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IBM Haifa Research Lab




IBM Research & Haifa Research Lab Overview


         David Bernstein
         Program Manager of CEE Collaboration
         IBM Haifa Research Lab
         December 7, 2012




                                                2012 IBM Corporation
IBM: 100 Years of Innovations that Matter
                                                   Highlights of IBM Research



     1944:              1948:          1956:           1957:                1964:               1966:             1967:               1970:               1971:
     Mark 1             SSEC          RAMAC          FORTRAN             System/360           One-Device         Fractals           Relational           Speech
                                                                                              Memory Cell                           Database           Recognition




                                                                Nobel Prizes:
      1973:                 1979:          1980:        1986:                 1987:                  1990:                  1994:            1993: RS/6000 SP
  Winchester Disk         Thin Film         RISC       Scanning         High Temperature           Chemically               SIGe            1996,97: Deep Blue
                          Recording                   Tunneling          Superconductivity         Amplified
                           Heads                      Microscope                                  Photoresists




                                                                             2004:                2006:                   2008:                          2010:
    1997:              1998:            1998:                                                                                                           Watson
   Copper      Silicon-on-Insulator   Microdrive       2002:              Blue Gene          5-stage Carbon        World’s First Petaflop
Interconnect                                          Millipede           The fastest        Nanotube Ring           Supercomputer
   Wiring                                                              supercomputer            Oscillator
                                                                         in the world

   IBM Research – Haifa                                                                                                                       © 2012 IBM Corporation
Evolution of IBM Research

                                                                    Collaboration for a
                                                                         Smarter
                                                                          Planet
                                                       Integrated
                                                        Solutions


                                          Services
Research Agenda




                              Software


                   Hardware




                  1970s       1980s       1990s       2000s           2010s

 IBM Research – Haifa                                                    © 2012 IBM Corporation
IBM Research - ~3k IBMers

                             Dublin                     China
                                Zurich
       Almaden             Watson           Haifa
                                                                  Tokyo   Highly Innovative
                 Austin                             India                  50% of external honors
                                         Kenya                             46% of IBM Fellows
                                                                           25% of all patents filed
                               Brazil
                                                                           26% of new academy members
                                                       Melbourne
                                                                          Widely Recognized
                                                                           5 Nobel Laureates
                                                                           14 National Medals
                                          Largest lab outside of the US    6 Turing Awards
                                                                           84 Members, National Academies
                                                                           14 Inductees, National Inventors
                                                                           Hall of Fame




4   IBM Research – Haifa                                                                         © 2012 IBM Corporation
IBM Haifa Research Lab


IBM Haifa Research Lab
 •   IBM’s largest Research facility outside USA
 •   Spans many IBM Research strategy areas:

     Storage, Verification, Systems – Cloud Computing, Information
     Management, Collaboration, Event Processing, Optimization,
     Machine Learning, Distributed Middleware, Software development,
     Services Science, Healthcare Information, Mobile Technologies

 •     Focus on technology leadership
         •      Innovative breakthroughs
         •      IP assets and patents
         •      Scientific publications
         •      Industry standards
 •     Practice innovation that matters
         •      Focus on solving customer challenges
         •      Bridge academia, innovation sources and IBM
         •      Build an innovation pipeline through synergy with sister development labs


5                                                                               © 2012 IBM Corporation
IBM Haifa Research Lab




              sample projects:



           Systems



                                 2012 IBM Corporation
IBM Haifa Research Lab



Cloud Computing

              Research                            Applications
    Optimal allocation of system          Reservoir – federation of
    resources                             clouds
    – energy, performance, availability   – Large EU project, led by HRL

    Application mobility                  Private clouds
                                          Special Purpose Clouds
                                          – Storage cloud
                                          – Software development cloud




7                                                                © 2012 IBM Corporation
IBM Haifa Research Lab




The Reservoir EU Project




8                             © 2012 IBM Corporation
IBM Haifa Research Lab



Verification Technology

              Research                     Applications
    Biased random generators     Test generation for coverage
                                 – Bug detection in circuit, processor,
    Formal verification            system designs
                                 – Used in every IBM chip design
    Temporal logic
                                 Formal verification of designs
                                 and programs

                                 Defining the IEEE standard for
                                 Property Specification
                                 Language
                                 – Assertion Based Verification widely
                                   applied using PSL and supported by
                                   all Electronic Design vendors



9                                                          © 2012 IBM Corporation
IBM Haifa Research Lab




10                            © 2012 IBM Corporation
IBM Haifa Research Lab



Compiler Optimization

              Research                        Applications
     Advanced data structures         Improvements of key IBM
     Algorithms                       announcements
                                      – DB2; Oracle, Sybase on IBM
     Complexity                         servers
     Compiler/Architecture
     co-design                        Part of IBM offerings
     Parallel/Distributed computing   – AIX performance tools
     Post link optimization           – Cell Processor SDK




11                                                              © 2012 IBM Corporation
IBM Haifa Research Lab



 Tools for the Multicore Processors
      Code Analyzer                            GCC compiler advanced
                                               optimizations: auto-par
                                               Trace Analyzer
                                               – Analysis and visualization
                                               – Expert system
                                               – Part of Visual Performance Analyzer (VPA)
                                                                   Trace Analyzer




     Code Analyzer
     – Part of Visual Performance Analyzer (VPA)

     FDPR-Pro – post-link optimizer

12                                                                            © 2012 IBM Corporation
IBM Haifa Research Lab




              sample projects:



         Software



                                 2012 IBM Corporation
IBM Haifa Research Lab



Distributed Computing

               Research                       Applications
     Distributed computing             Distribution and consistency
     – Group communication
                                       services
     – Virtual synchrony               – WebSphere cluster
                                       – WebSphere Front Office for
     – Total order                       Financial Markets
     – High throughput, low latency
                                       High availability
     – Messaging oriented middleware
                                       Reliable Multicast Messaging
                                       – WebSphere MQ Low Latency
                                         Messaging Product
                                       – Reuters RMDS




14                                                            © 2012 IBM Corporation
IBM Haifa Research Lab


Reliable Multicast Messaging
A Research asset matures into a customer solution

 Enables IBM to sign a deal with
 Reuters news agency




15                                                  © 2012 IBM Corporation
IBM Haifa Research Lab



 Software Testing Analysis and Review (STAR)

             Research                  Applications
     Software Development        Testing of concurrent
                                 programs
     – Methodologies and tools
                                 Coverage analysis
     Software Verification and   –   Reduce the size of the test
     Testing                         while increasing its quality

                                 Usage of modeling for early
                                 detection of defects




16                                                     © 2012 IBM Corporation
IBM Haifa Research Lab



Social & Web 2.0 Technologies

              Research                    Applications
     Social Network Analysis      Social Networks & Discovery
                                  – Aggregating and analyzing
     Relationship mining            relationships across social media
                                  – Support search,
     Recommender Systems            recommendations, expertise
                                    location, reputation, …

                                  Social Travel
                                  – Adding social and aggregation
                                    features to travel applications
                                  – Work with IBM Travel on a global
                                    system

                                  Experience Organizer
                                  – Augmenting human memory




17                                                        © 2012 IBM Corporation
IBM Haifa Research Lab



Information Retrieval

              Research                       Applications
     Information retrieval        Enterprise & Desktop search
                                  – IBM WebSphere Portal search engine
     Text analysis                – Semantic search in e-mails

     Text mining                  Faceted search and BI
                                  – eDiscovery Analyzer
     Classification
                                  – Cognos Search

                                  Social search
                                  – Lotus connections

                                  IBM Jeopardy Challenge
                                  Customer profiling
                                  – For mobile providers

                                  Multimedia Search
                                  – Audio / Visual search.
                                    SAPIR EU project
18                                                               © 2012 IBM Corporation
IBM Haifa Research Lab




IBM Jeopardy Challenge




19                            © 2012 IBM Corporation
IBM Haifa Research Lab




              sample projects:



Services Science



                                 2012 IBM Corporation
IBM Haifa Research Lab



Optimization

               Research                         Applications
                                      Empty container logistics
     Large scale linear and integer   – Two of the worlds largest
     programming                        container shipping companies
     Queuing models                   Optimal assignments of
     Modeling & simulation            employees to jobs
                                      – Optimatch - used by IBM Services
     Combinatorial optimization         (200,000+ employee organization)
     Constraint satisfaction          Trucks configuration
                                      – One of the largest truck
                                        manufacturers in the world

                                      Shift work optimization
                                      – Bezeq – 144, Erfurt, Germany
                                        Delivery Service
                                      Airline Crew Assignment
                                      – El-Al

21                                                           © 2012 IBM Corporation
IBM Haifa Research Lab



Machine Learning

               Research                 Applications
     Statistical analysis       Defect prediction in silicon
                                wafer fabrication
     Data classification
                                – IBM Fab: 300mm wafers

                                Adapt medication for AIDS
                                treatment
                                European program – EUResist




22                                                     © 2012 IBM Corporation
IBM Haifa Research Lab


EuResist




23                            © 2012 IBM Corporation
IBM Haifa Research Lab



Computer Vision

              Research                          Applications
     Computer vision and shape       License plate recognition for
     analysis                        traffic management
     Pattern recognition             – Stockholm road charging

     Optical character recognition   Processing of business
                                     documents
                                     – Seismic data
                                     – US insurance services

                                     Book scanning for digital
                                     libraries
                                     – IMPACT – EU project
                                     – Hearst archive




24                                                               © 2012 IBM Corporation
IBM Haifa Research Lab

     Building a Smarter Planet: Smart Traffic
     City of Stockholm breaks gridlock with a smart road use
     management system
                                        What’s smart?

                                        • New, Dynamic Business Model
                                        • Congestion Charging
                                        • Real-time traffic prediction
                                        • Technology to optically recognize
                                          cars in milliseconds
                                        • Real-time congestion tolling

                                        Smarter Business Outcomes
                                        • 25% Reduction in Traffic
     Fact: Cost of congestion in U.S.   • 40,000 more citizens on public
     transportation system nears $200     transportation
     billion each year                  • Less noise pollution and lower
                                          carbon emissions
25                                                               © 2012 IBM Corporation
IBM Haifa Research Lab



Speech

Research                          Applications
     Spoken Term Detection         Text to speech
     Speaker identification and    – IBM Embedded ViaVoice
     segmentation
                                   – Honda and other automotive
     Speech synthesis                customers

     Voice morphing
                                   Voice and Video Search
                                   – SAPIR - EU Project
                                   – HERMES - EU Project




26                                                         © 2012 IBM Corporation
IBM Haifa Research Lab




              sample activities:



        Academia



                                   2012 IBM Corporation
Multi-Faceted Collaboration with Academia

• Joint research activities, aiming (mostly) to increase # of joint publications
       • 2012 collaboration activities supported by IBM GUP
              • 3 OCRs, 3 co-funded Faculty Awards, 1 self-funded Faculty Award, 3 Ph.D. Fellowship Awards

• Joint organization of research events and seminars (ICML 2010)
       • 2012 events co-sponsored by EMEA Country Projects: SYSTOR 2012, Clinical Genomics Analysis Workshop

• Joint projects under government grants (mostly through the European Program)

• Supervision of under-graduate projects

• Joint supervision of graduate students

• IBMers employed in academia as faculty adjuncts or industry consultants

• Students and Faculty members work in HRL
       • Students employment, faculty members - consultants
       • Internships and post-doctoral positions
              • 4 non-Israeli interns in summer 2011 (3 great minders and one PhD student from Edinburgh)
              • Students working in IBM premise, funded by the universities

IBM Research – Haifa                    URLEF, Frankfurt, May 15-16, 2012   IBM Confidential        © 2012 IBM Corporation
IBM Research – Haifa: Seminars and Conferences
                                                    2011 Seminars
                                                    – SYSTOR 2011 - The 4th Annual International Systems and Storage
                                                       (May 30 – June 1, 2011)
                                                    – Clinical Genomic Analysis Workshop (June 2, 2011)
                                                    – Machine Learning Seminar (June 12, 2011)
                                                    – Parallel and Distributed Systems Workshop: Testing, Analysis, and
                                                       Debugging Workshop 2011 (July 17, 2011)
                                                    – Future of Healthcare (November 14, 2011)
                                                    – Haifa Verification Conference 2011 (December 6-8, 2011)
IBM Research Haifa Leadership Seminars              2012 Seminars
• Academic conferences led by HRL
                                                    – Hardware Formal Verification with RuleBase-SixthSense Edition
  colleagues
• Excellent reputation in Israeli academia             April 2, 2012
  and industry                                      – SYSTOR 2012 - 5th Annual International Systems and Storage
• Some turned to be international events
                                                       Conference, June 4-6, 2012
                                                    – HVC 2012 - Haifa Verification Conference 2012, November 6-8,
                                                       2012
                  https://www.research.ibm.com/haifa/Workshops/seminars2012.shtml

  IBM Research – Haifa               URLEF, Frankfurt, May 15-16, 2012   IBM Confidential           © 2012 IBM Corporation
Great Minds Program in HRL
   Initiated in 2010: one student from Kazakhstan/KBTU
   2011 ad-hoc program
   1. Evaldas Vaiciukynas, Dept. of Electrical & Control Equipment, Kaunas University of
      Technology, Lithuania. PhD student under supervision of Prof. Antanas Verikas
   2. Kęstutis Dalinkevičius, Faculty of Mathematics and Informatics, Vilnius University, Lithuania
   3. Elena-Georgiana Copil, Technical University of Cluj-Napoca, Department of Computer Science,
      Romania. Ms.C student under supervision of Prof Ioan Salomie
   4. Irina Kondratyeva, Novosibirsk State Tech Univ, Russia
– 2012 integrated HRL/Zurich program
  1. Janos Csorba, Hungary
  2. Onder Suvak, Turkey
  3. Jagoda Lazarek, Poland




IBM Research – Haifa              URLEF, Frankfurt, May 15-16, 2012   IBM Confidential   © 2012 IBM Corporation
Thank you
IBM Haifa Research Lab




                          2012 IBM Corporation

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IBM Research and BM Haifa Research Lab Overview

  • 1. IBM Haifa Research Lab IBM Research & Haifa Research Lab Overview David Bernstein Program Manager of CEE Collaboration IBM Haifa Research Lab December 7, 2012 2012 IBM Corporation
  • 2. IBM: 100 Years of Innovations that Matter Highlights of IBM Research 1944: 1948: 1956: 1957: 1964: 1966: 1967: 1970: 1971: Mark 1 SSEC RAMAC FORTRAN System/360 One-Device Fractals Relational Speech Memory Cell Database Recognition Nobel Prizes: 1973: 1979: 1980: 1986: 1987: 1990: 1994: 1993: RS/6000 SP Winchester Disk Thin Film RISC Scanning High Temperature Chemically SIGe 1996,97: Deep Blue Recording Tunneling Superconductivity Amplified Heads Microscope Photoresists 2004: 2006: 2008: 2010: 1997: 1998: 1998: Watson Copper Silicon-on-Insulator Microdrive 2002: Blue Gene 5-stage Carbon World’s First Petaflop Interconnect Millipede The fastest Nanotube Ring Supercomputer Wiring supercomputer Oscillator in the world IBM Research – Haifa © 2012 IBM Corporation
  • 3. Evolution of IBM Research Collaboration for a Smarter Planet Integrated Solutions Services Research Agenda Software Hardware 1970s 1980s 1990s 2000s 2010s IBM Research – Haifa © 2012 IBM Corporation
  • 4. IBM Research - ~3k IBMers Dublin China Zurich Almaden Watson Haifa Tokyo Highly Innovative Austin India 50% of external honors Kenya 46% of IBM Fellows 25% of all patents filed Brazil 26% of new academy members Melbourne Widely Recognized 5 Nobel Laureates 14 National Medals Largest lab outside of the US 6 Turing Awards 84 Members, National Academies 14 Inductees, National Inventors Hall of Fame 4 IBM Research – Haifa © 2012 IBM Corporation
  • 5. IBM Haifa Research Lab IBM Haifa Research Lab • IBM’s largest Research facility outside USA • Spans many IBM Research strategy areas: Storage, Verification, Systems – Cloud Computing, Information Management, Collaboration, Event Processing, Optimization, Machine Learning, Distributed Middleware, Software development, Services Science, Healthcare Information, Mobile Technologies • Focus on technology leadership • Innovative breakthroughs • IP assets and patents • Scientific publications • Industry standards • Practice innovation that matters • Focus on solving customer challenges • Bridge academia, innovation sources and IBM • Build an innovation pipeline through synergy with sister development labs 5 © 2012 IBM Corporation
  • 6. IBM Haifa Research Lab sample projects: Systems 2012 IBM Corporation
  • 7. IBM Haifa Research Lab Cloud Computing Research Applications Optimal allocation of system Reservoir – federation of resources clouds – energy, performance, availability – Large EU project, led by HRL Application mobility Private clouds Special Purpose Clouds – Storage cloud – Software development cloud 7 © 2012 IBM Corporation
  • 8. IBM Haifa Research Lab The Reservoir EU Project 8 © 2012 IBM Corporation
  • 9. IBM Haifa Research Lab Verification Technology Research Applications Biased random generators Test generation for coverage – Bug detection in circuit, processor, Formal verification system designs – Used in every IBM chip design Temporal logic Formal verification of designs and programs Defining the IEEE standard for Property Specification Language – Assertion Based Verification widely applied using PSL and supported by all Electronic Design vendors 9 © 2012 IBM Corporation
  • 10. IBM Haifa Research Lab 10 © 2012 IBM Corporation
  • 11. IBM Haifa Research Lab Compiler Optimization Research Applications Advanced data structures Improvements of key IBM Algorithms announcements – DB2; Oracle, Sybase on IBM Complexity servers Compiler/Architecture co-design Part of IBM offerings Parallel/Distributed computing – AIX performance tools Post link optimization – Cell Processor SDK 11 © 2012 IBM Corporation
  • 12. IBM Haifa Research Lab Tools for the Multicore Processors Code Analyzer GCC compiler advanced optimizations: auto-par Trace Analyzer – Analysis and visualization – Expert system – Part of Visual Performance Analyzer (VPA) Trace Analyzer Code Analyzer – Part of Visual Performance Analyzer (VPA) FDPR-Pro – post-link optimizer 12 © 2012 IBM Corporation
  • 13. IBM Haifa Research Lab sample projects: Software 2012 IBM Corporation
  • 14. IBM Haifa Research Lab Distributed Computing Research Applications Distributed computing Distribution and consistency – Group communication services – Virtual synchrony – WebSphere cluster – WebSphere Front Office for – Total order Financial Markets – High throughput, low latency High availability – Messaging oriented middleware Reliable Multicast Messaging – WebSphere MQ Low Latency Messaging Product – Reuters RMDS 14 © 2012 IBM Corporation
  • 15. IBM Haifa Research Lab Reliable Multicast Messaging A Research asset matures into a customer solution Enables IBM to sign a deal with Reuters news agency 15 © 2012 IBM Corporation
  • 16. IBM Haifa Research Lab Software Testing Analysis and Review (STAR) Research Applications Software Development Testing of concurrent programs – Methodologies and tools Coverage analysis Software Verification and – Reduce the size of the test Testing while increasing its quality Usage of modeling for early detection of defects 16 © 2012 IBM Corporation
  • 17. IBM Haifa Research Lab Social & Web 2.0 Technologies Research Applications Social Network Analysis Social Networks & Discovery – Aggregating and analyzing Relationship mining relationships across social media – Support search, Recommender Systems recommendations, expertise location, reputation, … Social Travel – Adding social and aggregation features to travel applications – Work with IBM Travel on a global system Experience Organizer – Augmenting human memory 17 © 2012 IBM Corporation
  • 18. IBM Haifa Research Lab Information Retrieval Research Applications Information retrieval Enterprise & Desktop search – IBM WebSphere Portal search engine Text analysis – Semantic search in e-mails Text mining Faceted search and BI – eDiscovery Analyzer Classification – Cognos Search Social search – Lotus connections IBM Jeopardy Challenge Customer profiling – For mobile providers Multimedia Search – Audio / Visual search. SAPIR EU project 18 © 2012 IBM Corporation
  • 19. IBM Haifa Research Lab IBM Jeopardy Challenge 19 © 2012 IBM Corporation
  • 20. IBM Haifa Research Lab sample projects: Services Science 2012 IBM Corporation
  • 21. IBM Haifa Research Lab Optimization Research Applications Empty container logistics Large scale linear and integer – Two of the worlds largest programming container shipping companies Queuing models Optimal assignments of Modeling & simulation employees to jobs – Optimatch - used by IBM Services Combinatorial optimization (200,000+ employee organization) Constraint satisfaction Trucks configuration – One of the largest truck manufacturers in the world Shift work optimization – Bezeq – 144, Erfurt, Germany Delivery Service Airline Crew Assignment – El-Al 21 © 2012 IBM Corporation
  • 22. IBM Haifa Research Lab Machine Learning Research Applications Statistical analysis Defect prediction in silicon wafer fabrication Data classification – IBM Fab: 300mm wafers Adapt medication for AIDS treatment European program – EUResist 22 © 2012 IBM Corporation
  • 23. IBM Haifa Research Lab EuResist 23 © 2012 IBM Corporation
  • 24. IBM Haifa Research Lab Computer Vision Research Applications Computer vision and shape License plate recognition for analysis traffic management Pattern recognition – Stockholm road charging Optical character recognition Processing of business documents – Seismic data – US insurance services Book scanning for digital libraries – IMPACT – EU project – Hearst archive 24 © 2012 IBM Corporation
  • 25. IBM Haifa Research Lab Building a Smarter Planet: Smart Traffic City of Stockholm breaks gridlock with a smart road use management system What’s smart? • New, Dynamic Business Model • Congestion Charging • Real-time traffic prediction • Technology to optically recognize cars in milliseconds • Real-time congestion tolling Smarter Business Outcomes • 25% Reduction in Traffic Fact: Cost of congestion in U.S. • 40,000 more citizens on public transportation system nears $200 transportation billion each year • Less noise pollution and lower carbon emissions 25 © 2012 IBM Corporation
  • 26. IBM Haifa Research Lab Speech Research Applications Spoken Term Detection Text to speech Speaker identification and – IBM Embedded ViaVoice segmentation – Honda and other automotive Speech synthesis customers Voice morphing Voice and Video Search – SAPIR - EU Project – HERMES - EU Project 26 © 2012 IBM Corporation
  • 27. IBM Haifa Research Lab sample activities: Academia 2012 IBM Corporation
  • 28. Multi-Faceted Collaboration with Academia • Joint research activities, aiming (mostly) to increase # of joint publications • 2012 collaboration activities supported by IBM GUP • 3 OCRs, 3 co-funded Faculty Awards, 1 self-funded Faculty Award, 3 Ph.D. Fellowship Awards • Joint organization of research events and seminars (ICML 2010) • 2012 events co-sponsored by EMEA Country Projects: SYSTOR 2012, Clinical Genomics Analysis Workshop • Joint projects under government grants (mostly through the European Program) • Supervision of under-graduate projects • Joint supervision of graduate students • IBMers employed in academia as faculty adjuncts or industry consultants • Students and Faculty members work in HRL • Students employment, faculty members - consultants • Internships and post-doctoral positions • 4 non-Israeli interns in summer 2011 (3 great minders and one PhD student from Edinburgh) • Students working in IBM premise, funded by the universities IBM Research – Haifa URLEF, Frankfurt, May 15-16, 2012 IBM Confidential © 2012 IBM Corporation
  • 29. IBM Research – Haifa: Seminars and Conferences 2011 Seminars – SYSTOR 2011 - The 4th Annual International Systems and Storage (May 30 – June 1, 2011) – Clinical Genomic Analysis Workshop (June 2, 2011) – Machine Learning Seminar (June 12, 2011) – Parallel and Distributed Systems Workshop: Testing, Analysis, and Debugging Workshop 2011 (July 17, 2011) – Future of Healthcare (November 14, 2011) – Haifa Verification Conference 2011 (December 6-8, 2011) IBM Research Haifa Leadership Seminars 2012 Seminars • Academic conferences led by HRL – Hardware Formal Verification with RuleBase-SixthSense Edition colleagues • Excellent reputation in Israeli academia April 2, 2012 and industry – SYSTOR 2012 - 5th Annual International Systems and Storage • Some turned to be international events Conference, June 4-6, 2012 – HVC 2012 - Haifa Verification Conference 2012, November 6-8, 2012 https://www.research.ibm.com/haifa/Workshops/seminars2012.shtml IBM Research – Haifa URLEF, Frankfurt, May 15-16, 2012 IBM Confidential © 2012 IBM Corporation
  • 30. Great Minds Program in HRL Initiated in 2010: one student from Kazakhstan/KBTU 2011 ad-hoc program 1. Evaldas Vaiciukynas, Dept. of Electrical & Control Equipment, Kaunas University of Technology, Lithuania. PhD student under supervision of Prof. Antanas Verikas 2. Kęstutis Dalinkevičius, Faculty of Mathematics and Informatics, Vilnius University, Lithuania 3. Elena-Georgiana Copil, Technical University of Cluj-Napoca, Department of Computer Science, Romania. Ms.C student under supervision of Prof Ioan Salomie 4. Irina Kondratyeva, Novosibirsk State Tech Univ, Russia – 2012 integrated HRL/Zurich program 1. Janos Csorba, Hungary 2. Onder Suvak, Turkey 3. Jagoda Lazarek, Poland IBM Research – Haifa URLEF, Frankfurt, May 15-16, 2012 IBM Confidential © 2012 IBM Corporation
  • 31. Thank you IBM Haifa Research Lab 2012 IBM Corporation