Ontology-Based Platform for Conceptual Guided Dataset Analysis View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2016

AUTHORS

Miguel Ángel Rodríguez-García , José Medina-Moreira , Katty Lagos-Ortiz , Harry Luna-Aveiga , Francisco García-Sánchez , Rafael Valencia-García

ABSTRACT

Nowadays organizations should handle a huge amount of both internal and external data from structured, semi-structured, and unstructured sources. This constitutes a major challenge (and also an opportunity) to current Business Intelligence solutions. The complexity and effort required to analyse such plethora of data implies considerable execution times. Besides, the large number of data analysis methods and techniques impede domain experts (laymen from an IT-assisted analytics perspective) to fully exploit their potential, while technology experts lack the business background to get the proper questions. In this work, we present a semantically-boosted platform for assisting layman users in (i) extracting a relevant subdataset from all the data, and (ii) selecting the data analysis technique(s) best suited for scrutinising that subdataset. The outcome is getting better answers in significantly less time. The platform has been evaluated in the music domain with promising results. More... »

PAGES

155-163

Book

TITLE

Distributed Computing and Artificial Intelligence, 13th International Conference

ISBN

978-3-319-40161-4
978-3-319-40162-1

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-319-40162-1_17

DOI

http://dx.doi.org/10.1007/978-3-319-40162-1_17

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1038510132


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": {
          "name": [
            "Computational Bioscience Research Center, King Abdullah University of Science and Technology"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Rodr\u00edguez-Garc\u00eda", 
        "givenName": "Miguel \u00c1ngel", 
        "id": "sg:person.012404370675.81", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012404370675.81"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Guayaquil", 
          "id": "https://www.grid.ac/institutes/grid.442157.1", 
          "name": [
            "Universidad de Guayaquil"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Medina-Moreira", 
        "givenName": "Jos\u00e9", 
        "id": "sg:person.015006624043.67", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015006624043.67"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "Universidad Agraria del Ecuador", 
          "id": "https://www.grid.ac/institutes/grid.442144.3", 
          "name": [
            "Universidad Agraria del Ecuador"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Lagos-Ortiz", 
        "givenName": "Katty", 
        "id": "sg:person.015604204443.00", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015604204443.00"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Guayaquil", 
          "id": "https://www.grid.ac/institutes/grid.442157.1", 
          "name": [
            "Universidad de Guayaquil"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Luna-Aveiga", 
        "givenName": "Harry", 
        "id": "sg:person.016401565043.20", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016401565043.20"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Murcia", 
          "id": "https://www.grid.ac/institutes/grid.10586.3a", 
          "name": [
            "Departamento de Inform\u00e1tica y Sistemas, Universidad de Murcia"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Garc\u00eda-S\u00e1nchez", 
        "givenName": "Francisco", 
        "id": "sg:person.015046075460.11", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015046075460.11"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Murcia", 
          "id": "https://www.grid.ac/institutes/grid.10586.3a", 
          "name": [
            "Departamento de Inform\u00e1tica y Sistemas, Universidad de Murcia"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Valencia-Garc\u00eda", 
        "givenName": "Rafael", 
        "id": "sg:person.012051275321.61", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012051275321.61"
        ], 
        "type": "Person"
      }
    ], 
    "citation": [
      {
        "id": "https://doi.org/10.1016/j.knosys.2012.06.002", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1001159947"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1108/14637151311319905", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1010141847"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.eswa.2008.02.047", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1010155857"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.knosys.2013.10.006", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1024327591"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.websem.2015.01.001", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1027732747"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.future.2013.08.003", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1029191212"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.compind.2013.11.007", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1032094187"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://doi.org/10.1016/j.compbiomed.2012.10.007", 
        "sameAs": [
          "https://app.dimensions.ai/details/publication/pub.1037399729"
        ], 
        "type": "CreativeWork"
      }, 
      {
        "id": "https://app.dimensions.ai/details/publication/pub.1078635588", 
        "type": "CreativeWork"
      }
    ], 
    "datePublished": "2016", 
    "datePublishedReg": "2016-01-01", 
    "description": "Nowadays organizations should handle a huge amount of both internal and external data from structured, semi-structured, and unstructured sources. This constitutes a major challenge (and also an opportunity) to current Business Intelligence solutions. The complexity and effort required to analyse such plethora of data implies considerable execution times. Besides, the large number of data analysis methods and techniques impede domain experts (laymen from an IT-assisted analytics perspective) to fully exploit their potential, while technology experts lack the business background to get the proper questions. In this work, we present a semantically-boosted platform for assisting layman users in (i) extracting a relevant subdataset from all the data, and (ii) selecting the data analysis technique(s) best suited for scrutinising that subdataset. The outcome is getting better answers in significantly less time. The platform has been evaluated in the music domain with promising results.", 
    "editor": [
      {
        "familyName": "Omatu", 
        "givenName": "Sigeru", 
        "type": "Person"
      }, 
      {
        "familyName": "Semalat", 
        "givenName": "Ali", 
        "type": "Person"
      }, 
      {
        "familyName": "Bocewicz", 
        "givenName": "Grzegorz", 
        "type": "Person"
      }, 
      {
        "familyName": "Sitek", 
        "givenName": "Pawe\u0142", 
        "type": "Person"
      }, 
      {
        "familyName": "Nielsen", 
        "givenName": "Izabela E.", 
        "type": "Person"
      }, 
      {
        "familyName": "Garc\u00eda Garc\u00eda", 
        "givenName": "Juli\u00e1n A.", 
        "type": "Person"
      }, 
      {
        "familyName": "Bajo", 
        "givenName": "Javier", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-319-40162-1_17", 
    "inLanguage": [
      "en"
    ], 
    "isAccessibleForFree": false, 
    "isPartOf": {
      "isbn": [
        "978-3-319-40161-4", 
        "978-3-319-40162-1"
      ], 
      "name": "Distributed Computing and Artificial Intelligence, 13th International Conference", 
      "type": "Book"
    }, 
    "name": "Ontology-Based Platform for Conceptual Guided Dataset Analysis", 
    "pagination": "155-163", 
    "productId": [
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-319-40162-1_17"
        ]
      }, 
      {
        "name": "readcube_id", 
        "type": "PropertyValue", 
        "value": [
          "b7721c77fbfad89f9f30df8b76e995196608e044019c87a53bbaa4d8e7e6414b"
        ]
      }, 
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1038510132"
        ]
      }
    ], 
    "publisher": {
      "location": "Cham", 
      "name": "Springer International Publishing", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-319-40162-1_17", 
      "https://app.dimensions.ai/details/publication/pub.1038510132"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2019-04-15T18:16", 
    "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_00000291.jsonl", 
    "type": "Chapter", 
    "url": "http://link.springer.com/10.1007/978-3-319-40162-1_17"
  }
]
 

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.10.1007/978-3-319-40162-1_17'

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

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-40162-1_17'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-40162-1_17'

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

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-40162-1_17'


 

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

164 TRIPLES      23 PREDICATES      36 URIs      20 LITERALS      8 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-319-40162-1_17 schema:about anzsrc-for:08
2 anzsrc-for:0801
3 schema:author Nf991ebdfc7824630aef9d3035f79a84f
4 schema:citation https://app.dimensions.ai/details/publication/pub.1078635588
5 https://doi.org/10.1016/j.compbiomed.2012.10.007
6 https://doi.org/10.1016/j.compind.2013.11.007
7 https://doi.org/10.1016/j.eswa.2008.02.047
8 https://doi.org/10.1016/j.future.2013.08.003
9 https://doi.org/10.1016/j.knosys.2012.06.002
10 https://doi.org/10.1016/j.knosys.2013.10.006
11 https://doi.org/10.1016/j.websem.2015.01.001
12 https://doi.org/10.1108/14637151311319905
13 schema:datePublished 2016
14 schema:datePublishedReg 2016-01-01
15 schema:description Nowadays organizations should handle a huge amount of both internal and external data from structured, semi-structured, and unstructured sources. This constitutes a major challenge (and also an opportunity) to current Business Intelligence solutions. The complexity and effort required to analyse such plethora of data implies considerable execution times. Besides, the large number of data analysis methods and techniques impede domain experts (laymen from an IT-assisted analytics perspective) to fully exploit their potential, while technology experts lack the business background to get the proper questions. In this work, we present a semantically-boosted platform for assisting layman users in (i) extracting a relevant subdataset from all the data, and (ii) selecting the data analysis technique(s) best suited for scrutinising that subdataset. The outcome is getting better answers in significantly less time. The platform has been evaluated in the music domain with promising results.
16 schema:editor Nce9a2df33af24e349fa2d7050010ff7b
17 schema:genre chapter
18 schema:inLanguage en
19 schema:isAccessibleForFree false
20 schema:isPartOf N860c786f6bc845a293e33163bea87f47
21 schema:name Ontology-Based Platform for Conceptual Guided Dataset Analysis
22 schema:pagination 155-163
23 schema:productId N2579e22cbeaf474d88cfbf82f3be17dd
24 Na15407fb501c4123a67dc6d6cdc4c50b
25 Nb315d015b4d34199b92fe88e16cf99b9
26 schema:publisher N564afb3e93d34e5b9095352a6ce79047
27 schema:sameAs https://app.dimensions.ai/details/publication/pub.1038510132
28 https://doi.org/10.1007/978-3-319-40162-1_17
29 schema:sdDatePublished 2019-04-15T18:16
30 schema:sdLicense https://scigraph.springernature.com/explorer/license/
31 schema:sdPublisher N06dc956055ab4f7ca4f27656f35cb4a2
32 schema:url http://link.springer.com/10.1007/978-3-319-40162-1_17
33 sgo:license sg:explorer/license/
34 sgo:sdDataset chapters
35 rdf:type schema:Chapter
36 N0486bfa0aadf4bec8f9f3f9fc6d0248b rdf:first N9d257668e75f4e68a5246d5d748371e6
37 rdf:rest rdf:nil
38 N06dc956055ab4f7ca4f27656f35cb4a2 schema:name Springer Nature - SN SciGraph project
39 rdf:type schema:Organization
40 N16523409044e4ddb975e213828aba8f8 rdf:first sg:person.015006624043.67
41 rdf:rest Nc330045802604b3d8784d748a5c2e496
42 N2579e22cbeaf474d88cfbf82f3be17dd schema:name doi
43 schema:value 10.1007/978-3-319-40162-1_17
44 rdf:type schema:PropertyValue
45 N264a3327ad7b4f2e975cf68aea929ff3 rdf:first N49c02e7898a94c12b47744f14da6ea66
46 rdf:rest N73e42ae8ae0c4e28a213f2e06abd5311
47 N2ebbddd0df1f4a5b805d75e71240f910 rdf:first N96ce0beeeb6a43149b6602e58539a519
48 rdf:rest N3cd38afb389b47eebd37c1ecfc5ee764
49 N3cd38afb389b47eebd37c1ecfc5ee764 rdf:first N827212252b66496199424b74d18a5209
50 rdf:rest N0486bfa0aadf4bec8f9f3f9fc6d0248b
51 N3ffc9400b0b84ac1a63d0179752df13e schema:familyName Sitek
52 schema:givenName Paweł
53 rdf:type schema:Person
54 N49c02e7898a94c12b47744f14da6ea66 schema:familyName Bocewicz
55 schema:givenName Grzegorz
56 rdf:type schema:Person
57 N564afb3e93d34e5b9095352a6ce79047 schema:location Cham
58 schema:name Springer International Publishing
59 rdf:type schema:Organisation
60 N6c254013bcd347bca013e4764b9776f9 schema:familyName Omatu
61 schema:givenName Sigeru
62 rdf:type schema:Person
63 N73e42ae8ae0c4e28a213f2e06abd5311 rdf:first N3ffc9400b0b84ac1a63d0179752df13e
64 rdf:rest N2ebbddd0df1f4a5b805d75e71240f910
65 N827212252b66496199424b74d18a5209 schema:familyName García García
66 schema:givenName Julián A.
67 rdf:type schema:Person
68 N860c786f6bc845a293e33163bea87f47 schema:isbn 978-3-319-40161-4
69 978-3-319-40162-1
70 schema:name Distributed Computing and Artificial Intelligence, 13th International Conference
71 rdf:type schema:Book
72 N8e103b0fc70a4fde840b344dd90c1dce rdf:first sg:person.012051275321.61
73 rdf:rest rdf:nil
74 N96ce0beeeb6a43149b6602e58539a519 schema:familyName Nielsen
75 schema:givenName Izabela E.
76 rdf:type schema:Person
77 N9d257668e75f4e68a5246d5d748371e6 schema:familyName Bajo
78 schema:givenName Javier
79 rdf:type schema:Person
80 Na15407fb501c4123a67dc6d6cdc4c50b schema:name dimensions_id
81 schema:value pub.1038510132
82 rdf:type schema:PropertyValue
83 Nb315d015b4d34199b92fe88e16cf99b9 schema:name readcube_id
84 schema:value b7721c77fbfad89f9f30df8b76e995196608e044019c87a53bbaa4d8e7e6414b
85 rdf:type schema:PropertyValue
86 Nbf4a9d3acddb496f99a28d0e13dc8151 schema:name Computational Bioscience Research Center, King Abdullah University of Science and Technology
87 rdf:type schema:Organization
88 Nc330045802604b3d8784d748a5c2e496 rdf:first sg:person.015604204443.00
89 rdf:rest Neece74e18b2d43f5a61e432b1b7f59e1
90 Nce9a2df33af24e349fa2d7050010ff7b rdf:first N6c254013bcd347bca013e4764b9776f9
91 rdf:rest Nf33e19c6a8a74f94886e1bb0a6b872ba
92 Neca79ff532dc41b4bbf306b48b929fc6 schema:familyName Semalat
93 schema:givenName Ali
94 rdf:type schema:Person
95 Neece74e18b2d43f5a61e432b1b7f59e1 rdf:first sg:person.016401565043.20
96 rdf:rest Nfee8afa11b1848178515c0d53732eb08
97 Nf33e19c6a8a74f94886e1bb0a6b872ba rdf:first Neca79ff532dc41b4bbf306b48b929fc6
98 rdf:rest N264a3327ad7b4f2e975cf68aea929ff3
99 Nf991ebdfc7824630aef9d3035f79a84f rdf:first sg:person.012404370675.81
100 rdf:rest N16523409044e4ddb975e213828aba8f8
101 Nfee8afa11b1848178515c0d53732eb08 rdf:first sg:person.015046075460.11
102 rdf:rest N8e103b0fc70a4fde840b344dd90c1dce
103 anzsrc-for:08 schema:inDefinedTermSet anzsrc-for:
104 schema:name Information and Computing Sciences
105 rdf:type schema:DefinedTerm
106 anzsrc-for:0801 schema:inDefinedTermSet anzsrc-for:
107 schema:name Artificial Intelligence and Image Processing
108 rdf:type schema:DefinedTerm
109 sg:person.012051275321.61 schema:affiliation https://www.grid.ac/institutes/grid.10586.3a
110 schema:familyName Valencia-García
111 schema:givenName Rafael
112 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012051275321.61
113 rdf:type schema:Person
114 sg:person.012404370675.81 schema:affiliation Nbf4a9d3acddb496f99a28d0e13dc8151
115 schema:familyName Rodríguez-García
116 schema:givenName Miguel Ángel
117 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.012404370675.81
118 rdf:type schema:Person
119 sg:person.015006624043.67 schema:affiliation https://www.grid.ac/institutes/grid.442157.1
120 schema:familyName Medina-Moreira
121 schema:givenName José
122 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015006624043.67
123 rdf:type schema:Person
124 sg:person.015046075460.11 schema:affiliation https://www.grid.ac/institutes/grid.10586.3a
125 schema:familyName García-Sánchez
126 schema:givenName Francisco
127 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015046075460.11
128 rdf:type schema:Person
129 sg:person.015604204443.00 schema:affiliation https://www.grid.ac/institutes/grid.442144.3
130 schema:familyName Lagos-Ortiz
131 schema:givenName Katty
132 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015604204443.00
133 rdf:type schema:Person
134 sg:person.016401565043.20 schema:affiliation https://www.grid.ac/institutes/grid.442157.1
135 schema:familyName Luna-Aveiga
136 schema:givenName Harry
137 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.016401565043.20
138 rdf:type schema:Person
139 https://app.dimensions.ai/details/publication/pub.1078635588 schema:CreativeWork
140 https://doi.org/10.1016/j.compbiomed.2012.10.007 schema:sameAs https://app.dimensions.ai/details/publication/pub.1037399729
141 rdf:type schema:CreativeWork
142 https://doi.org/10.1016/j.compind.2013.11.007 schema:sameAs https://app.dimensions.ai/details/publication/pub.1032094187
143 rdf:type schema:CreativeWork
144 https://doi.org/10.1016/j.eswa.2008.02.047 schema:sameAs https://app.dimensions.ai/details/publication/pub.1010155857
145 rdf:type schema:CreativeWork
146 https://doi.org/10.1016/j.future.2013.08.003 schema:sameAs https://app.dimensions.ai/details/publication/pub.1029191212
147 rdf:type schema:CreativeWork
148 https://doi.org/10.1016/j.knosys.2012.06.002 schema:sameAs https://app.dimensions.ai/details/publication/pub.1001159947
149 rdf:type schema:CreativeWork
150 https://doi.org/10.1016/j.knosys.2013.10.006 schema:sameAs https://app.dimensions.ai/details/publication/pub.1024327591
151 rdf:type schema:CreativeWork
152 https://doi.org/10.1016/j.websem.2015.01.001 schema:sameAs https://app.dimensions.ai/details/publication/pub.1027732747
153 rdf:type schema:CreativeWork
154 https://doi.org/10.1108/14637151311319905 schema:sameAs https://app.dimensions.ai/details/publication/pub.1010141847
155 rdf:type schema:CreativeWork
156 https://www.grid.ac/institutes/grid.10586.3a schema:alternateName University of Murcia
157 schema:name Departamento de Informática y Sistemas, Universidad de Murcia
158 rdf:type schema:Organization
159 https://www.grid.ac/institutes/grid.442144.3 schema:alternateName Universidad Agraria del Ecuador
160 schema:name Universidad Agraria del Ecuador
161 rdf:type schema:Organization
162 https://www.grid.ac/institutes/grid.442157.1 schema:alternateName University of Guayaquil
163 schema:name Universidad de Guayaquil
164 rdf:type schema:Organization
 




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


...