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The Value of Linked Data
   in the Age of Big Data


            Andreas Blumauer


       CEO & Managing Partner
        Semantic Web Company
About us

•   Founded as „punkt. netServices“ 1998 in Vienna

•   Focus: Semantic (web) technologies & search applications

     – 1st project based on semantic technologies in 2001

     – Foundation of Semantic Web School in 2004
         Semantic Web Company since 2008

     – PoolParty development started in 2007

•   PoolParty on the market since 2009

•   Privately held, currently 20 specialists



                           http://www.poolparty.biz/
VUCA Worlds


      Volatility




                            http://www.slideshare.net/dcaron/its-a-vuca-world-
                            See also:
      Uncertainty

      Complexity

      Ambiguity
http://www.poolparty.biz/
A brief history of ‚Data‘

              1990   2012
Volatility    …      The information needed today is different from the
                     information needed tomorrow, next week or next month.
                     Changes come from everywhere: internal strategy changes,
                     competitive pressures, new regulatory requirements

Uncertainty   …      Companies are increasingly drawing on data from outside
                     their organization. They’re pulling together information
                     from supply chain partners, from customers, from social
                     media sites, from websites and public web databases.

Complexity    …      Decision makers are relying on data buried in spreadsheets,
                     in emails, in Access databases and in documents.

Ambiguity     …      Key enterprise data assets are no longer confined to
                     predictably structured transactional databases and data
                     warehouses.



                     http://www.poolparty.biz/
Big Data: A Definition

Big Data is about

tools to examine

•large
•distributed
•unstructured
•unrelated and
•quickly growing

pools of data

to create information & knowledge from it.




See also: Jeffrey Layton, http://bit.ly/NZb4Yi (Enterprise Storage Forum)
                      http://www.poolparty.biz/
Big Data:
                            Another Definition
Big Data is about

tools that pull together

•large
•distributed
•unstructured
•unrelated and
•quickly growing

pools of data

to create an even bigger and less flexible data silo
which creates an even bigger lock-in effect for the customer.




                           http://www.poolparty.biz/
Big Data: An example

3TIER has conducted
feasibility studies
for over 650 wind projects
on 6 continents,

representing over
20GW of production potential.

In 2011 alone,
3TIER conducted risk analysis
that helped secure over $4.1 billion in public and private financing for
utility-scale solar projects in the US, India, and Australia.




      Youtube: 3TIER, http://www.youtube.com/watch?v=iqSNXZL8GFk
                             http://www.poolparty.biz/
Hunch: The power of
                              correlation
Hunch’s Taste Graph is the foundation that powers Hunch’s predictions.
The graph is fast growing, constantly-improving and built upon a massive data structure.




               See also: Hunch.com, http://blog.hunch.com/?p=47384
                            http://www.poolparty.biz/
Correlation vs. Causation

Sleeping with one's shoes on is
strongly correlated with waking up
with a headache

OR

Sleeping with one's shoes on causes
waking up with a headache?



Show me all drugs
       - related to asthma that
       - are linked to a curated molecular interaction in the literature
       - where the protein is known to cause inflammatory response


                           http://www.poolparty.biz/
Centralized vs.
               Decentralized

ETL




centralized          decentralized        distributed

              http://www.poolparty.biz/
Example: Querying
 decentralized systems
 How many people work at SWC?

         SWC = Semantic Web Company

         20 people work
         at Semantic Web Company

 20 people work at SWC!

 No central data hub needed!!!
http://www.poolparty.biz/
How decentralization can
   contribute to cope with VUCA?

Volatility:
Higher agility when managed units are smaller

Uncertainty:
Make use of algorithms based on correlation

Complexity:
Breaking down into smaller modules, crowd-
sourcing and self organization

Ambiguity:
Better understanding of specialities of sub-domains
& local needs


  http://www.poolparty.biz/
Linked Data infrastructure -
 Technology




http://www.poolparty.biz/
PoolParty components




PPT:                                       PPX:
Management of Metadata & Linked Data       Text Mining & Extraction Metadata
Thesaurus & Vocabulary Management          Mapping & Harmonizing
Linked Open Data Publishing                Data Integration




                     http://www.poolparty.biz/
PoolParty components




PPS:                                PPP:
Structured & Semantic Search        Semantic Indexing
Integrated Views                    Tag Recommendation &
Content Recommendation              Content Recommendation




                  http://www.poolparty.biz/
PoolParty architecture




http://www.poolparty.biz/
SKOSsy: Use ‚Big Data‘ to
 Generate knowledge models




                            Automatic
                            generation
                            of seed-thesauri
                            from
                            linked data




http://www.poolparty.biz/
Knowledge Visualisation




Relation Browser                           Treeview



               http://www.poolparty.biz/
Data Visualisation




Extended Relation Browser                       Treemap



                    http://www.poolparty.biz/
Fast and consistent
 classification of content




http://www.poolparty.biz/
Get in contact!



          Mag. Andreas Blumauer
          CEO
          a.blumauer@semantic-web.at




Semantic Web Company GmbH                      http://www.semantic-web.at/
                                                        http://poolparty.biz
Mariahilfer Strasse 70/8
1070 Vienna
Austria



                   http://www.poolparty.biz/

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Linked data big data

  • 1. The Value of Linked Data in the Age of Big Data Andreas Blumauer CEO & Managing Partner Semantic Web Company
  • 2. About us • Founded as „punkt. netServices“ 1998 in Vienna • Focus: Semantic (web) technologies & search applications – 1st project based on semantic technologies in 2001 – Foundation of Semantic Web School in 2004  Semantic Web Company since 2008 – PoolParty development started in 2007 • PoolParty on the market since 2009 • Privately held, currently 20 specialists http://www.poolparty.biz/
  • 3. VUCA Worlds Volatility http://www.slideshare.net/dcaron/its-a-vuca-world- See also: Uncertainty Complexity Ambiguity http://www.poolparty.biz/
  • 4. A brief history of ‚Data‘ 1990 2012 Volatility … The information needed today is different from the information needed tomorrow, next week or next month. Changes come from everywhere: internal strategy changes, competitive pressures, new regulatory requirements Uncertainty … Companies are increasingly drawing on data from outside their organization. They’re pulling together information from supply chain partners, from customers, from social media sites, from websites and public web databases. Complexity … Decision makers are relying on data buried in spreadsheets, in emails, in Access databases and in documents. Ambiguity … Key enterprise data assets are no longer confined to predictably structured transactional databases and data warehouses. http://www.poolparty.biz/
  • 5. Big Data: A Definition Big Data is about tools to examine •large •distributed •unstructured •unrelated and •quickly growing pools of data to create information & knowledge from it. See also: Jeffrey Layton, http://bit.ly/NZb4Yi (Enterprise Storage Forum) http://www.poolparty.biz/
  • 6. Big Data: Another Definition Big Data is about tools that pull together •large •distributed •unstructured •unrelated and •quickly growing pools of data to create an even bigger and less flexible data silo which creates an even bigger lock-in effect for the customer. http://www.poolparty.biz/
  • 7. Big Data: An example 3TIER has conducted feasibility studies for over 650 wind projects on 6 continents, representing over 20GW of production potential. In 2011 alone, 3TIER conducted risk analysis that helped secure over $4.1 billion in public and private financing for utility-scale solar projects in the US, India, and Australia. Youtube: 3TIER, http://www.youtube.com/watch?v=iqSNXZL8GFk http://www.poolparty.biz/
  • 8. Hunch: The power of correlation Hunch’s Taste Graph is the foundation that powers Hunch’s predictions. The graph is fast growing, constantly-improving and built upon a massive data structure. See also: Hunch.com, http://blog.hunch.com/?p=47384 http://www.poolparty.biz/
  • 9. Correlation vs. Causation Sleeping with one's shoes on is strongly correlated with waking up with a headache OR Sleeping with one's shoes on causes waking up with a headache? Show me all drugs - related to asthma that - are linked to a curated molecular interaction in the literature - where the protein is known to cause inflammatory response http://www.poolparty.biz/
  • 10. Centralized vs. Decentralized ETL centralized decentralized distributed http://www.poolparty.biz/
  • 11. Example: Querying decentralized systems How many people work at SWC? SWC = Semantic Web Company 20 people work at Semantic Web Company 20 people work at SWC! No central data hub needed!!! http://www.poolparty.biz/
  • 12. How decentralization can contribute to cope with VUCA? Volatility: Higher agility when managed units are smaller Uncertainty: Make use of algorithms based on correlation Complexity: Breaking down into smaller modules, crowd- sourcing and self organization Ambiguity: Better understanding of specialities of sub-domains & local needs http://www.poolparty.biz/
  • 13. Linked Data infrastructure - Technology http://www.poolparty.biz/
  • 14. PoolParty components PPT: PPX: Management of Metadata & Linked Data Text Mining & Extraction Metadata Thesaurus & Vocabulary Management Mapping & Harmonizing Linked Open Data Publishing Data Integration http://www.poolparty.biz/
  • 15. PoolParty components PPS: PPP: Structured & Semantic Search Semantic Indexing Integrated Views Tag Recommendation & Content Recommendation Content Recommendation http://www.poolparty.biz/
  • 17. SKOSsy: Use ‚Big Data‘ to Generate knowledge models Automatic generation of seed-thesauri from linked data http://www.poolparty.biz/
  • 18. Knowledge Visualisation Relation Browser Treeview http://www.poolparty.biz/
  • 19. Data Visualisation Extended Relation Browser Treemap http://www.poolparty.biz/
  • 20. Fast and consistent classification of content http://www.poolparty.biz/
  • 21. Get in contact! Mag. Andreas Blumauer CEO a.blumauer@semantic-web.at Semantic Web Company GmbH http://www.semantic-web.at/ http://poolparty.biz Mariahilfer Strasse 70/8 1070 Vienna Austria http://www.poolparty.biz/