sparsity technologies & dama-upc aules d’empresa 2011 dex use cases

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Sparsity Technologies & DAMA-UPC Aules d’empresa 2011 DEX Use Cases

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Page 1: Sparsity Technologies & DAMA-UPC Aules d’empresa 2011 DEX Use Cases

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C Aules d’empresa 2011 DEX Use Cases

Page 2: Sparsity Technologies & DAMA-UPC Aules d’empresa 2011 DEX Use Cases

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Index

Information RetrievalOCPGrafMEDConceptBrowser DifPubMedSocialMediaRecerCaixaReviewers Recommender

Page 3: Sparsity Technologies & DAMA-UPC Aules d’empresa 2011 DEX Use Cases

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Index

Information RetrievalOCPGrafMEDConceptBrowserDifPubMedSocialMediaRecerCaixaReviewers Recommender

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Goal Apply DEX in a well-known social network Perform different kinds of information retrieval queries

• Link analysis• Social-oriented queries• Pattern recognition• Keyword search

IMDB Use Case www.imdb.com Inherent network-structure of the data

Information RetrievalIMDB

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Source Data 10 entities, 12 relationships More than 845,000 titles and 2,000,000 people Auxiliary tables with casts, roles, genres, extra movie & person info

Dex Graph Built in less than 21 minutes More than 25 million nodes Less than 1.14 GB of DEX data

Information RetrievalIMDB

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Information RetrievalIMDB

Link Analysis Social Networks Pattern Recognition Keyword Search

Focus

relationships between the entities of a network

relationship between different groups of nodes with the same affinity

identify the potential result graphs that match a certain pattern

where the user is assumed not to know anything about the organization of the data

Examples

get all the information of a movie

find the full relationships network of all the partners of an actor or actress

find all the directors that have worked with the same actress in ‘X’ different movies made in a period of time of ‘Y’ years

return all the context information of all the entities containing the keyword ‘X’

Results (stress

settings)

845,573 movies exploded at an average speed of 0.01 sec. per movie

one large result graph with 1,052 nodes connected by 552,826 edges

4,705 directors selected at an average speed of 0.09 sec. per result

3,308 graphs from a potential of 24,547,488 at an average speed of 0.005 sec.

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Index

Information RetrievalOCPGrafMEDConceptBrowserDifPubMedSocialMediaRecerCaixaReviewers Recommender

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Requesters Spanish Patrimonial Control Office

Goal Detect fraud in real patrimonial transactions

Data Model People, societies Patrimonial transactions

Procedure An expert defines a fraudulent pattern graph pattern Graph pattern allows user to find fraudulent people/societies

OCP

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Index

Information RetrievalOCPGrafMEDConceptBrowserDifPubMedSocialMediaRecerCaixaReviewers Recommender

Page 10: Sparsity Technologies & DAMA-UPC Aules d’empresa 2011 DEX Use Cases

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Requesters Catalan Institute of Oncology

Goal Support application to identify patterns (rules) in the procedures

applied to cancer patients

Data Model 50000 patients from the Bellvitge hospital (1994 – 2006) 67 types of tumors

Why DEX? Querying capability, multiple data sources, navigational

characteristics Larger amount of data, with hundreds of thousands of patients

GrafMED

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Index

Information RetrievalOCPGrafMEDConceptBrowserDifPubMedSocialMediaRecerCaixaReviewers Recommender

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Requesters Havas Media

Goal Support application for brainstorming tasks. Finds not obvious conceptual relations among words and concepts.

Data 440.882 concepts 117.278 groups of synonymic words 116.988 words 10.922.306 relations among words and concepts

Why DEX? Querying capability, navigational characteristics

ConceptBrowser

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Index

Information RetrievalOCPGrafMEDConcetpBrowserDifPubMedSocialMediaRecerCaixaReviewers Recommender

Page 14: Sparsity Technologies & DAMA-UPC Aules d’empresa 2011 DEX Use Cases

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Requesters Havas Media

Goal Bibex extension focused on medical researchers. Identifies researcher social networks, scientific evolution on a

particular medication and researchers influence.

Data 1.502.599 publications 2.136.184 researchers 194.991 medications 3.437.476 references

DifPubMed

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Index

Information RetrievalOCPGrafMEDConcetpBrowserDifPubMedSocialMediaRecerCaixaReviewers Recommender

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Requesters Havas Media

Goal Tool for analyzing information propagation in any social network. Identifies useful information such as how fast and how far

information is propagated in time.

Used Social Networks Youtube – Users, videos, comments, etc. Enron – Users, e-mails, etc. Flickr – Users, photos, comments. Orkut – Users, media(photos, music, etc.), messages, etc. Twitter – Users, messages, etc. Vi.vu – Medical professionals, non-professional users, questions, answers,

references, etc.

SocialMedia

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SocialMediaResults

Influent Persons Distribution

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Information RetrievalOCPGrafMEDConcetpBrowserDifPubMedSocialMediaRecerCaixaReviewers Recommender

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Motivation Selected in the Call for Applications for Research Grants Tool

(Recercaixa).

Goal Support tool for exploring and recommending audiovisual content. Oriented to be applied in primary and secondary education.

Data Contribution Catalan public broadcaster Televisió de Catalunya (TV3)

RecerCaixa

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Information RetrievalOCPGrafMEDConcetpBrowserDifPubMedSocialMediaRecerCaixaReviewers Recommender

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Requesters Ministry of Science and Innovation of the Spain Government (MICINN)

Goal Tool for identifying and recommending experts in a particular topic. Experts in a topic

People highly contributing to documents related to a topic

Data Model Document contributors Documents

Reviewers Recommender

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Thanks for your attention

Any questions?

DAMA-UPC. DATA MANAGEMENT (UPC)  Departament d'Arquitectura de Computadors

  Edifici C6-S103. Campus Nord.   Jordi Girona, 1-3.  08034 - Barcelona

  www.dama.upc.edu

SPARSITY-TECHNOLOGIESJordi Girona, 1-3, Edifici K2M

08034 [email protected]

http://www.sparsity-technologies.com