SlideShare ist ein Scribd-Unternehmen logo
1 von 10
Personalization on the Web



      UMAP, Trento, Italy. June 25th, 2009

           Marc Torrens
       Chief Innovation Officer

             Copyright 2003-2008, Strands, Inc
Understanding People’s Preferences
   mission        Help People Discover New Things


    vision        Lead the Personalized Digital World


                 C                            A             P
   strategy                             Aggregate
                Capture                                 Personalized
                                      preferences &
              preferences                                 services
                                     extract patterns

  Strands develops recommendation and discovery
    technologies to help people discover new things

                    Copyright 2003-2008, Strands, Inc
The Strands Umbrella




      Understanding              Understanding consumer      Understanding
  consumer preferences           habits at the commerce   consumer behavior
  in real-world activities          (transaction) level   at the product level




                  Consumer Space                          Business Space




      Highly-targeted Product Placement


                Copyright 2003-2008, Strands, Inc
Internet Evolution
from Individual Experts to Collective Intelligence
       Web 1.0                                                               Web 2.0
  the mostly read-only Web                                      the wildly read-write Web
          INTERNET                                                               INTERNET
        250k sites                                              + 80M sites
                                                                                        Collective
                                                                                        Intelligence
          Published
           Content




                                                                     Published
                                                                      Content




                                                                                            Generated
                                                                                            Content
                                                                                             User
       1996, 45M users                                                      2007, +1.3B users

                         Inspired by a Social Computing Magazine article.


                             Copyright 2003-2008, Strands, Inc
Our Web 2.0 Online Life is Active




                        We express our tastes as we...
  manage our money                                                        trade   communicate with friends
                       are informed         search for jobs
                                                                                  learn
                                                                          get organized
   buy clothes             play games          blog our passions
     listen to music                                             share videos
                        rate movies          exchange goods                    bet
                                                                            plan holidays
   post pictures               read news                  buy books
                                                                                  share presentations

...thus users implicitly create meaningfull and powerfull profiles!
                                      Copyright 2003-2008, Strands, Inc
Complexity in User Tastes

Our Tastes are Multi-Dimensional and Dynamic

                            friends
                                                          Me (today)!
                   music

         newspapers                           clothes
                                                          places
   investments
                 websites                               movies
                                                         books
                   games                 blogs



1. We need a way to model complex user tastes
                    Copyright 2003-2008, Strands, Inc
Our tastes should be ours to share (or not)




  2. We need a portable format to exchange taste online
                     Copyright 2003-2008, Strands, Inc
APML within DataPortability initiative
                                    Attention Profiling Mark-up Language




Attention Data                 Interest Cloud                XML Attention Profile



             3. Is it enough? do we need ontologies?
                         Copyright 2003-2008, Strands, Inc
some observations...
๏ Profiles are (the) key for Personalization (more than algorithms?)
๏ Distribution: Profiles are distrituted over the web
๏ Ownership and Privacy: Profiles should be owned by users


          ... thus, we need more on:
1. MODELING: complex profiles (multi-dimensional and dynamic)
2. PORTABILITY: portable format to exchange tastes online
3. SEMANTICS: do we need it? ontologies?


                        Copyright 2003-2008, Strands, Inc
Contact

                        Dr. Marc Torrens
                        Chief Innovation Officer


                        torrens@strands.com




Copyright 2003-2008, Strands, Inc

Weitere ähnliche Inhalte

Ähnlich wie UMAP 2009

IBM Social Business Social Software for Business Discover Expertise. Deliver ...
IBM Social Business Social Software for Business Discover Expertise. Deliver ...IBM Social Business Social Software for Business Discover Expertise. Deliver ...
IBM Social Business Social Software for Business Discover Expertise. Deliver ...Fred von Graf
 
Intelligent Content Strategies
Intelligent Content StrategiesIntelligent Content Strategies
Intelligent Content StrategiesJoe Gollner
 
PMsphere & Touch360 user centered product innovation workshop
PMsphere & Touch360 user centered product innovation workshopPMsphere & Touch360 user centered product innovation workshop
PMsphere & Touch360 user centered product innovation workshopOsnat Niv Assa
 
강장묵 차세대소셜네트워크 Social Network Service
강장묵 차세대소셜네트워크 Social Network Service강장묵 차세대소셜네트워크 Social Network Service
강장묵 차세대소셜네트워크 Social Network ServiceJM code group
 
TheTrendWatch #05
TheTrendWatch #05TheTrendWatch #05
TheTrendWatch #05damoncb
 
Intro To 20 Technology
Intro To 20 TechnologyIntro To 20 Technology
Intro To 20 Technologybc91404
 
Goodbye Measurement, Hello Analytics: The Move to "Alw
Goodbye Measurement, Hello Analytics: The Move to "AlwGoodbye Measurement, Hello Analytics: The Move to "Alw
Goodbye Measurement, Hello Analytics: The Move to "AlwTim Marklein
 
Web 3.0: The Upcoming Revolution
Web 3.0: The Upcoming RevolutionWeb 3.0: The Upcoming Revolution
Web 3.0: The Upcoming RevolutionNitin Godawat
 
To DRM or not to DRM?
To DRM or not to DRM?To DRM or not to DRM?
To DRM or not to DRM?Carlos Serrao
 
How lean and service design methods can create innovative, digital products
How lean and service design methods can create innovative, digital productsHow lean and service design methods can create innovative, digital products
How lean and service design methods can create innovative, digital productsSocialsquare
 
Social Networking Trends & Apps Slide Share 122009
Social Networking   Trends & Apps   Slide Share 122009Social Networking   Trends & Apps   Slide Share 122009
Social Networking Trends & Apps Slide Share 122009greece53
 
091203 sanoma-091203033813-phpapp01
091203 sanoma-091203033813-phpapp01091203 sanoma-091203033813-phpapp01
091203 sanoma-091203033813-phpapp01janardantiwari_639
 
Social Networking: Trends and Applications
Social Networking: Trends and ApplicationsSocial Networking: Trends and Applications
Social Networking: Trends and ApplicationsTeemu Arina
 
AICPA Leadership Retreat - Technology
AICPA Leadership Retreat - TechnologyAICPA Leadership Retreat - Technology
AICPA Leadership Retreat - TechnologyASAE
 
Social analytics apr24'12_marklein-1
Social analytics apr24'12_marklein-1Social analytics apr24'12_marklein-1
Social analytics apr24'12_marklein-1ronpiovesan
 
Milking the MOST Value From Your Content Marketing Strategy
Milking the MOST Value From Your Content Marketing StrategyMilking the MOST Value From Your Content Marketing Strategy
Milking the MOST Value From Your Content Marketing StrategyRuiz McPherson Media
 
Web 2.0 At Work - Simple And Social Collaboration Between Coworkers
Web 2.0 At Work - Simple And Social Collaboration Between CoworkersWeb 2.0 At Work - Simple And Social Collaboration Between Coworkers
Web 2.0 At Work - Simple And Social Collaboration Between CoworkersAcando Consulting
 

Ähnlich wie UMAP 2009 (20)

IBM Social Business Social Software for Business Discover Expertise. Deliver ...
IBM Social Business Social Software for Business Discover Expertise. Deliver ...IBM Social Business Social Software for Business Discover Expertise. Deliver ...
IBM Social Business Social Software for Business Discover Expertise. Deliver ...
 
Intelligent Content Strategies
Intelligent Content StrategiesIntelligent Content Strategies
Intelligent Content Strategies
 
PMsphere & Touch360 user centered product innovation workshop
PMsphere & Touch360 user centered product innovation workshopPMsphere & Touch360 user centered product innovation workshop
PMsphere & Touch360 user centered product innovation workshop
 
강장묵 차세대소셜네트워크 Social Network Service
강장묵 차세대소셜네트워크 Social Network Service강장묵 차세대소셜네트워크 Social Network Service
강장묵 차세대소셜네트워크 Social Network Service
 
TheTrendWatch #05
TheTrendWatch #05TheTrendWatch #05
TheTrendWatch #05
 
Intro To 20 Technology
Intro To 20 TechnologyIntro To 20 Technology
Intro To 20 Technology
 
Goodbye Measurement, Hello Analytics: The Move to "Alw
Goodbye Measurement, Hello Analytics: The Move to "AlwGoodbye Measurement, Hello Analytics: The Move to "Alw
Goodbye Measurement, Hello Analytics: The Move to "Alw
 
Web 3.0: The Upcoming Revolution
Web 3.0: The Upcoming RevolutionWeb 3.0: The Upcoming Revolution
Web 3.0: The Upcoming Revolution
 
To DRM or not to DRM?
To DRM or not to DRM?To DRM or not to DRM?
To DRM or not to DRM?
 
Communicating with Web 2.0
Communicating with Web 2.0Communicating with Web 2.0
Communicating with Web 2.0
 
How lean and service design methods can create innovative, digital products
How lean and service design methods can create innovative, digital productsHow lean and service design methods can create innovative, digital products
How lean and service design methods can create innovative, digital products
 
Social Networking Trends & Apps Slide Share 122009
Social Networking   Trends & Apps   Slide Share 122009Social Networking   Trends & Apps   Slide Share 122009
Social Networking Trends & Apps Slide Share 122009
 
091203 sanoma-091203033813-phpapp01
091203 sanoma-091203033813-phpapp01091203 sanoma-091203033813-phpapp01
091203 sanoma-091203033813-phpapp01
 
Social Networking: Trends and Applications
Social Networking: Trends and ApplicationsSocial Networking: Trends and Applications
Social Networking: Trends and Applications
 
AICPA Leadership Retreat - Technology
AICPA Leadership Retreat - TechnologyAICPA Leadership Retreat - Technology
AICPA Leadership Retreat - Technology
 
Social analytics apr24'12_marklein-1
Social analytics apr24'12_marklein-1Social analytics apr24'12_marklein-1
Social analytics apr24'12_marklein-1
 
The Evolution of Web 3.0
The Evolution of Web 3.0The Evolution of Web 3.0
The Evolution of Web 3.0
 
Milking the MOST Value From Your Content Marketing Strategy
Milking the MOST Value From Your Content Marketing StrategyMilking the MOST Value From Your Content Marketing Strategy
Milking the MOST Value From Your Content Marketing Strategy
 
Ems10 V1 0 Printer Friendly Table
Ems10 V1 0 Printer Friendly TableEms10 V1 0 Printer Friendly Table
Ems10 V1 0 Printer Friendly Table
 
Web 2.0 At Work - Simple And Social Collaboration Between Coworkers
Web 2.0 At Work - Simple And Social Collaboration Between CoworkersWeb 2.0 At Work - Simple And Social Collaboration Between Coworkers
Web 2.0 At Work - Simple And Social Collaboration Between Coworkers
 

Kürzlich hochgeladen

Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...HostedbyConfluent
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 

Kürzlich hochgeladen (20)

Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 

UMAP 2009

  • 1. Personalization on the Web UMAP, Trento, Italy. June 25th, 2009 Marc Torrens Chief Innovation Officer Copyright 2003-2008, Strands, Inc
  • 2. Understanding People’s Preferences mission Help People Discover New Things vision Lead the Personalized Digital World C A P strategy Aggregate Capture Personalized preferences & preferences services extract patterns Strands develops recommendation and discovery technologies to help people discover new things Copyright 2003-2008, Strands, Inc
  • 3. The Strands Umbrella Understanding Understanding consumer Understanding consumer preferences habits at the commerce consumer behavior in real-world activities (transaction) level at the product level Consumer Space Business Space Highly-targeted Product Placement Copyright 2003-2008, Strands, Inc
  • 4. Internet Evolution from Individual Experts to Collective Intelligence Web 1.0 Web 2.0 the mostly read-only Web the wildly read-write Web INTERNET INTERNET 250k sites + 80M sites Collective Intelligence Published Content Published Content Generated Content User 1996, 45M users 2007, +1.3B users Inspired by a Social Computing Magazine article. Copyright 2003-2008, Strands, Inc
  • 5. Our Web 2.0 Online Life is Active We express our tastes as we... manage our money trade communicate with friends are informed search for jobs learn get organized buy clothes play games blog our passions listen to music share videos rate movies exchange goods bet plan holidays post pictures read news buy books share presentations ...thus users implicitly create meaningfull and powerfull profiles! Copyright 2003-2008, Strands, Inc
  • 6. Complexity in User Tastes Our Tastes are Multi-Dimensional and Dynamic friends Me (today)! music newspapers clothes places investments websites movies books games blogs 1. We need a way to model complex user tastes Copyright 2003-2008, Strands, Inc
  • 7. Our tastes should be ours to share (or not) 2. We need a portable format to exchange taste online Copyright 2003-2008, Strands, Inc
  • 8. APML within DataPortability initiative Attention Profiling Mark-up Language Attention Data Interest Cloud XML Attention Profile 3. Is it enough? do we need ontologies? Copyright 2003-2008, Strands, Inc
  • 9. some observations... ๏ Profiles are (the) key for Personalization (more than algorithms?) ๏ Distribution: Profiles are distrituted over the web ๏ Ownership and Privacy: Profiles should be owned by users ... thus, we need more on: 1. MODELING: complex profiles (multi-dimensional and dynamic) 2. PORTABILITY: portable format to exchange tastes online 3. SEMANTICS: do we need it? ontologies? Copyright 2003-2008, Strands, Inc
  • 10. Contact Dr. Marc Torrens Chief Innovation Officer torrens@strands.com Copyright 2003-2008, Strands, Inc