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1 Gianluca Demartini [email protected] L3S Research Center Leibniz Universität Hannover Leveraging Semantic Technologies for Enterprise Search

Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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Page 1: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

1

Gianluca Demartini

[email protected]

L3S Research Center

Leibniz Universität Hannover

Leveraging Semantic Technologies

for Enterprise Search

Page 2: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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– M.Sc. in Udine, Italy (Dec 05)

– Ph.D. Student in Hannover, Germany (Mar 06)

– Research Interests:

• IR evaluation

• Enterprise Search

• Integration of SW and IR

– My Goal: get a Ph.D. (before end 2009)

Gianluca Demartini

Page 3: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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– No previous work

• see the 58 references in the paper

– 1 slide per Research Question

– Thoughts on my Big Picture

Page 4: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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How can we query for different item types together:

integrating document and people search

– Extension of Vector Space Model to consider Docs and People

– Place also People into the Space considering several evidences of expertise

– Query properly in order to retrieve both Docs and People

Gianluca Demartini

Page 5: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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How can we query

structured and unstructured

data together?

– DB search

• Keyword search in DB

– IR search

• Structured search (author:john)

– Goal: (un-)structured search on (un-)structured data

Gianluca Demartini

Page 6: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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How can we benefit from both

Semantic Web and Information Retrieval

techniques in enterprise search?

– Semantic Search

• Use metadata to improve content-based search

– IR indexing

• Use taxonomies instead of flat term-based indexing

– Expert Search

• Use ontologies as expertise taxonomies

Gianluca Demartini

Page 7: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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How can we enrich automatically

the metadata annotation in a social infrastructure?

– Scenario: desktops with metadata annotations

– Search in your community for new metadata annotations

– Ask to similar peers how they annotate similar resources

Gianluca Demartini

Page 8: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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Web, enterprise and desktop: how do they differ?

– Link structure

– Spam

– Privacy

• Sharing data

• Activities Logging

Gianluca Demartini

Page 9: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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How can we systematically evaluate enterprise search?

– Relevance Definition

– Metrics

– Standard evaluation approach: testbed

– Privacy issues for building public collections

Gianluca Demartini

Page 10: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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How can we personalize

the enterprise search user experience?

– User Observation

• Activity logging

• Context detection

– Tasks

– User Role

Gianluca Demartini

Page 11: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

11Gianluca Demartini

Privacy Information Retrieval Tags

Personalization Web Search Evaluation Algorithms

User Modelling Semantic Web Desktop Search SOA

Metadata Recommendation Context Social Networks

Expert Search

– Integrate techniques from different fields

– Innovate where the improvement is (economically) assessable

Page 12: Leveraging Semantic Technologies for Enterprise Search · 2017. 12. 11. · Leveraging Semantic Technologies for Enterprise Search. 2 –M.Sc. in Udine, Italy (Dec 05) ... –Semantic

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Thanks

Gianluca Demartini