Semantic Data Management. Xavier Lopez, Ph.D., Director, Spatial & Semantic Technologies
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1 Semantic Data Management Xavier Lopez, Ph.D., Director, Spatial & Semantic Technologies 1
2 Enterprise Information Challenge Source: Oracle customer 2
3 Vision of Semantically Linked Data The Network of Collaborative Knowledge A web of data that can be intelligently processed by machines delivering an environment that: Intelligent Relevant Contextual Interconnected Solves Problems Answers Questions Easily Searchable Let Information follow you The next generation of information workers will expect a highly visual, connected, contextual information workplace they can take anywhere. - Forrester 3
4 Social Semantic Enterprise Semantic Semantic Tagging Tagging Concept definitions with unique meaning Language independent or Island: Java Recommendations Relational Navigation Find related content & groups by navigating connected entities to Semantic Search Search for concepts Return semantically related results via John Chambers or Cisco CEO Social Connectivity through Semantic Enablement 4
5 Semantic Web Integrate domains of knowledge through common volcabularies (ie SKOS) Semantic Aggregation & Navigation of Data Manage relationships between collections of images and associated metadata RDF as flexible and extensible data model supports powerful search and end-user discovery of related content Rich platform for data integration, data repurposing, and better quality control and classification 5
6 The Web is about links The Semantic Web is about the relationships in those links Dan Brickley 6
7 Metadata of documents 7
8 Linking Data Resources User RDF Query & results Data Ontologies Structured & Unstructured Data Sources 8
9 Relational to Ontological Mapping Neuron Neuronal Property Pathological Change involves involves Pathological Agent Agent inhibits has is_located_in Compartment Receptor inhibits inhibits Drug is_located_in Channel Courtesy: SenseLab, Yale University 9
10 Importance of SKOS SKOS provides a simple bridge between the print world and the (Semantic) Web Thesauri, glossaries, etc, from the library community can be made available LOC is a good example SKOS can also be used to organize tags, annotate other vocabularies, 10
11 Ontology Integration: Bioinformatics 11 Source: Siderean Software
12 Storage & Loading Oracle 11g RDF/OWL Graph Data Management Native W3C RDF graph data store Fast Bulk, batch & Incremental load Query SQL: SEM_MATCH graph pattern query SPARQL: supported via Jena plug-in Reasoning RDF, OWL Prime, RDF++ semantic rules Forward chaining inference model User defined rule base Scalability Scales to billions of triples Partitioning, RAC, Adv. Compression Standards & Interoperability Aligned with W3C specifications Supported by leading semantic tools Structured DBMS, Unstructured, Spatial, RSS, , Documents 12
13 Semantic Technologies Adopters Life Sciences Defense/ Intelligence Education Telecomm Hutchinson 3G Austria 11g Reference 11g Reference Clinical Medicine Publishing 11g Reference Thomson Reuters 11g Reference 11g Reference 13
14 The Power of Semantic Connections People My View Communities Information Delivering relevant, contextual content based on relationships, profile & activity 14
15 Cisco Knowledge Network Info People Communities RDF Store Social Graph e.g. product catalog, Directory Enterprise Vocabulary Import e.g. web content, wiki topics, expertise User Entered Tags Import e.g. job roles, customer accounts Entity and Property Extraction Structured Data Content Repositories Transactional Applications 15
16 Translational Informatics Use Case: Integrative Data Mining and Ad Hoc Query Tailored Therapeutic Workbench (TTW) Integrative Data Mining/Query System System/Semantic Integration Layer XREP plus Proteomics Informatics PGI IQ Lipid Informatics Info Mining Discovery Clinical Public Integrative Informatics Gene Expression Proteomics Genotyping SNPs/Haplotypes Imaging In-Vitro/Vivo Lipidomics Text Source: WWW2007, Eli Lilly, S.Stephens 16
17 Use Case: Drug Discovery / Target Assessment Tool Source: WWW2007, Eli Lilly, S.Stephens 17
18 Why is Oracle Spatial unique in Semantics Data Management? Oracle 11g is the only commercial database with native RDF/OWL semantics capability. Can readily scale to ultra-large repositories (+1 billion) Growing ecosystem of 3 rd party tools partners Leverages Oracle Partitioning and Advanced Compression. RAC is also supported. Semantics customers expect to deploy very large servers 18
19 Extraction, Modeling, Reasoning & Discovery Workflow Transaction Systems Transform & Edit Tools Load, Query & Inference Applications & Analysis Tools Unstructured Content RSS, Other Data Formats Entity Extraction & Transform OpenCalais Linguamatics GATE Ontology Engineering TopQuadrant Ontoprise Categorization Cyc Custom Scripting RDF/OWL Data Management SQL & SPARQL Query Inferencing Semantic Rules Scalability & Security Semantic Indexing OBIEE, Analytics Graph Visualization Cytoscape Social Network Analysis Metadata Registry Faceted Search Data Sources Partner Tools Partner/Oracle Tools 19
20 Contacts and Resources: Product Management: White papers, documentation, discussion forum, sample code, downloads, press releases: Google: Oracle RDF 20
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