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I’m not you Modelling and conceptualizing personalization in information architecture Presented by / Bogo Vatovec Change Management / Knowledge Engineering / User Experience / Interaction Design / Process Engineering
[object Object],What will I be talking about?
Personalization related deliverables ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],I‘m going to skip  the red ones….
Introduction to personalization
Personalization can mean lots of different things to different stakeholders
Some of these cases are trivial If you are happy enough that they apply to you, forget the rest of the presentation. For the others…
First some categorization No pretention that this modell is complete
Introduction – how personalization works ,[object Object],[object Object],[object Object],[object Object],[object Object]
Explicit personalization – the user chooses options
Implicit personalization
Most popular – collaborative filtering ,[object Object],Example: collaborative filtering
Conceptualizing personalization
Conceptualizing personalization  has one basic rule Describe behaviour without and with personalization separately.
Separate behaviour without and with personalization Without  personalization,  the user experience looks like this….. With   personalization,  the user experience looks like that….. Personalization expands the existing essential functionality. It is never a function on its own.  The interactive system must serve its main purpose also without personalization.
IAs use common usage scenarios to define the context of personalization
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Make sure to consider the following
Visualizing the big picture
Conceptual models -  a „rich picture“
Conceptual models – A relationships diagram
Profiles, profiles, profiles
User profiles ,[object Object],[object Object],[object Object],[object Object],[object Object],User profile ID Behavioral data Core profile Extended profile A0 A1 R1 R2 RP1
Content and function profile Content/function Attributes Tags Tag cloud
Example: Detailing the user profile
Clarify user profile management ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
It‘s time for use cases and flowcharts
Use cases in Information Architecture  Illustrative purpose only
Use case model allows us to better understand the interactive system generalize include A use case model consists of three main type of relationships: Illustrative purpose only
The aspects-oriented use case modelling gives extend relationship a dynamic dimension extend Illustrative purpose only
This dynamic dimension changes system behaviour
User profiles can be incorporated in the activity diagram For use case haters: Use the flow-diagramm connecting screens in the same way and create various flow for each profile-type
This is silly. Have no idea anymore what we are talking about
Bringing it all together in a readable form
Modelling using aspects-orientation provides several advantages ,[object Object],[object Object],[object Object],[object Object]
This was easy, wasn‘t it? Wait – were are at the personalization rules? Wait – were are the Bayesian models? Wait – were are adaptive interfaces?
Personalization rules specify conditions when personalization applies ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Let‘s move to technology a bit  and then explore the rest
Personalization strategy defines the use cases for technology ,[object Object],[object Object],[object Object],[object Object],[object Object]
To come up with requirements, you need to further specify them
Technical architecture for personalization Users User interface Layer Personalization Profile Layer  Specific Values Vocabulary Layer  Attributes Content User  Profile Content  Profile Content  Attributes User  Attributes Personalization Rules Personalization Rules Modified from the model by Argus Center for Information Architecture Analytics User  Behaviour Content  Statistics
How can this model help us? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Those of you who carefully listened notices that I missed an important compontent….. TIME
Until now we looked at the user and content profiles as one object with one state  Since the user profile has only one state, we forget the sequence of actions – user‘s decision making process
Here the fun begins: Adaptive user interfaces and even – yes – artificial intelligence ,[object Object],[object Object]
Remember the personalization rule from before ,[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Considering time brings a new dimension of complexity and challenges
This is where probability theories and machine learning come into the game ,[object Object],[object Object]
Summary – remember what we talked about… ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Summary – the doggy bag ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank you! Bogo Vatovec bovacon Boxhagener Str. 111 / 10245 Berlin T +49 30 20078666 / F +49 30 20078661 / office@bovacon.com / www.bovacon.com © bovacon

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Modelling Personalization

  • 1. I’m not you Modelling and conceptualizing personalization in information architecture Presented by / Bogo Vatovec Change Management / Knowledge Engineering / User Experience / Interaction Design / Process Engineering
  • 2.
  • 3.
  • 5. Personalization can mean lots of different things to different stakeholders
  • 6. Some of these cases are trivial If you are happy enough that they apply to you, forget the rest of the presentation. For the others…
  • 7. First some categorization No pretention that this modell is complete
  • 8.
  • 9. Explicit personalization – the user chooses options
  • 11.
  • 13. Conceptualizing personalization has one basic rule Describe behaviour without and with personalization separately.
  • 14. Separate behaviour without and with personalization Without personalization, the user experience looks like this….. With personalization, the user experience looks like that….. Personalization expands the existing essential functionality. It is never a function on its own. The interactive system must serve its main purpose also without personalization.
  • 15. IAs use common usage scenarios to define the context of personalization
  • 16.
  • 18. Conceptual models - a „rich picture“
  • 19. Conceptual models – A relationships diagram
  • 21.
  • 22. Content and function profile Content/function Attributes Tags Tag cloud
  • 23. Example: Detailing the user profile
  • 24.
  • 25. It‘s time for use cases and flowcharts
  • 26. Use cases in Information Architecture Illustrative purpose only
  • 27. Use case model allows us to better understand the interactive system generalize include A use case model consists of three main type of relationships: Illustrative purpose only
  • 28. The aspects-oriented use case modelling gives extend relationship a dynamic dimension extend Illustrative purpose only
  • 29. This dynamic dimension changes system behaviour
  • 30. User profiles can be incorporated in the activity diagram For use case haters: Use the flow-diagramm connecting screens in the same way and create various flow for each profile-type
  • 31. This is silly. Have no idea anymore what we are talking about
  • 32. Bringing it all together in a readable form
  • 33.
  • 34. This was easy, wasn‘t it? Wait – were are at the personalization rules? Wait – were are the Bayesian models? Wait – were are adaptive interfaces?
  • 35.
  • 36. Let‘s move to technology a bit and then explore the rest
  • 37.
  • 38. To come up with requirements, you need to further specify them
  • 39. Technical architecture for personalization Users User interface Layer Personalization Profile Layer Specific Values Vocabulary Layer Attributes Content User Profile Content Profile Content Attributes User Attributes Personalization Rules Personalization Rules Modified from the model by Argus Center for Information Architecture Analytics User Behaviour Content Statistics
  • 40.
  • 41. Those of you who carefully listened notices that I missed an important compontent….. TIME
  • 42. Until now we looked at the user and content profiles as one object with one state Since the user profile has only one state, we forget the sequence of actions – user‘s decision making process
  • 43.
  • 44.
  • 45.
  • 46.
  • 47.
  • 48.
  • 49. Thank you! Bogo Vatovec bovacon Boxhagener Str. 111 / 10245 Berlin T +49 30 20078666 / F +49 30 20078661 / office@bovacon.com / www.bovacon.com © bovacon