542e1638cd5 rdf:first Nbb6d75cb464f49139536442a4861a8ca
83 rdf:rest N10de143aa51e4f9ba84d0d4acf265707
84 Ne84881b912de4f9b9906dec39a0adb63 schema:name dimensions_id
85 schema:value pub.1022560229
86 rdf:type schema:PropertyValue
87 Ned5f25756ac74c11b46ade214099f78d rdf:first sg:person.012712134473.65
88 rdf:rest Na6b22281ba084460b49040f6d7d9ec6b
89 anzsrc-for:08 schema:inDefinedTermSet anzsrc-for:
90 schema:name Information and Computing Sciences
91 rdf:type schema:DefinedTerm
92 anzsrc-for:0801 schema:inDefinedTermSet anzsrc-for:
93 schema:name Artificial Intelligence and Image Processing
94 rdf:type schema:DefinedTerm
95 sg:person.010726132604.03 schema:affiliation https://www.grid.ac/institutes/grid.216499.1
96 schema:familyName Tibarewala
97 schema:givenName D. N.
98 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010726132604.03
99 rdf:type schema:Person
100 sg:person.012712134473.65 schema:affiliation https://www.grid.ac/institutes/grid.216499.1
101 schema:familyName Banerjee
102 schema:givenName Anwesha
103 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012712134473.65
104 rdf:type schema:Person
105 sg:person.01337053064.29 schema:affiliation https://www.grid.ac/institutes/grid.216499.1
106 schema:familyName Konar
107 schema:givenName Amit
108 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.01337053064.29
109 rdf:type schema:Person
110 sg:person.013472403131.35 schema:affiliation https://www.grid.ac/institutes/grid.216499.1
111 schema:familyName Datta
112 schema:givenName Shreyasi
113 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.013472403131.35
114 rdf:type schema:Person
115 sg:person.016222741717.32 schema:affiliation N4a7b7204b8d641aab22a806e7533961a
116 schema:familyName Ramadoss
117 schema:givenName Janarthanan
118 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016222741717.32
119 rdf:type schema:Person
120 sg:pub.10.1007/978-3-540-79576-6_2 schema:sameAs https://app.dimensions.ai/details/publication/pub.1024800328
121 https://doi.org/10.1007/978-3-540-79576-6_2
122 rdf:type schema:CreativeWork
123 sg:pub.10.1007/978-3-642-31600-5_15 schema:sameAs https://app.dimensions.ai/details/publication/pub.1039682175
124 https://doi.org/10.1007/978-3-642-31600-5_15
125 rdf:type schema:CreativeWork
126 sg:pub.10.1038/eye.1996.134 schema:sameAs https://app.dimensions.ai/details/publication/pub.1034621672
127 https://doi.org/10.1038/eye.1996.134
128 rdf:type schema:CreativeWork
129 https://doi.org/10.1016/j.eswa.2009.10.017 schema:sameAs https://app.dimensions.ai/details/publication/pub.1041351496
130 rdf:type schema:CreativeWork
131 https://doi.org/10.1016/j.preteyeres.2005.11.001 schema:sameAs https://app.dimensions.ai/details/publication/pub.1052133603
132 rdf:type schema:CreativeWork
133 https://doi.org/10.1016/j.protcy.2013.12.338 schema:sameAs https://app.dimensions.ai/details/publication/pub.1039443587
134 rdf:type schema:CreativeWork
135 https://doi.org/10.1109/34.745739 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061156908
136 rdf:type schema:CreativeWork
137 https://doi.org/10.1109/icpr.2000.903006 schema:sameAs https://app.dimensions.ai/details/publication/pub.1093503059
138 rdf:type schema:CreativeWork
139 https://doi.org/10.1109/iembs.1997.757002 schema:sameAs https://app.dimensions.ai/details/publication/pub.1095398511
140 rdf:type schema:CreativeWork
141 https://doi.org/10.1109/ihci.2012.6481821 schema:sameAs https://app.dimensions.ai/details/publication/pub.1094387165
142 rdf:type schema:CreativeWork
143 https://doi.org/10.1109/tau.1967.1161901 schema:sameAs https://app.dimensions.ai/details/publication/pub.1061520637
144 rdf:type schema:CreativeWork
145 https://doi.org/10.1145/1620545.1620552 schema:sameAs https://app.dimensions.ai/details/publication/pub.1020733325
146 rdf:type schema:CreativeWork
147 https://www.grid.ac/institutes/grid.216499.1 schema:alternateName Jadavpur University
148 schema:name Department of Electronics & Telecommunication Engineering, Jadavpur University, Jadavpur, India
149 School of Bioscience & Engineering, Jadavpur University, Jadavpur, India
150 rdf:type schema:Organization
 




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


...