Download - Linking Social, Open, and Enterprise Data Tope Omitola, J. Davies, A. Duke, H. Glaser, N. Shadbolt
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Linking Social, Open, and Enterprise Data
Tope Omitola, J. Davies, A. Duke, H. Glaser, N. Shadbolt
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Contents• Trends• Information Silos• Questions That Motivated Us• System Design and Architecture• Data Modeling and Models• Example Queries• Future Work• Questions
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Trend 1 – Big Data
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Trend 2 - LoD
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Trend 3 – App Economy
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Trend 4 – Social Media
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Typical Corporation Information Silos
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Questions We Asked• How to manage and extract value from these
disparate, isolated data, and• How to take advantage of information from
external, non-enterprise, and social media to provide new, exciting, and useful services that create value for BT customers
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Linking Social, Open, and Enterprise Data
• Social Data: LinkedIn• Open Data: OpenCorporates• Enterprise Data: BT’s internal SalesForce data
and HR data
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System Architecture
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Unified Ontology
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LDAP data schema
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Modeling LDAP
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Modeling SalesForce Data
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Modeling LinkedIn data
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Example Query
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Challenges Encountered (1/2)• Establishing the Business Case: Set out goals and establish
what data needs to be linked
• Data Discovery and Provenance: Appropriate internal and external data need to be searched for and discovered (Quality problems, etc)
• Information Extraction and Data Harvesting: Not all the data will be useful. Relevant data items need to be extracted
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Challenges Encountered (2/2)
• Data Cleaning: Most of these datasets, internal and external, will not be in the format that can be made use of. Need to be cleaned
• Data Interlinking: The Choice of Join Points. What do you use to do the inter-linking?
• Data Modeling
• Data Management: Some data need to be brought in at run-time, or cached and made available when needed. Therefore, policies to manage the live and cached data sets need to be devised
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Future Work• Future Work includes • System Trials• Adding more internal BT data• Ingesting more external data
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Questions ?• Tope Omitola, [email protected]