SlideShare a Scribd company logo
1 of 23
Aravind Sesagiri Raamkumar
KM CoP April 4th 2015
• KM deals with…
Knowledge Creation
Knowledge Accumulation
Knowledge Transfer
Knowledge Sharing
Knowledge Utilization
• All the above for better decision making in
organizations
• Facts are connected to form information
• Information when contextualized becomes Knowledge
• The underlying structure in our brain is similar to a network or
a graph with nodes connected by edges
• Nodes are data
• Edges are relations
• Nodes + Edges = Information
• A group of Nodes and Edges form Hyper Graph (KNOWLEDGE)
• Q: How is data represented in the real world?
• Ans: ROWS AND COLUMNS (classic Relational Algebra)
Data Silo
 No natural
integration
 Re-invention of
wheel
 Cumbersome
process
Resource Description Framework (RDF)
Subject-Predicate -Object
Jurong belongs to the West Zone
Linked Data Representation Forma
http://data.gov.sg/resource/area/Jurong_West
http://data.gov.sg/ontology/property/has_zone
http://data.gov.sg/resource/zone/West
Subject
Predicate
Object
http://w3.org/2003/01/geo/wgs84_pos#/lat
http://w3.org/2003/01/geo/wgs84_pos#/long12.5555
0.21222
Resource
Vocabulary
& Resource
Resource
Ontology (Vocabulary)
•This structure can be re-used
•Rules can be included
•Similar to database schema
• Dbpedia (http://dbpedia.org/) is the linked data representation
of Wikipedia
• Wiki page:
http://en.wikipedia.org/wiki/Boon_Lay_(Jurong_West)
• DBpedia page:
http://dbpedia.org/page/Boon_Lay_(Jurong_West)
• Example for Querying Linked Data from Dbpedia using
SPARQL
http://dbpedia.org/sparql
select ?actor, count(?a) where
{
?a <http://dbpedia.org/ontology/starring> ?actor .
?actor <http://dbpedia.org/ontology/birthPlace> <http://dbpedia.org/resource/Singapore> .
}
Linked Open Data Cloud (Web of Data
Wait there’s more….
• Corporate and private data is a no-go
• Public data
• Freely available data
• Data of global importance
• Data that doesn’t require much domain knowledge
• Ideal Data: Government Open Data
http://wheredoesmymoneygo.org/bubbletree-map.html#/~/grand-total--
2010-
UK Linked Data http://data.gov.uk/linked-data/who-is-doing-what
iDA Singapore launched data.gov.sg portal and mGov@SG public services during
June 2011
Data.gov.sg provides 5000+ public data sets from 50 government agencies
Purpose: Building applications, research and for creating applications using the
data
data.gov.sg
Why did we do this project?
To prescribe a migrational framework for linked data for
data.gov.sg (DGS) data sets
First hand view of the required migration activities
Issues anticipated at each step
Evaluation & Recommendation on Linked Data tools
To help IDA in understanding the benefits of Linked Data
ABC Water Proj (R)
Agency Websites
Singstat
publicationsMINISTRIES
XLS
HTML
PDF
Accountant-General's Department
Accounting and Corporate Regulatory Authority
Agency For Science, Technology & Research
Attorney-General’s Chambers
Building & Construction Authority
Central Narcotics Bureau
Central Provident Fund Board
Civil Aviation Authority of Singapore
Department of Statistics
Economic Development Board
Energy Market Authority
Health Sciences Authority
Housing & Development Board
Immigration & Checkpoints Authority
Infocomm Development Authority of Singapore
Inland Revenue Authority of Singapore
Institute of Technical Education
Intellectual Property Office of Singapore
JTC Corporation
Judiciary, Subordinate Courts
Judiciary, Supreme Court
Land Transport Authority
Majlis Ugama Islam Singapura
Maritime & Port Authority of Singapore
Monetary Authority of Singapore
Nanyang Polytechnic
National Environment Agency
National Heritage Board
National Library Board
National Parks Board
Ngee Ann Polytechnic
People's Association
Public Service Division
Public Transport Council
Public Utilities Board
Republic Polytechnic
Sentosa Development Corporation
Singapore Civil Defence Force
Singapore Customs
Singapore Land Authority
Singapore Police Force
Singapore Polytechnic
Singapore Sports Council
Singapore Workforce Development Agency
Spring Singapore
Temasek Polytechnic
Urban Redevelopment Authority
Ministry of Community Development, Youth & Sports
Ministry of Education
Ministry of Foreign Affairs
Ministry of Health
Ministry of Law –Community Mediation Unit
Ministry of Manpower
Ministry of Transport
Media Development Authority
BFABuildings(C)
GreenBuilding(E)
C- Community
Cul - Culture
E- Environment
Emp- Employment
Edu - Education
H- Health
F- Family
R- Recreation
S- Sports
Breast Screen (H)
Cervical Screen (H)
Healthier Dining (H)
Quit Centers (H)
Infocomm Access (C)
Silver infocomm (C)
Wireless Hotspots (R)
Child care (F)
Disability (F)
Elder care (F)
Family (F)
Family Friendly Estab (F)
Student Care (F)
Comm Mediation Center (C)
After Death Facilities (E)
Funeral Palours (E)
Dengue Cluster (H)
Hawker Center (E)
NEA Offices (E)
Recycling Bins (E)
Waste Disposal Site (E)
Waste Treatment (E)
Heritage sites(Cul)
Monuments(Cul)
Museums(Cul)
Libraries (Cul)
Streets and Places(Cul)
CD Councils (C)
Community Clubs (C)
Constituency offices (C)
Other facilities (C)
Other Pan networks (C)
PA head quarters (C)
Residents Committee(C)
Water Venture (C)
National Parks (R)
Skyrise greenery (E)
Sports clubs (S)
CET Centers(Emp)
WDA Service points(Emp)
Kindergartens (Edu)
Get TokenAddress
SearchAgency Data
SearchStatic Map
Get Layer InfoMashup
Get Related Data
Get Directions
Public Transportation
Reverse Geocode
Map-related APIs from various agencies
Traffic-related APIs from Land Transport Authority
Tourism-related APIs from the Singapore Tourism Board
Environment-related APIs from the National Environment Agency
Library-related data feeds & web services from National Library Board
DGS Eco System
SG DATA
TEXTUAL
SPATIAL
API
THEMES OPERATIONSCATEGORIES
UNSTRUCTURED DATA
STRUCTURED DATA
STRUCTURED DATA
STATUTORY
BOARDS
SG Government Data Eco Syst
Proposed Linked Data Migrational
Framework for DGS
Specification Identfication Analysis
Object Modeling
Ontology Modeling
URI Naming
RDF Creation
External Linking
Datasets Publication
Discovery & Exploitation
Re-use Create
S2R D2R A2R

Govt Agencies and IDA
Govt Agencies Domain
Matter Experts
Ontology Modelers
IDA and Web Architects
Developers
Developers and Domain
Experts
Developers
Web Architects
Objectives
Specifications
Project Duration
Dataset Prioritization
Dataset License Setting
Impln Mode Selection
Roadmap
Architecture
Overview
Relational Model
Dataset Overview
Drawing Objects in
Whiteboard
Conceptual View
Conceptual View
Public Vocabularies
Re-use of Existing
Vocabularies
Creation of New
Vocabularies
OWL, RDFS, RDF
Vocabulary files
Resources
Class and Properties
Visualization of URI
mining process
URI Administration
URI Lifecycle
ER Model
Spreadsheets,
DBMS, API
Conversion to RDF triples
using Mapping files
RDF Triples
Government and
external data sets
Linking based on
Similarity Algorithms
Outbound Links
RDF Triples
Ontologies
SPARQL, API
Data Insertion
VOID Modeling
Data Retrieval
API to SPARQL conversion
VOID Triples
JSON data
Actual Data
Existing Apps
Gamification
Crowdsourcing
Catalog Registration
External Reference
New Apps
INPUT
PROCESS
OUTPUT
INPUT
PROCESS
OUTPUT
INPUT
PROCESS
OUTPUT
INPUT
PROCESS
OUTPUT
INPUT
PROCESS
OUTPUT
INPUT
PROCESS
OUTPUT
INPUT
PROCESS
OUTPUT
INPUT
PROCESS
OUTPUT
Resource
Allocation
10
Resource
Allocation
15
Resource
Allocation
15
Resource
Allocation
5
Resource
Allocation
20
Resource
Allocation
5
Resource
Allocation
15
Resource
Allocation
15
• 1) Specification
• 2) Object Modeling
• 3) Ontology Modeling
• 4) URI Mapping
• 5) RDF Creation
• 6) External Linking
• 7) Datasets Publication
• 8) Discovery & Exploitation
• Linked Data’s representation of data sets eases
Knowledge Creation and facilitates Knowledge
Transfer
• Data in LD format becomes universally
recognizable and consumable (ex:
http://live.dbpedia.org/page/Lee_Kuan_Yew)
• The prescribed framework outlines the steps to
be executed for data conversion to LD format for
SG Govt Datasets
• Probable issues and best Linked Data software
libraries and tools were also put forth
Thank
You
Link to Original CI presentation
http://www.slideshare.net/aravindsraamkumar/proposed-linked-data-migration-
framework-for-singapore-government-datasets
Linking Enterprise Data by David Wood (2010)
• http://www.springer.com/gp/book/9781441976642
Beginner book:
Linked Data: Evolving the Web into a Global Data Space
• http://linkeddatabook.com/editions/1.0/

More Related Content

Similar to Linked-Data based Data Management for data.gov.sg

Data Without Borders
Data Without BordersData Without Borders
Data Without BordersAeolai
 
Building NationalRural for syndication
Building NationalRural for syndicationBuilding NationalRural for syndication
Building NationalRural for syndicationnationalrural
 
Architectural Model of Spatially Enabled E-Government in Indonesia
Architectural Model of Spatially Enabled E-Government in IndonesiaArchitectural Model of Spatially Enabled E-Government in Indonesia
Architectural Model of Spatially Enabled E-Government in IndonesiaAdhiawan Soegiharto
 
Wimmics Overview 2021
Wimmics Overview 2021Wimmics Overview 2021
Wimmics Overview 2021Fabien Gandon
 
191018 data interoperability
191018 data interoperability191018 data interoperability
191018 data interoperabilityKenji Hiramoto
 
New Directions in Metadata
New Directions in MetadataNew Directions in Metadata
New Directions in Metadatasuyu22
 
President Election of Korea in 2017
President Election of Korea in 2017President Election of Korea in 2017
President Election of Korea in 2017Jongwook Woo
 
Shared data infrastructures from smart cities to education
Shared data infrastructures from smart cities to educationShared data infrastructures from smart cities to education
Shared data infrastructures from smart cities to educationMathieu d'Aquin
 
Keynote Presentation at MTSR07
Keynote Presentation at MTSR07Keynote Presentation at MTSR07
Keynote Presentation at MTSR07Gauri Salokhe
 
SESAM4 - A guide to semantics in the Linked Open Data cloud, Robert HP Engels...
SESAM4 - A guide to semantics in the Linked Open Data cloud, Robert HP Engels...SESAM4 - A guide to semantics in the Linked Open Data cloud, Robert HP Engels...
SESAM4 - A guide to semantics in the Linked Open Data cloud, Robert HP Engels...The Research Council of Norway, IKTPLUSS
 
Enterprise Data Governance: Leveraging Knowledge Graph & AI in support of a d...
Enterprise Data Governance: Leveraging Knowledge Graph & AI in support of a d...Enterprise Data Governance: Leveraging Knowledge Graph & AI in support of a d...
Enterprise Data Governance: Leveraging Knowledge Graph & AI in support of a d...Connected Data World
 
ArcGIS - A Platform for Developers & Startups
ArcGIS - A Platform for Developers & StartupsArcGIS - A Platform for Developers & Startups
ArcGIS - A Platform for Developers & StartupsEsri Ireland
 
Linked data and Semantic Web Applications for Libraries
Linked data and Semantic Web Applications for LibrariesLinked data and Semantic Web Applications for Libraries
Linked data and Semantic Web Applications for LibrariesVikas Bhushan
 
Information Extraction and Linked Data Cloud
Information Extraction and Linked Data CloudInformation Extraction and Linked Data Cloud
Information Extraction and Linked Data CloudDhaval Thakker
 
From OpenStreetMap to PhillyTreeMap - Esri Dev Summit
From OpenStreetMap to PhillyTreeMap - Esri Dev SummitFrom OpenStreetMap to PhillyTreeMap - Esri Dev Summit
From OpenStreetMap to PhillyTreeMap - Esri Dev SummitAzavea
 
Big data meet_up_08042016
Big data meet_up_08042016Big data meet_up_08042016
Big data meet_up_08042016Mark Smith
 
Developing Linked Data and Semantic Web-based Applications (Expotec 2015)
Developing Linked Data and Semantic Web-based Applications (Expotec 2015)Developing Linked Data and Semantic Web-based Applications (Expotec 2015)
Developing Linked Data and Semantic Web-based Applications (Expotec 2015)Ig Bittencourt
 

Similar to Linked-Data based Data Management for data.gov.sg (20)

Data Without Borders
Data Without BordersData Without Borders
Data Without Borders
 
Building NationalRural for syndication
Building NationalRural for syndicationBuilding NationalRural for syndication
Building NationalRural for syndication
 
Rakesh_Ramesh_2017
Rakesh_Ramesh_2017Rakesh_Ramesh_2017
Rakesh_Ramesh_2017
 
Architectural Model of Spatially Enabled E-Government in Indonesia
Architectural Model of Spatially Enabled E-Government in IndonesiaArchitectural Model of Spatially Enabled E-Government in Indonesia
Architectural Model of Spatially Enabled E-Government in Indonesia
 
Linked data migrational framework
Linked data migrational frameworkLinked data migrational framework
Linked data migrational framework
 
Wimmics Overview 2021
Wimmics Overview 2021Wimmics Overview 2021
Wimmics Overview 2021
 
191018 data interoperability
191018 data interoperability191018 data interoperability
191018 data interoperability
 
New Directions in Metadata
New Directions in MetadataNew Directions in Metadata
New Directions in Metadata
 
President Election of Korea in 2017
President Election of Korea in 2017President Election of Korea in 2017
President Election of Korea in 2017
 
Shared data infrastructures from smart cities to education
Shared data infrastructures from smart cities to educationShared data infrastructures from smart cities to education
Shared data infrastructures from smart cities to education
 
Keynote Presentation at MTSR07
Keynote Presentation at MTSR07Keynote Presentation at MTSR07
Keynote Presentation at MTSR07
 
SESAM4 - A guide to semantics in the Linked Open Data cloud, Robert HP Engels...
SESAM4 - A guide to semantics in the Linked Open Data cloud, Robert HP Engels...SESAM4 - A guide to semantics in the Linked Open Data cloud, Robert HP Engels...
SESAM4 - A guide to semantics in the Linked Open Data cloud, Robert HP Engels...
 
Enterprise Data Governance: Leveraging Knowledge Graph & AI in support of a d...
Enterprise Data Governance: Leveraging Knowledge Graph & AI in support of a d...Enterprise Data Governance: Leveraging Knowledge Graph & AI in support of a d...
Enterprise Data Governance: Leveraging Knowledge Graph & AI in support of a d...
 
ArcGIS - A Platform for Developers & Startups
ArcGIS - A Platform for Developers & StartupsArcGIS - A Platform for Developers & Startups
ArcGIS - A Platform for Developers & Startups
 
Linked data and Semantic Web Applications for Libraries
Linked data and Semantic Web Applications for LibrariesLinked data and Semantic Web Applications for Libraries
Linked data and Semantic Web Applications for Libraries
 
Information Extraction and Linked Data Cloud
Information Extraction and Linked Data CloudInformation Extraction and Linked Data Cloud
Information Extraction and Linked Data Cloud
 
From OpenStreetMap to PhillyTreeMap - Esri Dev Summit
From OpenStreetMap to PhillyTreeMap - Esri Dev SummitFrom OpenStreetMap to PhillyTreeMap - Esri Dev Summit
From OpenStreetMap to PhillyTreeMap - Esri Dev Summit
 
Big data meet_up_08042016
Big data meet_up_08042016Big data meet_up_08042016
Big data meet_up_08042016
 
Vishnu_Gowthem_Resume
Vishnu_Gowthem_ResumeVishnu_Gowthem_Resume
Vishnu_Gowthem_Resume
 
Developing Linked Data and Semantic Web-based Applications (Expotec 2015)
Developing Linked Data and Semantic Web-based Applications (Expotec 2015)Developing Linked Data and Semantic Web-based Applications (Expotec 2015)
Developing Linked Data and Semantic Web-based Applications (Expotec 2015)
 

More from Aravind Sesagiri Raamkumar

Approaches to combining supplementary datasets across multiple trusted resear...
Approaches to combining supplementary datasets across multiple trusted resear...Approaches to combining supplementary datasets across multiple trusted resear...
Approaches to combining supplementary datasets across multiple trusted resear...Aravind Sesagiri Raamkumar
 
Measuring the Outreach Efforts of Public Health Authorities and the Public Re...
Measuring the Outreach Efforts of Public Health Authorities and the Public Re...Measuring the Outreach Efforts of Public Health Authorities and the Public Re...
Measuring the Outreach Efforts of Public Health Authorities and the Public Re...Aravind Sesagiri Raamkumar
 
Understanding the Twitter Usage of Science Citation Index (SCI) Journals
Understanding the Twitter Usage of Science Citation Index (SCI) JournalsUnderstanding the Twitter Usage of Science Citation Index (SCI) Journals
Understanding the Twitter Usage of Science Citation Index (SCI) JournalsAravind Sesagiri Raamkumar
 
Investigating the Characteristics and Research Impact of Sentiments in Tweets...
Investigating the Characteristics and Research Impact of Sentiments in Tweets...Investigating the Characteristics and Research Impact of Sentiments in Tweets...
Investigating the Characteristics and Research Impact of Sentiments in Tweets...Aravind Sesagiri Raamkumar
 
Understanding the Twitter Usage of Humanities and Social Sciences Academic Jo...
Understanding the Twitter Usage of Humanities and Social Sciences Academic Jo...Understanding the Twitter Usage of Humanities and Social Sciences Academic Jo...
Understanding the Twitter Usage of Humanities and Social Sciences Academic Jo...Aravind Sesagiri Raamkumar
 
Multi-method Evaluation in Scientific Paper Recommender Systems
Multi-method Evaluation in Scientific Paper Recommender SystemsMulti-method Evaluation in Scientific Paper Recommender Systems
Multi-method Evaluation in Scientific Paper Recommender SystemsAravind Sesagiri Raamkumar
 
A task-based scientific paper recommender system for literature review and ma...
A task-based scientific paper recommender system for literature review and ma...A task-based scientific paper recommender system for literature review and ma...
A task-based scientific paper recommender system for literature review and ma...Aravind Sesagiri Raamkumar
 
Using altmetrics to support research evaluation
Using altmetrics to support research evaluationUsing altmetrics to support research evaluation
Using altmetrics to support research evaluationAravind Sesagiri Raamkumar
 
Evolution and state-of-the art of Altmetric research: Insights from network a...
Evolution and state-of-the art of Altmetric research: Insights from network a...Evolution and state-of-the art of Altmetric research: Insights from network a...
Evolution and state-of-the art of Altmetric research: Insights from network a...Aravind Sesagiri Raamkumar
 
Scientometric Analysis of Research Performance of African Countries in select...
Scientometric Analysis of Research Performance of African Countries in select...Scientometric Analysis of Research Performance of African Countries in select...
Scientometric Analysis of Research Performance of African Countries in select...Aravind Sesagiri Raamkumar
 
New Dialog, New Services with Altmetrics: Lingnan University Library Experience
New Dialog, New Services with Altmetrics: Lingnan University Library ExperienceNew Dialog, New Services with Altmetrics: Lingnan University Library Experience
New Dialog, New Services with Altmetrics: Lingnan University Library ExperienceAravind Sesagiri Raamkumar
 
Field-weighting readership: how does it compare to field-weighting citations?
Field-weighting readership: how does it compare to field-weighting citations?Field-weighting readership: how does it compare to field-weighting citations?
Field-weighting readership: how does it compare to field-weighting citations?Aravind Sesagiri Raamkumar
 
How do Scholars Evaluate and Promote Research Outputs? An NTU Case Study
How do Scholars Evaluate and Promote Research Outputs? An NTU Case StudyHow do Scholars Evaluate and Promote Research Outputs? An NTU Case Study
How do Scholars Evaluate and Promote Research Outputs? An NTU Case StudyAravind Sesagiri Raamkumar
 
Monitoring the broad impact of the journal publication output on country leve...
Monitoring the broad impact of the journal publication output on country leve...Monitoring the broad impact of the journal publication output on country leve...
Monitoring the broad impact of the journal publication output on country leve...Aravind Sesagiri Raamkumar
 
A Comparative Investigation on Citation Counts and Altmetrics between Papers ...
A Comparative Investigation on Citation Counts and Altmetrics between Papers ...A Comparative Investigation on Citation Counts and Altmetrics between Papers ...
A Comparative Investigation on Citation Counts and Altmetrics between Papers ...Aravind Sesagiri Raamkumar
 
Database-Centric Guidelines for Building a Scholarly Metrics Information Syst...
Database-Centric Guidelines for Building a Scholarly Metrics Information Syst...Database-Centric Guidelines for Building a Scholarly Metrics Information Syst...
Database-Centric Guidelines for Building a Scholarly Metrics Information Syst...Aravind Sesagiri Raamkumar
 
Altmetrics for Research Impact Actuation (ARIA)
Altmetrics for Research Impact Actuation (ARIA)Altmetrics for Research Impact Actuation (ARIA)
Altmetrics for Research Impact Actuation (ARIA)Aravind Sesagiri Raamkumar
 
Proposing a Scientific Paper Retrieval and Recommender Framework
Proposing a Scientific Paper Retrieval and Recommender FrameworkProposing a Scientific Paper Retrieval and Recommender Framework
Proposing a Scientific Paper Retrieval and Recommender FrameworkAravind Sesagiri Raamkumar
 
What papers should I cite from my reading list? User evaluation of a manuscri...
What papers should I cite from my reading list? User evaluation of a manuscri...What papers should I cite from my reading list? User evaluation of a manuscri...
What papers should I cite from my reading list? User evaluation of a manuscri...Aravind Sesagiri Raamkumar
 

More from Aravind Sesagiri Raamkumar (20)

Approaches to combining supplementary datasets across multiple trusted resear...
Approaches to combining supplementary datasets across multiple trusted resear...Approaches to combining supplementary datasets across multiple trusted resear...
Approaches to combining supplementary datasets across multiple trusted resear...
 
Measuring the Outreach Efforts of Public Health Authorities and the Public Re...
Measuring the Outreach Efforts of Public Health Authorities and the Public Re...Measuring the Outreach Efforts of Public Health Authorities and the Public Re...
Measuring the Outreach Efforts of Public Health Authorities and the Public Re...
 
Understanding the Twitter Usage of Science Citation Index (SCI) Journals
Understanding the Twitter Usage of Science Citation Index (SCI) JournalsUnderstanding the Twitter Usage of Science Citation Index (SCI) Journals
Understanding the Twitter Usage of Science Citation Index (SCI) Journals
 
Investigating the Characteristics and Research Impact of Sentiments in Tweets...
Investigating the Characteristics and Research Impact of Sentiments in Tweets...Investigating the Characteristics and Research Impact of Sentiments in Tweets...
Investigating the Characteristics and Research Impact of Sentiments in Tweets...
 
Understanding the Twitter Usage of Humanities and Social Sciences Academic Jo...
Understanding the Twitter Usage of Humanities and Social Sciences Academic Jo...Understanding the Twitter Usage of Humanities and Social Sciences Academic Jo...
Understanding the Twitter Usage of Humanities and Social Sciences Academic Jo...
 
Multi-method Evaluation in Scientific Paper Recommender Systems
Multi-method Evaluation in Scientific Paper Recommender SystemsMulti-method Evaluation in Scientific Paper Recommender Systems
Multi-method Evaluation in Scientific Paper Recommender Systems
 
A task-based scientific paper recommender system for literature review and ma...
A task-based scientific paper recommender system for literature review and ma...A task-based scientific paper recommender system for literature review and ma...
A task-based scientific paper recommender system for literature review and ma...
 
Using altmetrics to support research evaluation
Using altmetrics to support research evaluationUsing altmetrics to support research evaluation
Using altmetrics to support research evaluation
 
Evolution and state-of-the art of Altmetric research: Insights from network a...
Evolution and state-of-the art of Altmetric research: Insights from network a...Evolution and state-of-the art of Altmetric research: Insights from network a...
Evolution and state-of-the art of Altmetric research: Insights from network a...
 
Feature Analysis of Research Metrics Systems
Feature Analysis of Research Metrics SystemsFeature Analysis of Research Metrics Systems
Feature Analysis of Research Metrics Systems
 
Scientometric Analysis of Research Performance of African Countries in select...
Scientometric Analysis of Research Performance of African Countries in select...Scientometric Analysis of Research Performance of African Countries in select...
Scientometric Analysis of Research Performance of African Countries in select...
 
New Dialog, New Services with Altmetrics: Lingnan University Library Experience
New Dialog, New Services with Altmetrics: Lingnan University Library ExperienceNew Dialog, New Services with Altmetrics: Lingnan University Library Experience
New Dialog, New Services with Altmetrics: Lingnan University Library Experience
 
Field-weighting readership: how does it compare to field-weighting citations?
Field-weighting readership: how does it compare to field-weighting citations?Field-weighting readership: how does it compare to field-weighting citations?
Field-weighting readership: how does it compare to field-weighting citations?
 
How do Scholars Evaluate and Promote Research Outputs? An NTU Case Study
How do Scholars Evaluate and Promote Research Outputs? An NTU Case StudyHow do Scholars Evaluate and Promote Research Outputs? An NTU Case Study
How do Scholars Evaluate and Promote Research Outputs? An NTU Case Study
 
Monitoring the broad impact of the journal publication output on country leve...
Monitoring the broad impact of the journal publication output on country leve...Monitoring the broad impact of the journal publication output on country leve...
Monitoring the broad impact of the journal publication output on country leve...
 
A Comparative Investigation on Citation Counts and Altmetrics between Papers ...
A Comparative Investigation on Citation Counts and Altmetrics between Papers ...A Comparative Investigation on Citation Counts and Altmetrics between Papers ...
A Comparative Investigation on Citation Counts and Altmetrics between Papers ...
 
Database-Centric Guidelines for Building a Scholarly Metrics Information Syst...
Database-Centric Guidelines for Building a Scholarly Metrics Information Syst...Database-Centric Guidelines for Building a Scholarly Metrics Information Syst...
Database-Centric Guidelines for Building a Scholarly Metrics Information Syst...
 
Altmetrics for Research Impact Actuation (ARIA)
Altmetrics for Research Impact Actuation (ARIA)Altmetrics for Research Impact Actuation (ARIA)
Altmetrics for Research Impact Actuation (ARIA)
 
Proposing a Scientific Paper Retrieval and Recommender Framework
Proposing a Scientific Paper Retrieval and Recommender FrameworkProposing a Scientific Paper Retrieval and Recommender Framework
Proposing a Scientific Paper Retrieval and Recommender Framework
 
What papers should I cite from my reading list? User evaluation of a manuscri...
What papers should I cite from my reading list? User evaluation of a manuscri...What papers should I cite from my reading list? User evaluation of a manuscri...
What papers should I cite from my reading list? User evaluation of a manuscri...
 

Recently uploaded

Hot Service (+9316020077 ) Goa Call Girls Real Photos and Genuine Service
Hot Service (+9316020077 ) Goa  Call Girls Real Photos and Genuine ServiceHot Service (+9316020077 ) Goa  Call Girls Real Photos and Genuine Service
Hot Service (+9316020077 ) Goa Call Girls Real Photos and Genuine Servicesexy call girls service in goa
 
Best VIP Call Girls Noida Sector 75 Call Me: 8448380779
Best VIP Call Girls Noida Sector 75 Call Me: 8448380779Best VIP Call Girls Noida Sector 75 Call Me: 8448380779
Best VIP Call Girls Noida Sector 75 Call Me: 8448380779Delhi Call girls
 
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)Delhi Call girls
 
'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...
'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...
'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...APNIC
 
DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024
DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024
DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024APNIC
 
VIP 7001035870 Find & Meet Hyderabad Call Girls LB Nagar high-profile Call Girl
VIP 7001035870 Find & Meet Hyderabad Call Girls LB Nagar high-profile Call GirlVIP 7001035870 Find & Meet Hyderabad Call Girls LB Nagar high-profile Call Girl
VIP 7001035870 Find & Meet Hyderabad Call Girls LB Nagar high-profile Call Girladitipandeya
 
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated  Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Top Rated  Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Call Girls in Nagpur High Profile
 
Moving Beyond Twitter/X and Facebook - Social Media for local news providers
Moving Beyond Twitter/X and Facebook - Social Media for local news providersMoving Beyond Twitter/X and Facebook - Social Media for local news providers
Moving Beyond Twitter/X and Facebook - Social Media for local news providersDamian Radcliffe
 
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.soniya singh
 
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...Diya Sharma
 
Call Girls In Ashram Chowk Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Ashram Chowk Delhi 💯Call Us 🔝8264348440🔝Call Girls In Ashram Chowk Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Ashram Chowk Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
Call Girls In Pratap Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Pratap Nagar Delhi 💯Call Us 🔝8264348440🔝Call Girls In Pratap Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Pratap Nagar Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRLLucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRLimonikaupta
 
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
Nanded City ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...
Nanded City ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...Nanded City ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...
Nanded City ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...tanu pandey
 
GDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark Web
GDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark WebGDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark Web
GDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark WebJames Anderson
 
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
(+971568250507  ))#  Young Call Girls  in Ajman  By Pakistani Call Girls  in ...(+971568250507  ))#  Young Call Girls  in Ajman  By Pakistani Call Girls  in ...
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...Escorts Call Girls
 
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service AvailableSeo
 
On Starlink, presented by Geoff Huston at NZNOG 2024
On Starlink, presented by Geoff Huston at NZNOG 2024On Starlink, presented by Geoff Huston at NZNOG 2024
On Starlink, presented by Geoff Huston at NZNOG 2024APNIC
 

Recently uploaded (20)

Hot Service (+9316020077 ) Goa Call Girls Real Photos and Genuine Service
Hot Service (+9316020077 ) Goa  Call Girls Real Photos and Genuine ServiceHot Service (+9316020077 ) Goa  Call Girls Real Photos and Genuine Service
Hot Service (+9316020077 ) Goa Call Girls Real Photos and Genuine Service
 
Best VIP Call Girls Noida Sector 75 Call Me: 8448380779
Best VIP Call Girls Noida Sector 75 Call Me: 8448380779Best VIP Call Girls Noida Sector 75 Call Me: 8448380779
Best VIP Call Girls Noida Sector 75 Call Me: 8448380779
 
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
WhatsApp 📞 8448380779 ✅Call Girls In Mamura Sector 66 ( Noida)
 
'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...
'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...
'Future Evolution of the Internet' delivered by Geoff Huston at Everything Op...
 
DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024
DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024
DDoS In Oceania and the Pacific, presented by Dave Phelan at NZNOG 2024
 
VIP 7001035870 Find & Meet Hyderabad Call Girls LB Nagar high-profile Call Girl
VIP 7001035870 Find & Meet Hyderabad Call Girls LB Nagar high-profile Call GirlVIP 7001035870 Find & Meet Hyderabad Call Girls LB Nagar high-profile Call Girl
VIP 7001035870 Find & Meet Hyderabad Call Girls LB Nagar high-profile Call Girl
 
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated  Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...Top Rated  Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
Top Rated Pune Call Girls Daund ⟟ 6297143586 ⟟ Call Me For Genuine Sex Servi...
 
Moving Beyond Twitter/X and Facebook - Social Media for local news providers
Moving Beyond Twitter/X and Facebook - Social Media for local news providersMoving Beyond Twitter/X and Facebook - Social Media for local news providers
Moving Beyond Twitter/X and Facebook - Social Media for local news providers
 
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
Call Now ☎ 8264348440 !! Call Girls in Green Park Escort Service Delhi N.C.R.
 
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
₹5.5k {Cash Payment}New Friends Colony Call Girls In [Delhi NIHARIKA] 🔝|97111...
 
Call Girls In Ashram Chowk Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Ashram Chowk Delhi 💯Call Us 🔝8264348440🔝Call Girls In Ashram Chowk Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Ashram Chowk Delhi 💯Call Us 🔝8264348440🔝
 
Call Girls In Pratap Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Pratap Nagar Delhi 💯Call Us 🔝8264348440🔝Call Girls In Pratap Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Pratap Nagar Delhi 💯Call Us 🔝8264348440🔝
 
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Defence Colony Delhi 💯Call Us 🔝8264348440🔝
 
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRLLucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
Lucknow ❤CALL GIRL 88759*99948 ❤CALL GIRLS IN Lucknow ESCORT SERVICE❤CALL GIRL
 
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
Call Girls In Sukhdev Vihar Delhi 💯Call Us 🔝8264348440🔝
 
Nanded City ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...
Nanded City ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...Nanded City ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...
Nanded City ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...
 
GDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark Web
GDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark WebGDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark Web
GDG Cloud Southlake 32: Kyle Hettinger: Demystifying the Dark Web
 
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
(+971568250507  ))#  Young Call Girls  in Ajman  By Pakistani Call Girls  in ...(+971568250507  ))#  Young Call Girls  in Ajman  By Pakistani Call Girls  in ...
(+971568250507 ))# Young Call Girls in Ajman By Pakistani Call Girls in ...
 
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
 
On Starlink, presented by Geoff Huston at NZNOG 2024
On Starlink, presented by Geoff Huston at NZNOG 2024On Starlink, presented by Geoff Huston at NZNOG 2024
On Starlink, presented by Geoff Huston at NZNOG 2024
 

Linked-Data based Data Management for data.gov.sg

  • 1. Aravind Sesagiri Raamkumar KM CoP April 4th 2015
  • 2.
  • 3. • KM deals with… Knowledge Creation Knowledge Accumulation Knowledge Transfer Knowledge Sharing Knowledge Utilization • All the above for better decision making in organizations
  • 4.
  • 5. • Facts are connected to form information • Information when contextualized becomes Knowledge • The underlying structure in our brain is similar to a network or a graph with nodes connected by edges • Nodes are data • Edges are relations • Nodes + Edges = Information • A group of Nodes and Edges form Hyper Graph (KNOWLEDGE)
  • 6. • Q: How is data represented in the real world? • Ans: ROWS AND COLUMNS (classic Relational Algebra)
  • 7. Data Silo  No natural integration  Re-invention of wheel  Cumbersome process
  • 8.
  • 9. Resource Description Framework (RDF) Subject-Predicate -Object Jurong belongs to the West Zone Linked Data Representation Forma http://data.gov.sg/resource/area/Jurong_West http://data.gov.sg/ontology/property/has_zone http://data.gov.sg/resource/zone/West Subject Predicate Object http://w3.org/2003/01/geo/wgs84_pos#/lat http://w3.org/2003/01/geo/wgs84_pos#/long12.5555 0.21222 Resource Vocabulary & Resource Resource
  • 10. Ontology (Vocabulary) •This structure can be re-used •Rules can be included •Similar to database schema
  • 11. • Dbpedia (http://dbpedia.org/) is the linked data representation of Wikipedia • Wiki page: http://en.wikipedia.org/wiki/Boon_Lay_(Jurong_West) • DBpedia page: http://dbpedia.org/page/Boon_Lay_(Jurong_West) • Example for Querying Linked Data from Dbpedia using SPARQL http://dbpedia.org/sparql select ?actor, count(?a) where { ?a <http://dbpedia.org/ontology/starring> ?actor . ?actor <http://dbpedia.org/ontology/birthPlace> <http://dbpedia.org/resource/Singapore> . }
  • 12. Linked Open Data Cloud (Web of Data
  • 14. • Corporate and private data is a no-go • Public data • Freely available data • Data of global importance • Data that doesn’t require much domain knowledge • Ideal Data: Government Open Data
  • 16. iDA Singapore launched data.gov.sg portal and mGov@SG public services during June 2011 Data.gov.sg provides 5000+ public data sets from 50 government agencies Purpose: Building applications, research and for creating applications using the data data.gov.sg
  • 17. Why did we do this project? To prescribe a migrational framework for linked data for data.gov.sg (DGS) data sets First hand view of the required migration activities Issues anticipated at each step Evaluation & Recommendation on Linked Data tools To help IDA in understanding the benefits of Linked Data
  • 18. ABC Water Proj (R) Agency Websites Singstat publicationsMINISTRIES XLS HTML PDF Accountant-General's Department Accounting and Corporate Regulatory Authority Agency For Science, Technology & Research Attorney-General’s Chambers Building & Construction Authority Central Narcotics Bureau Central Provident Fund Board Civil Aviation Authority of Singapore Department of Statistics Economic Development Board Energy Market Authority Health Sciences Authority Housing & Development Board Immigration & Checkpoints Authority Infocomm Development Authority of Singapore Inland Revenue Authority of Singapore Institute of Technical Education Intellectual Property Office of Singapore JTC Corporation Judiciary, Subordinate Courts Judiciary, Supreme Court Land Transport Authority Majlis Ugama Islam Singapura Maritime & Port Authority of Singapore Monetary Authority of Singapore Nanyang Polytechnic National Environment Agency National Heritage Board National Library Board National Parks Board Ngee Ann Polytechnic People's Association Public Service Division Public Transport Council Public Utilities Board Republic Polytechnic Sentosa Development Corporation Singapore Civil Defence Force Singapore Customs Singapore Land Authority Singapore Police Force Singapore Polytechnic Singapore Sports Council Singapore Workforce Development Agency Spring Singapore Temasek Polytechnic Urban Redevelopment Authority Ministry of Community Development, Youth & Sports Ministry of Education Ministry of Foreign Affairs Ministry of Health Ministry of Law –Community Mediation Unit Ministry of Manpower Ministry of Transport Media Development Authority BFABuildings(C) GreenBuilding(E) C- Community Cul - Culture E- Environment Emp- Employment Edu - Education H- Health F- Family R- Recreation S- Sports Breast Screen (H) Cervical Screen (H) Healthier Dining (H) Quit Centers (H) Infocomm Access (C) Silver infocomm (C) Wireless Hotspots (R) Child care (F) Disability (F) Elder care (F) Family (F) Family Friendly Estab (F) Student Care (F) Comm Mediation Center (C) After Death Facilities (E) Funeral Palours (E) Dengue Cluster (H) Hawker Center (E) NEA Offices (E) Recycling Bins (E) Waste Disposal Site (E) Waste Treatment (E) Heritage sites(Cul) Monuments(Cul) Museums(Cul) Libraries (Cul) Streets and Places(Cul) CD Councils (C) Community Clubs (C) Constituency offices (C) Other facilities (C) Other Pan networks (C) PA head quarters (C) Residents Committee(C) Water Venture (C) National Parks (R) Skyrise greenery (E) Sports clubs (S) CET Centers(Emp) WDA Service points(Emp) Kindergartens (Edu) Get TokenAddress SearchAgency Data SearchStatic Map Get Layer InfoMashup Get Related Data Get Directions Public Transportation Reverse Geocode Map-related APIs from various agencies Traffic-related APIs from Land Transport Authority Tourism-related APIs from the Singapore Tourism Board Environment-related APIs from the National Environment Agency Library-related data feeds & web services from National Library Board DGS Eco System SG DATA TEXTUAL SPATIAL API THEMES OPERATIONSCATEGORIES UNSTRUCTURED DATA STRUCTURED DATA STRUCTURED DATA STATUTORY BOARDS SG Government Data Eco Syst
  • 19. Proposed Linked Data Migrational Framework for DGS Specification Identfication Analysis Object Modeling Ontology Modeling URI Naming RDF Creation External Linking Datasets Publication Discovery & Exploitation Re-use Create S2R D2R A2R Govt Agencies and IDA Govt Agencies Domain Matter Experts Ontology Modelers IDA and Web Architects Developers Developers and Domain Experts Developers Web Architects Objectives Specifications Project Duration Dataset Prioritization Dataset License Setting Impln Mode Selection Roadmap Architecture Overview Relational Model Dataset Overview Drawing Objects in Whiteboard Conceptual View Conceptual View Public Vocabularies Re-use of Existing Vocabularies Creation of New Vocabularies OWL, RDFS, RDF Vocabulary files Resources Class and Properties Visualization of URI mining process URI Administration URI Lifecycle ER Model Spreadsheets, DBMS, API Conversion to RDF triples using Mapping files RDF Triples Government and external data sets Linking based on Similarity Algorithms Outbound Links RDF Triples Ontologies SPARQL, API Data Insertion VOID Modeling Data Retrieval API to SPARQL conversion VOID Triples JSON data Actual Data Existing Apps Gamification Crowdsourcing Catalog Registration External Reference New Apps INPUT PROCESS OUTPUT INPUT PROCESS OUTPUT INPUT PROCESS OUTPUT INPUT PROCESS OUTPUT INPUT PROCESS OUTPUT INPUT PROCESS OUTPUT INPUT PROCESS OUTPUT INPUT PROCESS OUTPUT Resource Allocation 10 Resource Allocation 15 Resource Allocation 15 Resource Allocation 5 Resource Allocation 20 Resource Allocation 5 Resource Allocation 15 Resource Allocation 15
  • 20. • 1) Specification • 2) Object Modeling • 3) Ontology Modeling • 4) URI Mapping • 5) RDF Creation • 6) External Linking • 7) Datasets Publication • 8) Discovery & Exploitation
  • 21. • Linked Data’s representation of data sets eases Knowledge Creation and facilitates Knowledge Transfer • Data in LD format becomes universally recognizable and consumable (ex: http://live.dbpedia.org/page/Lee_Kuan_Yew) • The prescribed framework outlines the steps to be executed for data conversion to LD format for SG Govt Datasets • Probable issues and best Linked Data software libraries and tools were also put forth
  • 22. Thank You Link to Original CI presentation http://www.slideshare.net/aravindsraamkumar/proposed-linked-data-migration- framework-for-singapore-government-datasets
  • 23. Linking Enterprise Data by David Wood (2010) • http://www.springer.com/gp/book/9781441976642 Beginner book: Linked Data: Evolving the Web into a Global Data Space • http://linkeddatabook.com/editions/1.0/