PhD Dissertation Supporting tools for automated generation and visual editing of...
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by
Álvaro Sicilia Gómez
S U P P O RT I N G TO O L S F O R AU TO M AT E D
G E N E R AT I O N A N D V I S UA L E D I T I N G O F
R E L AT I O N A L-TO - O N TO LO G Y M A P P I N G S
ETSEEI LA SALLE – UNIVERSITAT RAMON LLULLPrograma oficial de doctorat Tecnologies de la informaciói la comunicació i la seva gestió19 December 2016, Barcelona, Spain
Supervised by
Dr. German NemirovskiDr. Leandro Madrazo Agudín
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 2
Background
Mo
tiva
tio
n
&
go
als
RÉPENER
SEMANCO
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 3
Background
Ontology mapping collaborative web environment
Madrazo, Sicilia, & Nemirovski, 2013Nemirovski, Nolle, Sicilia, Ballarini, & Corrado, 2013
Sicilia & Nemirovski, 2016
Automated generation of relational-to-ontology
mappings
Map-OnMo
tiva
tio
n
&
go
als
ENERSI
AutoMap4OBDA
Sicilia, Nemirovki, & Nolle, 2016
Visual support for relational-to-ontology
mapping editing
RÉPENER
Madrazo, Massetti, Sicilia, Wadel, & Ianni, 2015Sicilia, Nemirovski, Massetti, & Madrazo, 2015
SEMANCO
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Outline
4
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 5
Introduction
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Introduction
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 7
Introduction
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 8
Introduction: RÉPENER project
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 9
Introduction: RÉPENER project
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 10
Introduction: RÉPENER project
EnergyModel DATASource ICAEN: NombresOriginales
Categoria Sublevel Variables Unidades / admitted valuesMetodología de obtenciónVariables Definition Reference
Certificate - code of the data set (ICAEN) ICAEN translation Expr1
ProjectData - Buildong ID (of ICAEN) this is a new variable aggregated to the original ICAEN database. It is extracted from the ICAEN variable "code of the data set (ICAEN)", i .e., "Expr1"ICAEN translation extracted from ICAEN
ProjectData - date of data set format predefined: "yyyy-mm-dd" own (DATAMINE-->A) extracted from ICAEN
ProjectData - building life cycle phase {design;
realown (DATAMINE) extracted from ICAEN
ProjectData - version own (ICAEN)
ProjectData - origin of data set {calculation data set; monitoring data set; other}own (EN 15603; DATAMINE --> H applied type of energy rating)
ProjectData name of the data source - own
Certificate date of certification ICAEN translation DATASORCAT
Certificate - energy qualification obtained ICAEN translation QUALIF_OBTINGUDA
Certificate - Registration code (ICAEN database) ICAEN translation
Certificate - General option (for Spanish certification) ICAEN translation OPCIO_GENERAL
Certificate - punctuation of Decret d’Ecoeficiència ICAEN translation NORM_PUNT
Certificate - Simplified option (for Spanish certification) ICAEN translation OPCIO_SIMPLIFICADA
ProjectData - calculation software {Energy Plus; Trnsys; ESP-r; DOE2; Ecotect; Archisun; Vasari; other}own (DATAMINE-->A)
ProjectData - main building utilisation - DATAMINE-->B ID_USEDIFICI
ProjectData - building location: city - DATAMINE-->B ID_LOCALITAT
BuildingProperties BGeometry compactness m2/m3EN 15217:2007
BGeometry compactness (ICAEN database / Spanish certification)m3/m2disambiguation: different definitions exist for this term, according to local source ICAEN, and according to REPENER standard definitionsICAEN translation / Ministerio de Vivienda , Ministerio de Industria, Turismo y Comercio, …, Memoria de Cálculo correspondiente a la Opción Simplificada para la Calificación de Eficiencia Energética de Edificios de Viviendas.CARACT_GEN_COMPACITAT
BGeometry Conditioned Floor Area m2DATAMINE-->B CARACT_GEN_SUP
BGeometry Envelope area m2own (DATAMINE-->C)
BPhysicalProperties average U-value of envelope W/m2 K
the value is the avarege of
the different own (DATAMINE-->C)
BuildingSystems degree of centralisation of 1. heat generator - the applicable value is specified for the first heat generator. The first heat generator is the main system of heat generation in the building (that one which produces the largest amount of heat). If this informationis not available, the first heat generator is determined by its use according this order: first heating, then hot water, then cooling; when different generators serve the same use, first heat generator is determined according to the degree of centralization: first centralized systems, then individual syistemDATAMINE-->D generated
BSystem hot water system type {both c i none} ICAEN translation CARACT_INST_TIPUSACS
BSystem heating system type {both c i none} ICAEN translation CARACT_INST_TIPUSCAL
BSystem joint generation of heating and hot water {true; false} ICAEN translation CARACT_CALACSSI
BSystem total usefull power hot water KW ICAEN translation CARACT_INST_POTACS
BSystem total useful power heating KW ICAEN translation CARACT_INST_POTCAL
BSystem useful power heating and hot water KW ICAEN translation CARACT_CALACSPOT
BSystem energy carrier for individual hot water system - ICAEN translation CARACT_INST_FONTACSIND
BSystem energy carrier for individual heating system - ICAEN translation CARACT_INST_FONTCALIND
BSystem energy carrier for central hot water system - ICAEN translation CARACT_INST_FONTACS
BSystem energy carrier for central heating system - ICAEN translation CARACT_INST_FONTCAL
BuildingSystems solar contribution for hot water % ICAEN translation / CTE-HE, 2006 CARACT_ALTRES_ACS
BSystem joint generation of heating and cooling {true; false} ICAEN translation CARACT_CALREFSI
BuildingSystems Photovoltaic power installed kWp ICAEN translation / CTE-HE, 2006 / ??EN 15316-4-6:2007??CARACT_ALTRES_POT
BSystem cooling system type {both c i none} ICAEN translation CARACT_INST_TIPUSREFR
BuildingSystems use of 1. heat generator used by the air conditioning/cooling system DATAMINE-->D
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Introduction: RÉPENER project
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Introduction: SEMANCO project
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Introduction: SEMANCO project
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Introduction: SEMANCO project
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Introduction: SEMANCO project
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Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Outline
16
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Research Problem, Objectives, and Methodology
Visualization created with Navigowl: http://home.deib.polimi.it/hussain/navigowl/downloads.htmlVisualization created with WWW SQL Designer:
https://github.com/ondras/wwwsqldesigner
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 18
Research Problem, Objectives, and Methodology
Visualization created with Navigowl: http://home.deib.polimi.it/hussain/navigowl/downloads.htmlVisualization created with WWW SQL Designer:
https://github.com/ondras/wwwsqldesigner
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Research Problem, Objectives, and Methodology
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Research Problem, Objectives, and Methodology
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Research Problem, Objectives, and Methodology
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Research Problem, Objectives, and Methodology
Ontology mapping collaborative web environment
Automated generation of relational-to-ontology
mappings
Map-OnMo
tiva
tio
n
&
go
als
ENERSI
AutoMap4OBDA
Visual support for relational-to-ontology
mapping editing
RÉPENER
SEMANCO
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Outline
23
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 24
Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
<mapping> a rr:TriplesMap;
rr:logicalTable
[ rr:sqlQuery "SELECT id FROM building"];
rr:subjectMap
[ rr:template ".../building/{id}";
rr:class ex:Building
].
<mapping> a rr:TriplesMap;
rr:logicalTable
[ rr:sqlQuery "SELECT id FROM building
WHERE use = 'Office'"];
rr:subjectMap
[ rr:template ".../officebuilding/{id}";
rr:class ex:OfficeBuilding
].
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Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 33
Automated Generation of Relational-to-Ontology Mappings
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 34
Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
𝐻 𝐼𝐷 :9.32
Max. class name length: 11
𝐻 𝑈𝑠𝑒 : 4.12 𝐻 𝐴𝑑𝑑𝑟𝑒𝑠𝑠 : 2.15
𝐻 𝑂𝑛𝑡𝑜𝑙𝑜𝑔𝑦 : 5.31
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 37
Automated Generation of Relational-to-Ontology Mappings
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 38
Automated Generation of Relational-to-Ontology Mappings
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 39
Automated Generation of Relational-to-Ontology Mappings
{∅}
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Automated Generation of Relational-to-Ontology Mappings
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Automated Generation of Relational-to-Ontology Mappings
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 42
Automated Generation of Relational-to-Ontology Mappings
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 43
Automated Generation of Relational-to-Ontology Mappings
<mapping2> a rr:TriplesMap;
rr:logicalTable[rr:sqlQuery "SELECT id,use FROM building"];
rr:subjectMap [
rr:template ".../building/{id}"; rr:class ex:Building].
rr:predicateObjectMap [ rr:predicate ex:hasUse;
rr:template ".../use/{use}" ].
rr:predicateObjectMap [rr:predicate ex:use;
rr:column "{use}" ].
<mapping3> a rr:TriplesMap;
rr:logicalTable [rr:sqlQuery "SELECT id FROM building"];
rr:subjectMap [
rr:template ".../district/{id}"; rr:class ex:District].
<mapping4> a rr:TriplesMap;
rr:logicalTable [rr:sqlQuery "SELECT use FROM building"];
rr:subjectMap [
rr:template ".../use/{use}"; rr:class ex:Use].
rr:predicateObjectMap [rr:predicate ex:use;
rr:column "{use}" ].
<mapping1> a rr:TriplesMap;
rr:logicalTable [rr:sqlQuery "SELECT id FROM building"];
rr:subjectMap [
rr:template ".../building/{id}"; rr:class ex:Building].
rr:predicateObjectMap [ rr:predicate ex:hasDistrict;
rr:template ".../district/{id}" ].
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Automated Generation of Relational-to-Ontology Mappings
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Automated Generation of Relational-to-Ontology Mappings
45
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Automated Generation of Relational-to-Ontology Mappings
46
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Scenarios B.OX IncM. ontop MIRR. COMA D2RQ AM4O
Adjusted namingCMT 0.76 0.45 0.28 0.28 0.48 0.31 0.56
Conference 0.51 0.53 0.26 0.27 0.36 0.26 0.56
SIGKDD 0.86 0.76 0.38 0.30 0.66 0.38 0.86
RestructuredCMT 0.41 0.44 0.14 0.17 0.38 0.14 0.41
Conference 0.41 0.41 0.13 0.23 0.31 0.21 0.54
SIGKDD 0.52 0.38 0.21 0.11 0.41 0.28 0.72
Combined case SIGKDD 0.48 0.38 0.21 0.11 0.28 0.28 0.62
Missing FK Conference 0.33 0.41 - 0.17 0.21 0.18 0.49
Denormalized CMT 0.44 0.40 0.20 0.22 - 0.20 0.52
GeoData Classic Rel 0.13 0.08 - - - 0.06 0.44
Oil&Gas domain User Queries 0.00 0.00 0.00 0.00 - 0.00 0.00
Atomic 0.14 0.12 0.10 0.00 0.00 0.08 0.23
Target ontology: CMT
Conference 0.20 0.35 0.10 0.00 0.00 0.10 0.15
SIGKDD 0.33 0.33 0.19 0.00 0.14 0.19 0.38
Target ontology: Conference
CMT 0.20 0.34 0.05 0.00 0.05 0.05 0.39
SIGKDD 0.13 0.30 0.09 0.00 0.04 0.09 0.17
Target ontology: SIGKDD
CMT 0.51 0.57 0.19 0.00 0.24 0.26 0.41
Conference 0.24 0.44 0.13 0.00 0.09 0.14 0.19
Average of the tests 0.36 0.37 0.15 0.10 0.20 0.18 0.43
Automated Generation of Relational-to-Ontology Mappings
47
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Scenarios B.OX IncM. ontop MIRR. COMA D2RQ AM4O
Adjusted namingCMT 0.76 0.45 0.28 0.28 0.48 0.31 0.56
Conference 0.51 0.53 0.26 0.27 0.36 0.26 0.56
SIGKDD 0.86 0.76 0.38 0.30 0.66 0.38 0.86
RestructuredCMT 0.41 0.44 0.14 0.17 0.38 0.14 0.41
Conference 0.41 0.41 0.13 0.23 0.31 0.21 0.54
SIGKDD 0.52 0.38 0.21 0.11 0.41 0.28 0.72
Combined case SIGKDD 0.48 0.38 0.21 0.11 0.28 0.28 0.62
Missing FK Conference 0.33 0.41 - 0.17 0.21 0.18 0.49
Denormalized CMT 0.44 0.40 0.20 0.22 - 0.20 0.52
GeoData Classic Rel 0.13 0.08 - - - 0.06 0.44
Oil&Gas domain User Queries 0.00 0.00 0.00 0.00 - 0.00 0.00
Atomic 0.14 0.12 0.10 0.00 0.00 0.08 0.23
Target ontology: CMT
Conference 0.20 0.35 0.10 0.00 0.00 0.10 0.15
SIGKDD 0.33 0.33 0.19 0.00 0.14 0.19 0.38
Target ontology: Conference
CMT 0.20 0.34 0.05 0.00 0.05 0.05 0.39
SIGKDD 0.13 0.30 0.09 0.00 0.04 0.09 0.17
Target ontology: SIGKDD
CMT 0.51 0.57 0.19 0.00 0.24 0.26 0.41
Conference 0.24 0.44 0.13 0.00 0.09 0.14 0.19
Average of the tests 0.36 0.37 0.15 0.10 0.20 0.18 0.43
=
=
==
=
Automated Generation of Relational-to-Ontology Mappings
48
<mapping> a rr:TriplesMap;
rr:logicalTable
[ rr:sqlQuery "SELECT pipnpdidpipe FROM pipline
WHERE pipmedium = 'Oil'"];
rr:subjectMap
[ rr:template ".../ oilpipeline/{pipnpdidpipe}";
rr:class npd:OilPipeline ].
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Automated Generation of Relational-to-Ontology Mappings
49
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Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Outline
50
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain 51
Visual Support for Relational-to-Ontology Mapping Editing
<mapping> a rr:TriplesMap;
rr:logicalTable [
rr:sqlQuery "SELECT a.id, d.id FROM
building AS a INNER JOIN Block AS b ON
a.fkBlock=b.id INNER JOIN District AS c ON
b.fkDistrict=c.id INNER JOIN City AS d ON
c.fkCity=d.id"];
rr:subjectMap
[ rr:template ".../building/{a.id}";
rr:class ex:Building
].
rr:predicateObjectMap [
rr:predicate ex:hasCity;
rr:template ".../city/{d.id}" ].
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52
Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
0%
20%
40%
60%
80%
100%
Task 1 Task 2 Task 3
Accuracy
0
5
10
15
20
Task 1 Task 2 Task 3
Completion time (minutes)
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Visual Support for Relational-to-Ontology Mapping Editing
1 2 3 4 5
I found the tool unnecessarilycomplex
I thought the tool was noteasy to use
I think that I would need timeto learn to use the tool
I imagine taht most peoplewould learn to use the tool…
I found the tool verycumbersome to use
I felt very confident using thetool
I need to learn a lot of thingsbefore I could get going…
I found the tool unnecessarily complex
I thought the tool was not easy to use
I think that I would need time to learn to use the tool
I imagine that most people would learn to use the tool quickly
I found the tool very cumbersome to useI felt very confident using the tool
I need to learn a lot of things before I could get going with the tool
completely agree
completely disagree
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
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Visual Support for Relational-to-Ontology Mapping Editing
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Visual Support for Relational-to-Ontology Mapping Editing
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Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Outline
79
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Conclusions and further work
80
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Conclusions and further work
81
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
Conclusions and further work
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Conclusions and further work
83
Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
References
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Supporting Tools For Automated Generation And Visual Editing Of Relational-to-ontology Mappings 19.12.2016 Barcelona,Spain
References
85
by
Álvaro Sicilia Gómez
S U P P O R T I N G T O O L S F O R A U T O M AT E D G E N E R AT I O N A N D
V I S U A L E D I T I N G O F R E L AT I O N A L-T O - O N T O L O G Y M A P P I N G S
ETSEEI LA SALLE – UNIVERSITAT RAMON LLULLPrograma oficial de doctorat Tecnologies de la informaciói la comunicació i la seva gestió19 December 2016, Barcelona, Spain
Supervised by
Dr. German NemirovskiDr. Leandro Madrazo Agudín