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Vanessa lopez linked data and search
1.
IBM Research –
Ireland Linked Data and Search Vanessa Lopez Smarter Ci*es Technology Centre IBM Research Ireland © 2012 IBM Corporation
2.
IBM Research –
Ireland Background: Why Linked Data Provides explicit seman9cs Extensible Interoperability-‐focused: to enable automa9c discovery and inges9on Large exis9ng corpora Fundamentally incremental (like the Web) W3C standard representa9on and common format Government push (e.g. data.gov, data.gov.uk, Linked Government Data) © 2012 IBM Corporation
3.
IBM Research –
Ireland Yes, yes.. Richer structured queries but .. .. Limited usability for both data publishers and consumers © 2012 IBM Corporation
4.
IBM Research –
Ireland How can we help users in querying and exploring the Seman9c Web content? © 2012 IBM Corporation
5.
IBM Research –
Ireland State of the art • Seman9c search over messy, heterogeneous data and mash-‐ups • Exploratory and Faceted systems • Query Builders and rela9onship finders • Ques9on Answer over Linked Data sources • Google knowledge graph hVp://technologies.kmi.open.ac.uk/poweraqua © 2012 IBM Corporation
6.
IBM Research –
Ireland State of the art © 2012 IBM Corporation
7.
IBM Research –
Ireland Linked Data and Search -‐ Problem domain: What makes City Data so special? How can we make it more accessible? © 2012 IBM Corporation
8.
IBM Research –
Ireland Seman9c processing of urban data – why is different? • How can we go from raw data to insight into the opera9on of a city with minimal effort? Return-‐on-‐Investment (because data integra9on is expensive) Fit-‐for-‐all (ci9zen engagement) © 2012 IBM Corporation
9.
IBM Research –
Ireland Challenges: Big city data Volume Velocity • Lots of relevant informa*on • Not linked to authorita*ve sources • Streams • Frequent updates Variety Veracity • Different models and file formats • Open domain -‐ Unknown schema • Diverse sources • Difficult to do assess quality © 2012 IBM Corporation
10.
IBM Research –
Ireland Business case: open data as a means to an end © 2012 IBM Corporation
11.
IBM Research –
Ireland Business case • Why are ambulances late? Sources of informa*on • 100’s of datasets from four municipal authori9es in Dublin • Most sta9c, some dynamic • Social Media: twiVer, LiveDrive, even_ul, eventBright, … • Linked Data: DBpedia, .. • Vocabularies: IPSV, FOAF, VOID, PROV, DCAT, WSG Domain of informa*on • Loca9ons of Health Services • Ambulance call outs and response 9mes • Tweets about traffic conges9on • Geo-‐located tweets about people movement • Road network • Event Web Services • … © 2012 IBM Corporation
12.
IBM Research –
Ireland Issues • Linked Data to enrich data and give contextual insight for publishers and consumers: – Publish (vocabularies, annota9on) – Discovery and Search (metadata / cataloguing, full-‐text indexing, seman9c en99es) – Link (schema alignment, linked data, social media) – Extract interes9ng views – Reason (diagnose traffic problems) Ubiquitous aspects: Provenance, Governance, Performance, Security, Privacy © 2012 IBM Corporation
13.
IBM Research –
Ireland Approach– Data model Documents + Metadata Structure Tabular Graph C1 a Cell C1 inRow r1 C1 value “name” … En**es En9ty Graph e1 a En9ty e1 inRow r1 e1 inCol c2 … Links Views Annota9on Graph Mapping Graph e1 a En9ty e1 a En9ty e1 rdfs:label “name” e1 sameAs e2 e1 addr “X st” … e1 lat :53.23” … Pay-‐as-‐you-‐go, Gain-‐as-‐you-‐go • • • • Structured metadata -‐> Queries over the metadata Files into a standard representa9on -‐> Queries over the data. Par9ally integrate schemata -‐> Queries across datasets. Integrate globally -‐> Queries across Web data © 2012 IBM Corporation Insight
14.
IBM Research –
Ireland Discovery: Publishing and Cataloguing • METADATA – Many data publishers and disconnected datasets – Link metadata using domain vocabularies: IPSV – Convert to simple RDF format Vocabulary matching IPSV © 2012 IBM Corporation
15.
IBM Research –
Ireland © 2012 IBM Corporation
16.
IBM Research –
Ireland Search and linking • Full text indexing for search over metadata and content • En9ty linking and naviga9on (keywords, categories, publishing agencies, regions,..) • Open metadata and vocabularies (VOID, PROV, etc) for data discovery and linking • Mining descrip9ons (Dbpedia spotlight) Open metadata Full text indexing En9ty linking Mining descrip9ons © 2012 IBM Corporation
17.
IBM Research –
Ireland Faceted search: “beaches in Fingal” © 2012 IBM Corporation
18.
IBM Research –
Ireland © 2012 IBM Corporation
19.
IBM Research –
Ireland Content integra9on • Incrementally lij data content (beyond search to querying across datasets content) – Extract en99es represented in RDF (PAYGO) – Label extrac9on and annota9on – Link when we have higher confidence (lat, long) – Geo-‐coding and taxonomy of tweets (traffic) Geocoding Label extrac9on Minimal Entry cost Provenance-‐based dataset ranking © 2012 IBM Corporation
20.
IBM Research –
Ireland Views • Beyond search to guiding the user to create meaningful views: – Guide the users to annotate data, recommend related datasets and create dataviews on the fly – Ranking and context-‐based recommenda9ons – Allow seman9c based analysis on mul9ple views Hidden informa9on discovery Cross domain queries Mul9ple endpoints Mul9ple interpreta9ons © 2012 IBM Corporation
21.
IBM Research –
Ireland Demo • Currently: Web services and technology demonstrator • Next: Open RDF-‐based data management deployed in Dublin City (read/write). Deployment of traffic diagnoser. • SPUD: Seman*c Processing of Urban Data (2nd prize at the Seman*c Web Challenge – ISWC) • Live demo: www.dublinked.ie/sandbox/Seman9cWebChall Spyros Kotoulas, Vanessa Lopez, Raymond Lloyd, Marco Luca Sbodio, Freddy Lecue, Mar;n Stephenson, Elizabeth Daly, Veli Bicer, Aris Gkoulalas-‐Divanis, Giusy Di Lorenzo, Anika Schumann, Denis PaFerson, and Pol Mac Aonghusa © 2012 IBM Corporation
22.
IBM Research –
Ireland Thank you! Reference Publica9on: • QuerioCity: A Linked Data PlaZorm for Urban Informa*on Management V. Lopez, S. Kotoulas, M. L. Sbodio, M. Stephenson, A. Gkoulalas-‐Divanis, P. Mac Aonghusa. In Use track at the 11th Interna;onal Seman;c Web Conference (ISWC). City Fabric Team: © 2012 IBM Corporation
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