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SRI International, AI Centre, 5 May 2007




                                        Hypermedia Discourse:
                  Theory & Technology for the Pragmatic Web?


                                                       Simon Buckingham Shum


                                   Knowledge Media Institute & Computing Research Centre
                                                  The Open University, Milton Keynes, UK

                                                              kmi.open.ac.uk/people/sbs
                                                                           sbs@acm.org
           Web Pragmatics



        Hypermedia
               Discourse


                                                                                           1
© Simon Buckingham Shum
Acknowledgements


       Compendium Project:               Scholarly Ontologies Project:
       Al Selvin (Verizon/Open U.)       Victoria Uren
       Maarten Sierhuis (NASA)           Gangmin Li
       Jeff Conklin (CogNexus Inst.)     Clara Mancini
       Michelle Bachler (Open U.)        Neil Benn
                                         Bertrand Sereno
                                         John Domingue
                                         Enrico Motta




                    Funding gratefully
                       acknowledged:



                                                                         2
© Simon Buckingham Shum
web pragmatics?

                          the Pragmatic Web?

                                                         pragmatic webs?

                          “THE PRAGMATIC WEB CONFERENCE is a unique forum to
                          envision and debate how the emerging social, semantic,
                          multimedia Web mediates the ways in which we construct shared
                          meaning. While there is much research and development into
                          topics relevant to this challenge such as collaboration, usability,
                          knowledge representation, and social informatics, the Pragmatic
                          Web conference provides common ground for dialogue at the
                          nexus of these topics.”
                                                                                                3
© Simon Buckingham Shum
CONTEXT
                                                               CONVERSATION
           When contexts change,
                                                       This is how trust is built, and
             meanings change in
                                                        things get done. How do we
       conversations, documents, and
                                                       do this fluently over the web?
       models of the world. How does
        this shape our use for formal
           semantics on the Web?



                                 What is the interest
                                        in the
                                 “Pragmatic Web”?




                                     COMMITMENT / ACTION
                                     How do we support the
                                  expression, and coordination,
                                 of commitments over the Web?

                                                                                         4
© Simon Buckingham Shum
Pragmatic Web research challenges

  —from the ICPW’07 CfP: www.PragmaticWeb.info


   How can we better understand the usefulness, and
    limitations, of a concept such as quot;Web Pragmatics”

   What pragmatic design principles improve websites
    where trust and commitment to action are central?

   What are the tradeoffs for users of more structured Web
    collaboration media? (e.g. in learnability, scaleability,
    intelligibility)

   How can participatory work practices and collaboration
    tools be orchestrated in the design of the standards, data
    models and ontologies that underpin data-driven Web
    applications?

                                                                 5
© Simon Buckingham Shum
Pragmatic Web research challenges

   What role does pragmatics play in the design of
    personalised information and personalised actions
    channelled through the Web?

   What impact (intended or unintended, productive or
    disruptive) do different levels of computational
    infrastructure have on Web pragmatics?

   How can we clarify our understandings of increasingly
    important concepts on the Web such as quot;social tiesquot;,
    quot;metadataquot;, quot;knowledge representationquot;, and
    quot;transactionquot;?

   If quot;contextquot; is pivotal in making human interaction
    meaningful, how can we take context into account to
    improve Web applications?


                                                            6
© Simon Buckingham Shum
The essence of this talk:



                                     Pragmatics
                             Web




                          Hypermedia Discourse



                                                  7
© Simon Buckingham Shum
The essence of this talk:




                           Web   Pragmatics




                                 :-)
                          Hypermedia
                                  Discourse



                                              8
© Simon Buckingham Shum
Modelling ~ Discourse

         The discourse of modelling:

       How can we support the discourse
        that drives the development and
         contextualisation of the models
       underpinning interactive systems?




                                  Modelling discourse:

                                   Can we usefully model
                                  (structure) sensemaking
                                  discourse, without in the
                                   process obstructing it?
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Discourse
                   Verbal and written workplace communication
                   Discourse communities: “making and taking perspectives”
                   Dialogue
                   Argumentation
                   Claim making
                   Analytical narrative
                   Meetings
                                                                          10
© Simon Buckingham Shum
Hypermedia
                          Modelling discourse relations
                          Expressing different perspectives on a conceptual space
                          Supporting the incremental formalization of ideas
                          Rendering structural visualizations
                          Connecting heterogeneous content



                                                                                 11
© Simon Buckingham Shum
Characteristics of Hypermedia Discourse



                                       Discourse
                                       Ontology

                          Literacy/                Notation(s)
                          Fluency



                                              Intuitive
                              Computational
                                            User Interface
                                Services


                                                                 12
© Simon Buckingham Shum
2 examples of Hypermedia Discourse
  approach and tool support
                                       • personal or group
                                         concept mapping
                                       • real time meeting
                          Compendium     capture
                                       • participatory modelling
                                       • discourse as semantic
                                         hypertext


                                       • Web publishing of
                          Scholarly      scholarly claims and
                          Ontologies     argumentation
                                       • discourse as semantic
                          Project        hypertext



                                                                   13
© Simon Buckingham Shum
• personal or group
                                         concept mapping
                                       • real time meeting
                          Compendium     capture
                                       • participatory modelling
                                       • discourse as semantic
                                         hypertext




                                                                   14
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Key elements of Compendium


                                                                  •    Shared visual display
                                                                  •    Simple notation
                                                                  •    Template patterns
                                                                  •    Node transclusions
                                   Knowledge                      •    Tagging
                                                                  •    Hypermedia
                                     Media                        •    Interoperability with
                                                                       other data, services
                                                                       and user interfaces




                 Modelling                       Practitioner skills
                 Frameworks                      e.g.
                                                 • Cognitive skills to chunk and link ideas
                 e.g.                              (Buckingham Shum)
                 • IBIS                          • Dialogue Mapping (Conklin)
                 • CommonKADS                    • Conversational Modelling (Sierhuis & Selvin)
                 • World Modelling
                                                 • Participatory Hypermedia Construction
                 • Critical Systems Heuristics     (Selvin)




                                                                                                  15
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Discourse grounded in Horst Rittel’s IBIS:
  Issue-Based Information System




                                               16
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Compendium: hypertext discourse
  mapping/conceptual modelling




                                    17
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Compendium: Descendent of gIBIS




                                    18
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Structure management in Compendium

        Associative linking
  
        nodes in a shared context connected by graphical Map links


        Categorical membership
  
        nodes in different contexts connected by common attributes via metadata Tags


        Hypertextual Transclusion
  
        reuse of the same node in different views


        Templates
  
        reuse of the same structure in different views


        HTML, XML and RDF data exports for interoperability
  

        Java and SQL interfaces to add services
  




                                                                                       19
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Compendium as the technical and
     intellectual ‘glue’




                          Java/RDF




                          Advanced Knowledge Technologies project: www.aktors.org
                                                                                20
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Compendium as sensemaking hub for
  emergency response semantic web tools




                          Advanced Knowledge Technologies project: www.aktors.org
                                                                                21
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Modelling using Issue-templates




                                                     22
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Modelling organisational processes in
  Compendium using a Template




                                          23
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Completing a Compendium template




                                     24
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Generating
                                                                                            Custom
                                                                                            Documents and
                                                                                            Diagrams from
                                                                                            Compendium
                                                                                            Templates




                                                    Field
                   Integrated/    Deviations/     Specific     Installation   Assignable
      Approvals      Revised       Changes      Assignments      Details/      Inventory
                  Requirements   (Engr Sched)   /Assignment   Specs/NDO       Notice (E1)
                                                    List




                                     Build
                                  Assignable
                                   Inventory




                                  Assignable
                                   Inventory




                                                                                                            25
© Simon Buckingham Shum
Collaborative Ontology Design and Merging
     with Compendium


     Buckingham Shum, S., Motta, E. and Domingue, J. (2002). Augmenting Design Deliberation with Compendium:
                            Motta,       Domingue,
     The Case of Collaborative Ontology Design. in Workshop on Facilitating Hypertext-Augmented Collaborative
     Modelling, ACM Hypertext Conference. [PrePrint: http://cognexus.org/ht02].
     Modelling,                Conference. [PrePrint: http://cognexus.org/ht02].




                                                                                                                26
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Setup for collaborative ontology design
  and rationale capture




                                            27
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Result of initial
  requirements discussion




                            28
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Dialogue Mapping informal discussion




                                         29
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‘Home window’ of
  the emerging
  ontology, linking to
  design discussions




                          30
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Template-driven Conversational
     Modelling of ontology class/slot structure




                                                  31
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Using Compendium for personnel
                         recovery planning




                             Co-OPR Project (with Austin Tate):
                          http://www.aiai.ed.ac.uk/project/co-opr



                                                                    32
© Simon Buckingham Shum
Co-OPR – Sample Screens




             Left screen: Compendium     Middle screen: I-X Process    Right screen: I-X Process
             intelligence database and     Panels showing current       Panels communicating
                discussion/rationale     state of plan execution and    with the external world,
                       capture.                 situation map           e.g. Isolated Personnel




                                                                                                   33
© Simon Buckingham Shum
Co-OPR: Operational Sensemaking

                                   Situation analysis




                  COA refinement                           COA generation

                          Operational Sensemaking
                             support for JPRC



                                           COA                           Other
                                   comparison/evaluation               Tools +
                                                                       Detailed
                                                                      Planning
                                                                                  34
© Simon Buckingham Shum
Co-OPR Scenario Information




                                35
© Simon Buckingham Shum
PR Doctrine for Situation Analysis
  extracted as an Issue Template

                      Link to the source
                      doctrine document




                                           Issues that require
                                           attention (as
                                           specified in the
                                           doctrine document)



                                              Relevant extract
                                              from doctrine
                                              publication inside
                                              the node for
                                              reference



                                                                   36
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Completed Issue Template   (1/2)




                                     37
© Simon Buckingham Shum
Completed Issue Template                              (2/2)




                          Compendium knowledge
                          elements (nodes) can be
                          overlaid on any image, and
                          can point to any media file           38
© Simon Buckingham Shum
Example ONA database maps

                                              Maps of
                                          
                                              multimedia data
                                              from the ONA db




                 Response Mechanism
                  Force data converted
                   to Issue template by
                  drag+drop from Excel
                        spreadsheet
                                                                39
© Simon Buckingham Shum
Imported database on Blue Forces




                                     40
© Simon Buckingham Shum
JPRC Compendium Homepage




   Sensemaking workflow: Links start from JTFC Briefing, to
    use of ONA database, to initial COA exploration, to
    worksheet analysis, to a COA Comparison worksheet for
    final briefing back to JTFC
                                                               41
© Simon Buckingham Shum
Issue Templates for JTFC Briefing
      The JTFC’s Briefing is

      captured in a set of issue
      templates

      For each category (menu

      item on left) there are a
      number of issues awaiting
      answers




                                        42
© Simon Buckingham Shum
JTFC Briefing: Intent template

                               Answers to template issues
                              provided in the JTFC Briefing.
                              Answers may be constrained
                                by predefined options, as
                              specified in the XML schema




                                                           43
© Simon Buckingham Shum
Crisis Action Planning template
  built in an hour




         Following
    distribution of the
       Crisis Action
    Planning process
     which was to be
     followed, a CAP
      template was
     created at short
    notice to support
       the process



                                    44
© Simon Buckingham Shum
COA Wargame Analysis Worksheet
   Links to the Situation
     Analysis and COA            Key Issues from PR
       Comparison               Doctrine are listed here
        worksheet

                                                     Constraints raised by
                                                         the JTFC are
                                                       ‘docked’ here as
                                                       visual reminders


            Actors
                            Rows for recording critical events which
                                      provoke discussion




                                                                             45
© Simon Buckingham Shum
PMESII and Relative Superiority Issue
  Palettes




      The high level Issues can be
      expanded if required to see
      the sub-Issues raised by PR
                doctrine




                                          46
© Simon Buckingham Shum
Compendium Wargame Analysis
  Worksheet


                     An argument map is
                       dragged from the
                     template when some
                      aspect of the COA
                     provokes discussion




                                                          Input from PMESII analysts
                            The discussion map
                                                      integrated into the discussion map
                          ‘behind’ the cell is then
                              built on the fly                                             47
© Simon Buckingham Shum
COA-2.1 Wargaming Worksheet (2/2)




                                   Dialogue Map
                                   capturing the
                                     planners’
                                 discussion of this
                                       option




                                                      48
© Simon Buckingham Shum
COA Comparison Worksheet
                            Summary of how COAs trade off against each other




                          Constraints




     Doctrinal
    Issues can
       also be
    displayed if
      required
                                                                               49
© Simon Buckingham Shum
Grey Matter and Silicon
  I-X Inputs to Compendium




                             • Issues and Responses
                             • Activity Options
                             • Constraints/Maps
                             • Annotations/Notes
                                                  50
© Simon Buckingham Shum
Independent evaluation of Co-OPR




  Evaluation ratings from six members of the planning cell who were supported by Co-OPR tools in
  the personnel recovery simulation. (Numbers indicate the number of planners assigning the rating.)
                                                                                                       51
© Simon Buckingham Shum
Independent evaluation of Co-OPR




  In the subsequent vignette of the scenario (in which Co-OPR was not due to participate) Compendium
  was requested to replace (the usual) PowerPoint as the information management tool.
                                                                                                       52
© Simon Buckingham Shum
Large scale NASA e-science field trials:

                  Interoperability with other databases,
                 software agents and collaboration tools




               Clancey, W.J., Sierhuis, M., Alena, R., Berrios, D., Dowding, J., Graham, J.S., Tyree, K.S.,
               Hirsh, R.L., Garry, W.B., Semple, A., Buckingham Shum, S.J., Shadbolt, N. and Rupert, S.
               (2005). “Automating CapCom Using Mobile Agents and Robotic Assistants.” 1st
               Space Exploration Conference, American Institute of Aeronautics and Astronautics, 31 Jan-
               1 Feb, 2005, Orlando, FL. Available from: AIAA Meeting Papers on Disc [CD-ROM]: Reston,
               VA, and as Advanced Knowledge Technologies ePrint 375: http://eprints.aktors.org/375



                                                                                                              53
© Simon Buckingham Shum
54
© Simon Buckingham Shum
                          Image Credits--- Mars: NASA/JPL/MSSS; Earth: NASA/JSC; Composite: MSSS
NASA e-science field trials                (2004 and 2005)




          Distributed Mars-Earth planning and data analysis tools
     for Mars Habitat field trial in Utah desert, supported from US+UK
                                                                         55
© Simon Buckingham Shum
NASA Mobile Agents Architecture




                                    56
© Simon Buckingham Shum
Collaboration Configuration

  Compendium used as a collaboration medium at all
  intersections: humans+agents, reading+writing maps




                                               Software Agent
                          Scientist
                                                Architecture
                           (Earth)
                                                   (Mars)



           Scientist                                      Scientist
                                             Scientist
                                 Scientist
            (Earth)                                        (Mars)
                                              (Mars)
                                  (Earth)



                                                                      57
© Simon Buckingham Shum
NASA testbed:
  Compendium activity plans for surface exploration, constructed by
  scientists on ‘Earth’, interpreted by software agents on ‘Mars’




                                                                                           Copyright, 2004,
                                                                                           RIACS/NASA Ames,
                                                                                           Open University,
                                                                                           Southampton
                                                                                           University
                                                                                           Not to be used
                                                                                           without permission


      The Compendium nodes and relationships in this plan were interpreted by Brahms software
    agents for monitoring and coordinating astronaut and robot activity during surface explorations.

                                                                                                           58
© Simon Buckingham Shum
CoAKTinG NASA testbed:
  Compendium science data map, generated by software agents, for
  interpretation by Mars+Earth scientists




                                                                                                             Copyright, 2004,
                                                                                                             RIACS/NASA Ames,
                                                                                                             Open University,
                                                                                                             Southampton
                                                                                                             University
                                                                                                             Not to be used
                                                                                                             without permission




      The Compendium maps were autonomously created and populated with science data by Brahms software agents
       that use models of the mission plan, work process, data flow and science data relationships to create the maps.       59
© Simon Buckingham Shum
CoAKTinG NASA testbed:
  Compendium-based photo analysis by geologists on ‘Mars’




                                                            Copyright, 2004,
                                                            RIACS/NASA Ames,
                                                            Open University,
                                                            Southampton
                                                            University
                                                            Not to be used
                                                                             60
                                                            without permission
© Simon Buckingham Shum
NASA testbed:
  Compendium scientific feedback map from Earth scientists to Mars
  colleagues




                                                          Copyright, 2004,
                                                          RIACS/NASA Ames,
                                                          Open University,
                                                          Southampton
                                                          University
                                                          Not to be used
                                                                           61
                                                          without permission
© Simon Buckingham Shum
Importing an Argumentation Scheme as
  an IBIS template




 compendium.open.ac.uk/openlearn
                                         62
© Simon Buckingham Shum
Importing an Argumentation Scheme as
  an IBIS template




 compendium.open.ac.uk/openlearn
                                         63
© Simon Buckingham Shum
Using Compendium to map
                            and automatically index
                          replayable video conferences




                          CoAKTinG Project: www.aktors.org/coakting

                            Memetic Project: www.memetic-vre.net
                                                                      64
© Simon Buckingham Shum
Collaborative sensemaking in e-Science:
      Meeting Replay tool for Earth scientists, synchronising
      video of Mars crew’s discussion as they annotate their mission plans




                                                                             Copyright, 2004,
                                                                             RIACS/NASA Ames,
                                                                             Open University,
                                                                             Southampton University
                                                                             Not to be used without
                                                                             permission




© Simon MR Clip: 00:50
NASA Buckingham Shum                                                                             65
Memetic Meeting Replay
     The CoAKTinG project’s results are now mainstreamed in the
                   project’
     Access Grid by the JISC Memetic VRE project




                                                                  66
© Simon Buckingham Shum
Compendium ‘literacy’?

                      …understanding how to write, read,
                       talk and think in hypermedia IBIS

                          …approaches from consultancy in
                          the field, and video analysis in the
                                          lab…




                                                                 67
© Simon Buckingham Shum
Literacy: significant user community
    www.CompendiumInstitute.org
    www.CompendiumInstitute.org




                                         68
© Simon Buckingham Shum
Literacy: Cognitive task analysis

   Cognitive tasks involved in using a graphical
    argumentation scheme (Buckingham Shum 1996)

   Affordances of graphical DR for coordinating
    group design (Buckingham Shum et al 1997)




                                                    69
© Simon Buckingham Shum
Literacy: the craft skill of IBIS mapping in
  meetings: “Dialogue Mapping”




                           Jeff Conklin:
                           CogNexus Institute:
                           www.CogNexus.org


                                                 70
© Simon Buckingham Shum
Literacy: expertise analysis
  (Albert Selvin)
          What is the nature of expert human performance in
     
          creating and modifying real time conceptual structures
          for groups?

      The NASA knowledge mapper role:
                                                                                                     Conventional
         Listening and interpreting
                                                                                                     facilitation
         Intervening in ‘normal’ conversation flow
                                                                                                     skills
         Getting validation for captured material


             Building hypertext representations on                                                  Knowledge
              the fly
                                                                                                     media
             Interrelating data and objects
                                                                                                     facilitation
             Adding metadata
                                                                                                     skills
             Software-specific skills

     Aesthetic and Ethical Implications of Participatory Hypermedia Practice: First Year Report
     Selvin, A. (2005), Technical Report KMI-05-17, Knowledge Media Institute, Open University, UK
                                                                                                                    71
© Simon Buckingham Shum
Compendium literacy: expertise analysis
    Selvin 2005


    Practitioner stances
   The position of the practitioner with regard to
    the current activity:
      Knowledge Navigator
      Facilitator
      Participant
      Technical Expert
      Editor




                                                      72
© Simon Buckingham Shum
• Web publishing of
                                     Scholarly            scholarly claims and
                                     Ontologies           argumentation
                                                        • discourse as semantic
                                     Project              hypertext



                     Will scientific publishing in 2020 still depend solely on the
                               reading, writing, and discovery of written texts?

                          What might a more network-centric complement look like?



                                                                                     73
© Simon Buckingham Shum
In Gutenberg’s shadow
  (or standing on his shoulders)


   Newspapers + Invisible Colleges = Scholarly Journals




          Le Journal des           Philosophical Transactions of
          Sçavans                  the Royal Society of London
          January 1665             March 1665                      74
© Simon Buckingham Shum
What if we could get search results like this?…
  “What is the Turing Debate?”




                    One of seven maps in the Mapping Great Debates: Can Computers Think? Series.
                    MacroVU Press. www.macrovu.com (Horn, 2003; Yoshimi, 2006)

                                                                                                   75
© Simon Buckingham Shum
Horn (zoomed in)




  MacroVU Press. www.macrovu.com
                                   76
© Simon Buckingham Shum
Going beyond citations…
                                                   People try to maximise
                                                   their rate of gaining
                                                                            Information scent
                                                   information
                                                                            models




                                                   extends
                               Web User Flow by
                                                                                       Information
                               Information Scent                                       foraging
                               (WUFIS)                                                 theory



                                                   ?
     “The Scent of a Site: A System for
     Analyzing and Predicting Information
     Scent, Usage, and Usability of a Web
     Site”
                                                                             “Information
                                                                             foraging”




                                                                                                     77
© Simon Buckingham Shum
Combining formal relations with the
  expressive freedom of ‘folksonomies’
  Relational classes and dialects (KMi Scholarly Ontologies project)




                                                                       78
© Simon Buckingham Shum
If we model concepts in a literature as concept
  maps… (KMi’s ClaiMapper, built on Compendium)
          KMi’ ClaiMapper,




                                                    79
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“Semantic del.icio.us”: KMi’s ClaimSpotter
      assigning and linking freeform tags




Sereno, B., Buckingham Shum, S. and Motta, E. (2007). Formalization, User Strategy and Interaction Design: Users’ Behaviour with Discourse Tagging
Semantics. Workshop on Social and Collaborative Construction of Structured Knowledge, 16th Int. World Wide Web Conference (WWW 2007), Banff, 8-12
May 2007. http://www2007.org/workshops/paper_30.pdf                                                                                                80
© Simon Buckingham Shum
“Semantic Google Scholar”
   KMi’s ClaimFinder




                              81
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Visualising claims and arguments


                                     When multiple
                                     analysts annotate web
                                     documents via a
                                     server, they can
                                     generate a shared
                                     view of how they see
                                     the field, and where
                                     they agree/disagree




                                     ClaimFinder prototype:
                                     claimfinder.open.ac.uk



                                                              82
© Simon Buckingham Shum
“What papers contrast with this paper?”

  1.      Extract concepts for this document
  2.      Trace concepts on which they build
  3.      Trace concepts challenging this set
  4.      Show root documents




                                                83
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Focusing on a concept
  incoming+outgoing links




                            84
© Simon Buckingham Shum
“Semantic Google Scholar”
   KMi’s ClaimFinder




                              85
© Simon Buckingham Shum
Lineage tree            (the roots of a concept)




                                                     86
© Simon Buckingham Shum
Indicators of ClaiMaker literacy?
  expert user makes more extensive use of Claimaker’s semantic
  structures in interrogating the network than novices




     Victoria Uren, Simon Buckingham Shum, Michelle Bachler, Gary Li, (2006) Sensemaking Tools for Understanding Research
     Literatures: Design, Implementation and User Evaluation. International Journal of Human Computer Studies, Vol.64, 5, (420-445).
                                                                                                                                       87
© Simon Buckingham Shum
Some answers to our questions…
                                                         Web Pragmatics


         The discourse of modelling:                    Hypermedia
                                                               Discourse

        Compendium+IBIS can support many
           forms of discourse and rationale
             capture throughout the design
          lifecycle, from early requirements
                through to maintenance




                                 Modelling discourse:

                              It is possible to co-evolve discourse
                            schemes, tools and literacy to mediate
                          sensemaking discourse. Strong evidence for
                             Compendium, emerging evidence for
                                            ClaiMaker
                                                                           88
© Simon Buckingham Shum
Hypermedia Discourse tools:



                                       Discourse
                                       Ontology

                          Literacy/                Notation(s)
                          Fluency



                                              Intuitive
                              Computational
                                            User Interface
                                Services


                                                                 89
© Simon Buckingham Shum
Common Ground between Pragmatic Web
  and Hypermedia Discourse perspectives
                                                          Discourse
                                                          Ontology


                                                    negotiating
                                                                                  Notation(s)
                                                     meaning
                              Literacy/
                              Fluency
                                                                               supporting
                          co-evolving new                                    human-human
                           skillsets with                                    & human-agent
                             new tools                                       communication
                                                                         Intuitive
                                                                       User Interface
                                          Computational
                                                                      empowering
                                            Services
                                     augmenting                       stakeholders
                                      collective                      to negotiate
                                     sensemaking                        meaning


                                                                                                90
© Simon Buckingham Shum
Ongoing work…




                                          91
© Simon Buckingham Shum
Social bookmarking as semiosis




Mancini, C. and Buckingham Shum, S.J. (2006). Modelling Discourse in Contested Domains: A Semiotic and
Cognitive Framework. International Journal of Human Computer Studies, 64, (11), pp.1154-1171             92
© Simon Buckingham Shum
Annotation as semiosis in the Scholarly
   Ontologies project




Mancini, C. and Buckingham Shum, S.J. (2006). Modelling Discourse in Contested Domains: A Semiotic and
Cognitive Framework. International Journal of Human Computer Studies, 64, (11), pp.1154-1171             93
© Simon Buckingham Shum
Making primary and secondary claims as
   semiotic and discourse moves
                                                       Secondary claim: a discourse connective




     Primary claim:
     a semiotic move



Mancini, C. and Buckingham Shum, S.J. (2006). Modelling Discourse in Contested Domains: A Semiotic and
Cognitive Framework. International Journal of Human Computer Studies, 64, (11), pp.1154-1171             94
© Simon Buckingham Shum
Combining formal relations with the
  expressive freedom of ‘folksonomies’
  Relational classes and dialects (KMi Scholarly Ontologies project)




                                                                       95
© Simon Buckingham Shum
polarity
                  source                  type             comparativeness




                    Cognitive Coherence Relations




Mancini, C. and Buckingham Shum, S.J. (2006). Modelling Discourse in Contested Domains: A Semiotic and
Cognitive Framework. International Journal of Human Computer Studies, 64, (11), pp.1154-1171                    96
© Simon Buckingham Shum
Using CCR-based Coherence Patterns to
  detect candidate “schools of thought”
  Doctoral work by Neil Benn, KMi




                                          97
© Simon Buckingham Shum
Using CCR-based Coherence Patterns to
  detect candidate “schools of thought”
  Doctoral work by Neil Benn, KMi




                                          98
© Simon Buckingham Shum
Using CCR-based Coherence Patterns to
  detect candidate “schools of thought”
  Doctoral work by Neil Benn, KMi




                                          99
© Simon Buckingham Shum
Using CCR-based Coherence Patterns to
  detect candidate “schools of thought”
  Doctoral work by Neil Benn, KMi




                                          100
© Simon Buckingham Shum
Hypermedia Discourse Project:
         http://kmi.open.ac.uk/projects/hyperdiscourse


                                                         101
© Simon Buckingham Shum

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Hypermedia Discourse: Theory & Technology for the Pragmatic Web?

  • 1. SRI International, AI Centre, 5 May 2007 Hypermedia Discourse: Theory & Technology for the Pragmatic Web? Simon Buckingham Shum Knowledge Media Institute & Computing Research Centre The Open University, Milton Keynes, UK kmi.open.ac.uk/people/sbs sbs@acm.org Web Pragmatics Hypermedia Discourse 1 © Simon Buckingham Shum
  • 2. Acknowledgements Compendium Project: Scholarly Ontologies Project: Al Selvin (Verizon/Open U.) Victoria Uren Maarten Sierhuis (NASA) Gangmin Li Jeff Conklin (CogNexus Inst.) Clara Mancini Michelle Bachler (Open U.) Neil Benn Bertrand Sereno John Domingue Enrico Motta Funding gratefully acknowledged: 2 © Simon Buckingham Shum
  • 3. web pragmatics? the Pragmatic Web? pragmatic webs? “THE PRAGMATIC WEB CONFERENCE is a unique forum to envision and debate how the emerging social, semantic, multimedia Web mediates the ways in which we construct shared meaning. While there is much research and development into topics relevant to this challenge such as collaboration, usability, knowledge representation, and social informatics, the Pragmatic Web conference provides common ground for dialogue at the nexus of these topics.” 3 © Simon Buckingham Shum
  • 4. CONTEXT CONVERSATION When contexts change, This is how trust is built, and meanings change in things get done. How do we conversations, documents, and do this fluently over the web? models of the world. How does this shape our use for formal semantics on the Web? What is the interest in the “Pragmatic Web”? COMMITMENT / ACTION How do we support the expression, and coordination, of commitments over the Web? 4 © Simon Buckingham Shum
  • 5. Pragmatic Web research challenges —from the ICPW’07 CfP: www.PragmaticWeb.info  How can we better understand the usefulness, and limitations, of a concept such as quot;Web Pragmatics”  What pragmatic design principles improve websites where trust and commitment to action are central?  What are the tradeoffs for users of more structured Web collaboration media? (e.g. in learnability, scaleability, intelligibility)  How can participatory work practices and collaboration tools be orchestrated in the design of the standards, data models and ontologies that underpin data-driven Web applications? 5 © Simon Buckingham Shum
  • 6. Pragmatic Web research challenges  What role does pragmatics play in the design of personalised information and personalised actions channelled through the Web?  What impact (intended or unintended, productive or disruptive) do different levels of computational infrastructure have on Web pragmatics?  How can we clarify our understandings of increasingly important concepts on the Web such as quot;social tiesquot;, quot;metadataquot;, quot;knowledge representationquot;, and quot;transactionquot;?  If quot;contextquot; is pivotal in making human interaction meaningful, how can we take context into account to improve Web applications? 6 © Simon Buckingham Shum
  • 7. The essence of this talk: Pragmatics Web Hypermedia Discourse 7 © Simon Buckingham Shum
  • 8. The essence of this talk: Web Pragmatics :-) Hypermedia Discourse 8 © Simon Buckingham Shum
  • 9. Modelling ~ Discourse The discourse of modelling: How can we support the discourse that drives the development and contextualisation of the models underpinning interactive systems? Modelling discourse: Can we usefully model (structure) sensemaking discourse, without in the process obstructing it? 9 © Simon Buckingham Shum
  • 10. Discourse Verbal and written workplace communication Discourse communities: “making and taking perspectives” Dialogue Argumentation Claim making Analytical narrative Meetings 10 © Simon Buckingham Shum
  • 11. Hypermedia Modelling discourse relations Expressing different perspectives on a conceptual space Supporting the incremental formalization of ideas Rendering structural visualizations Connecting heterogeneous content 11 © Simon Buckingham Shum
  • 12. Characteristics of Hypermedia Discourse Discourse Ontology Literacy/ Notation(s) Fluency Intuitive Computational User Interface Services 12 © Simon Buckingham Shum
  • 13. 2 examples of Hypermedia Discourse approach and tool support • personal or group concept mapping • real time meeting Compendium capture • participatory modelling • discourse as semantic hypertext • Web publishing of Scholarly scholarly claims and Ontologies argumentation • discourse as semantic Project hypertext 13 © Simon Buckingham Shum
  • 14. • personal or group concept mapping • real time meeting Compendium capture • participatory modelling • discourse as semantic hypertext 14 © Simon Buckingham Shum
  • 15. Key elements of Compendium • Shared visual display • Simple notation • Template patterns • Node transclusions Knowledge • Tagging • Hypermedia Media • Interoperability with other data, services and user interfaces Modelling Practitioner skills Frameworks e.g. • Cognitive skills to chunk and link ideas e.g. (Buckingham Shum) • IBIS • Dialogue Mapping (Conklin) • CommonKADS • Conversational Modelling (Sierhuis & Selvin) • World Modelling • Participatory Hypermedia Construction • Critical Systems Heuristics (Selvin) 15 © Simon Buckingham Shum
  • 16. Discourse grounded in Horst Rittel’s IBIS: Issue-Based Information System 16 © Simon Buckingham Shum
  • 17. Compendium: hypertext discourse mapping/conceptual modelling 17 © Simon Buckingham Shum
  • 18. Compendium: Descendent of gIBIS 18 © Simon Buckingham Shum
  • 19. Structure management in Compendium Associative linking  nodes in a shared context connected by graphical Map links Categorical membership  nodes in different contexts connected by common attributes via metadata Tags Hypertextual Transclusion  reuse of the same node in different views Templates  reuse of the same structure in different views HTML, XML and RDF data exports for interoperability  Java and SQL interfaces to add services  19 © Simon Buckingham Shum
  • 20. Compendium as the technical and intellectual ‘glue’ Java/RDF Advanced Knowledge Technologies project: www.aktors.org 20 © Simon Buckingham Shum
  • 21. Compendium as sensemaking hub for emergency response semantic web tools Advanced Knowledge Technologies project: www.aktors.org 21 © Simon Buckingham Shum
  • 22. Modelling using Issue-templates 22 © Simon Buckingham Shum
  • 23. Modelling organisational processes in Compendium using a Template 23 © Simon Buckingham Shum
  • 24. Completing a Compendium template 24 © Simon Buckingham Shum
  • 25. Generating Custom Documents and Diagrams from Compendium Templates Field Integrated/ Deviations/ Specific Installation Assignable Approvals Revised Changes Assignments Details/ Inventory Requirements (Engr Sched) /Assignment Specs/NDO Notice (E1) List Build Assignable Inventory Assignable Inventory 25 © Simon Buckingham Shum
  • 26. Collaborative Ontology Design and Merging with Compendium Buckingham Shum, S., Motta, E. and Domingue, J. (2002). Augmenting Design Deliberation with Compendium: Motta, Domingue, The Case of Collaborative Ontology Design. in Workshop on Facilitating Hypertext-Augmented Collaborative Modelling, ACM Hypertext Conference. [PrePrint: http://cognexus.org/ht02]. Modelling, Conference. [PrePrint: http://cognexus.org/ht02]. 26 © Simon Buckingham Shum
  • 27. Setup for collaborative ontology design and rationale capture 27 © Simon Buckingham Shum
  • 28. Result of initial requirements discussion 28 © Simon Buckingham Shum
  • 29. Dialogue Mapping informal discussion 29 © Simon Buckingham Shum
  • 30. ‘Home window’ of the emerging ontology, linking to design discussions 30 © Simon Buckingham Shum
  • 31. Template-driven Conversational Modelling of ontology class/slot structure 31 © Simon Buckingham Shum
  • 32. Using Compendium for personnel recovery planning Co-OPR Project (with Austin Tate): http://www.aiai.ed.ac.uk/project/co-opr 32 © Simon Buckingham Shum
  • 33. Co-OPR – Sample Screens Left screen: Compendium Middle screen: I-X Process Right screen: I-X Process intelligence database and Panels showing current Panels communicating discussion/rationale state of plan execution and with the external world, capture. situation map e.g. Isolated Personnel 33 © Simon Buckingham Shum
  • 34. Co-OPR: Operational Sensemaking Situation analysis COA refinement COA generation Operational Sensemaking support for JPRC COA Other comparison/evaluation Tools + Detailed Planning 34 © Simon Buckingham Shum
  • 35. Co-OPR Scenario Information 35 © Simon Buckingham Shum
  • 36. PR Doctrine for Situation Analysis extracted as an Issue Template Link to the source doctrine document Issues that require attention (as specified in the doctrine document) Relevant extract from doctrine publication inside the node for reference 36 © Simon Buckingham Shum
  • 37. Completed Issue Template (1/2) 37 © Simon Buckingham Shum
  • 38. Completed Issue Template (2/2) Compendium knowledge elements (nodes) can be overlaid on any image, and can point to any media file 38 © Simon Buckingham Shum
  • 39. Example ONA database maps Maps of  multimedia data from the ONA db Response Mechanism Force data converted to Issue template by drag+drop from Excel spreadsheet 39 © Simon Buckingham Shum
  • 40. Imported database on Blue Forces 40 © Simon Buckingham Shum
  • 41. JPRC Compendium Homepage  Sensemaking workflow: Links start from JTFC Briefing, to use of ONA database, to initial COA exploration, to worksheet analysis, to a COA Comparison worksheet for final briefing back to JTFC 41 © Simon Buckingham Shum
  • 42. Issue Templates for JTFC Briefing The JTFC’s Briefing is  captured in a set of issue templates For each category (menu  item on left) there are a number of issues awaiting answers 42 © Simon Buckingham Shum
  • 43. JTFC Briefing: Intent template Answers to template issues provided in the JTFC Briefing. Answers may be constrained by predefined options, as specified in the XML schema 43 © Simon Buckingham Shum
  • 44. Crisis Action Planning template built in an hour Following distribution of the Crisis Action Planning process which was to be followed, a CAP template was created at short notice to support the process 44 © Simon Buckingham Shum
  • 45. COA Wargame Analysis Worksheet Links to the Situation Analysis and COA Key Issues from PR Comparison Doctrine are listed here worksheet Constraints raised by the JTFC are ‘docked’ here as visual reminders Actors Rows for recording critical events which provoke discussion 45 © Simon Buckingham Shum
  • 46. PMESII and Relative Superiority Issue Palettes The high level Issues can be expanded if required to see the sub-Issues raised by PR doctrine 46 © Simon Buckingham Shum
  • 47. Compendium Wargame Analysis Worksheet An argument map is dragged from the template when some aspect of the COA provokes discussion Input from PMESII analysts The discussion map integrated into the discussion map ‘behind’ the cell is then built on the fly 47 © Simon Buckingham Shum
  • 48. COA-2.1 Wargaming Worksheet (2/2) Dialogue Map capturing the planners’ discussion of this option 48 © Simon Buckingham Shum
  • 49. COA Comparison Worksheet Summary of how COAs trade off against each other Constraints Doctrinal Issues can also be displayed if required 49 © Simon Buckingham Shum
  • 50. Grey Matter and Silicon I-X Inputs to Compendium • Issues and Responses • Activity Options • Constraints/Maps • Annotations/Notes 50 © Simon Buckingham Shum
  • 51. Independent evaluation of Co-OPR Evaluation ratings from six members of the planning cell who were supported by Co-OPR tools in the personnel recovery simulation. (Numbers indicate the number of planners assigning the rating.) 51 © Simon Buckingham Shum
  • 52. Independent evaluation of Co-OPR In the subsequent vignette of the scenario (in which Co-OPR was not due to participate) Compendium was requested to replace (the usual) PowerPoint as the information management tool. 52 © Simon Buckingham Shum
  • 53. Large scale NASA e-science field trials: Interoperability with other databases, software agents and collaboration tools Clancey, W.J., Sierhuis, M., Alena, R., Berrios, D., Dowding, J., Graham, J.S., Tyree, K.S., Hirsh, R.L., Garry, W.B., Semple, A., Buckingham Shum, S.J., Shadbolt, N. and Rupert, S. (2005). “Automating CapCom Using Mobile Agents and Robotic Assistants.” 1st Space Exploration Conference, American Institute of Aeronautics and Astronautics, 31 Jan- 1 Feb, 2005, Orlando, FL. Available from: AIAA Meeting Papers on Disc [CD-ROM]: Reston, VA, and as Advanced Knowledge Technologies ePrint 375: http://eprints.aktors.org/375 53 © Simon Buckingham Shum
  • 54. 54 © Simon Buckingham Shum Image Credits--- Mars: NASA/JPL/MSSS; Earth: NASA/JSC; Composite: MSSS
  • 55. NASA e-science field trials (2004 and 2005) Distributed Mars-Earth planning and data analysis tools for Mars Habitat field trial in Utah desert, supported from US+UK 55 © Simon Buckingham Shum
  • 56. NASA Mobile Agents Architecture 56 © Simon Buckingham Shum
  • 57. Collaboration Configuration Compendium used as a collaboration medium at all intersections: humans+agents, reading+writing maps Software Agent Scientist Architecture (Earth) (Mars) Scientist Scientist Scientist Scientist (Earth) (Mars) (Mars) (Earth) 57 © Simon Buckingham Shum
  • 58. NASA testbed: Compendium activity plans for surface exploration, constructed by scientists on ‘Earth’, interpreted by software agents on ‘Mars’ Copyright, 2004, RIACS/NASA Ames, Open University, Southampton University Not to be used without permission The Compendium nodes and relationships in this plan were interpreted by Brahms software agents for monitoring and coordinating astronaut and robot activity during surface explorations. 58 © Simon Buckingham Shum
  • 59. CoAKTinG NASA testbed: Compendium science data map, generated by software agents, for interpretation by Mars+Earth scientists Copyright, 2004, RIACS/NASA Ames, Open University, Southampton University Not to be used without permission The Compendium maps were autonomously created and populated with science data by Brahms software agents that use models of the mission plan, work process, data flow and science data relationships to create the maps. 59 © Simon Buckingham Shum
  • 60. CoAKTinG NASA testbed: Compendium-based photo analysis by geologists on ‘Mars’ Copyright, 2004, RIACS/NASA Ames, Open University, Southampton University Not to be used 60 without permission © Simon Buckingham Shum
  • 61. NASA testbed: Compendium scientific feedback map from Earth scientists to Mars colleagues Copyright, 2004, RIACS/NASA Ames, Open University, Southampton University Not to be used 61 without permission © Simon Buckingham Shum
  • 62. Importing an Argumentation Scheme as an IBIS template compendium.open.ac.uk/openlearn 62 © Simon Buckingham Shum
  • 63. Importing an Argumentation Scheme as an IBIS template compendium.open.ac.uk/openlearn 63 © Simon Buckingham Shum
  • 64. Using Compendium to map and automatically index replayable video conferences CoAKTinG Project: www.aktors.org/coakting Memetic Project: www.memetic-vre.net 64 © Simon Buckingham Shum
  • 65. Collaborative sensemaking in e-Science: Meeting Replay tool for Earth scientists, synchronising video of Mars crew’s discussion as they annotate their mission plans Copyright, 2004, RIACS/NASA Ames, Open University, Southampton University Not to be used without permission © Simon MR Clip: 00:50 NASA Buckingham Shum 65
  • 66. Memetic Meeting Replay The CoAKTinG project’s results are now mainstreamed in the project’ Access Grid by the JISC Memetic VRE project 66 © Simon Buckingham Shum
  • 67. Compendium ‘literacy’? …understanding how to write, read, talk and think in hypermedia IBIS …approaches from consultancy in the field, and video analysis in the lab… 67 © Simon Buckingham Shum
  • 68. Literacy: significant user community www.CompendiumInstitute.org www.CompendiumInstitute.org 68 © Simon Buckingham Shum
  • 69. Literacy: Cognitive task analysis  Cognitive tasks involved in using a graphical argumentation scheme (Buckingham Shum 1996)  Affordances of graphical DR for coordinating group design (Buckingham Shum et al 1997) 69 © Simon Buckingham Shum
  • 70. Literacy: the craft skill of IBIS mapping in meetings: “Dialogue Mapping” Jeff Conklin: CogNexus Institute: www.CogNexus.org 70 © Simon Buckingham Shum
  • 71. Literacy: expertise analysis (Albert Selvin) What is the nature of expert human performance in  creating and modifying real time conceptual structures for groups?  The NASA knowledge mapper role: Conventional  Listening and interpreting facilitation  Intervening in ‘normal’ conversation flow skills  Getting validation for captured material  Building hypertext representations on Knowledge the fly media  Interrelating data and objects facilitation  Adding metadata skills  Software-specific skills Aesthetic and Ethical Implications of Participatory Hypermedia Practice: First Year Report Selvin, A. (2005), Technical Report KMI-05-17, Knowledge Media Institute, Open University, UK 71 © Simon Buckingham Shum
  • 72. Compendium literacy: expertise analysis Selvin 2005 Practitioner stances  The position of the practitioner with regard to the current activity:  Knowledge Navigator  Facilitator  Participant  Technical Expert  Editor 72 © Simon Buckingham Shum
  • 73. • Web publishing of Scholarly scholarly claims and Ontologies argumentation • discourse as semantic Project hypertext Will scientific publishing in 2020 still depend solely on the reading, writing, and discovery of written texts? What might a more network-centric complement look like? 73 © Simon Buckingham Shum
  • 74. In Gutenberg’s shadow (or standing on his shoulders) Newspapers + Invisible Colleges = Scholarly Journals Le Journal des Philosophical Transactions of Sçavans the Royal Society of London January 1665 March 1665 74 © Simon Buckingham Shum
  • 75. What if we could get search results like this?… “What is the Turing Debate?” One of seven maps in the Mapping Great Debates: Can Computers Think? Series. MacroVU Press. www.macrovu.com (Horn, 2003; Yoshimi, 2006) 75 © Simon Buckingham Shum
  • 76. Horn (zoomed in) MacroVU Press. www.macrovu.com 76 © Simon Buckingham Shum
  • 77. Going beyond citations… People try to maximise their rate of gaining Information scent information models extends Web User Flow by Information Information Scent foraging (WUFIS) theory ? “The Scent of a Site: A System for Analyzing and Predicting Information Scent, Usage, and Usability of a Web Site” “Information foraging” 77 © Simon Buckingham Shum
  • 78. Combining formal relations with the expressive freedom of ‘folksonomies’ Relational classes and dialects (KMi Scholarly Ontologies project) 78 © Simon Buckingham Shum
  • 79. If we model concepts in a literature as concept maps… (KMi’s ClaiMapper, built on Compendium) KMi’ ClaiMapper, 79 © Simon Buckingham Shum
  • 80. “Semantic del.icio.us”: KMi’s ClaimSpotter assigning and linking freeform tags Sereno, B., Buckingham Shum, S. and Motta, E. (2007). Formalization, User Strategy and Interaction Design: Users’ Behaviour with Discourse Tagging Semantics. Workshop on Social and Collaborative Construction of Structured Knowledge, 16th Int. World Wide Web Conference (WWW 2007), Banff, 8-12 May 2007. http://www2007.org/workshops/paper_30.pdf 80 © Simon Buckingham Shum
  • 81. “Semantic Google Scholar” KMi’s ClaimFinder 81 © Simon Buckingham Shum
  • 82. Visualising claims and arguments When multiple analysts annotate web documents via a server, they can generate a shared view of how they see the field, and where they agree/disagree ClaimFinder prototype: claimfinder.open.ac.uk 82 © Simon Buckingham Shum
  • 83. “What papers contrast with this paper?” 1. Extract concepts for this document 2. Trace concepts on which they build 3. Trace concepts challenging this set 4. Show root documents 83 © Simon Buckingham Shum
  • 84. Focusing on a concept incoming+outgoing links 84 © Simon Buckingham Shum
  • 85. “Semantic Google Scholar” KMi’s ClaimFinder 85 © Simon Buckingham Shum
  • 86. Lineage tree (the roots of a concept) 86 © Simon Buckingham Shum
  • 87. Indicators of ClaiMaker literacy? expert user makes more extensive use of Claimaker’s semantic structures in interrogating the network than novices Victoria Uren, Simon Buckingham Shum, Michelle Bachler, Gary Li, (2006) Sensemaking Tools for Understanding Research Literatures: Design, Implementation and User Evaluation. International Journal of Human Computer Studies, Vol.64, 5, (420-445). 87 © Simon Buckingham Shum
  • 88. Some answers to our questions… Web Pragmatics The discourse of modelling: Hypermedia Discourse Compendium+IBIS can support many forms of discourse and rationale capture throughout the design lifecycle, from early requirements through to maintenance Modelling discourse: It is possible to co-evolve discourse schemes, tools and literacy to mediate sensemaking discourse. Strong evidence for Compendium, emerging evidence for ClaiMaker 88 © Simon Buckingham Shum
  • 89. Hypermedia Discourse tools: Discourse Ontology Literacy/ Notation(s) Fluency Intuitive Computational User Interface Services 89 © Simon Buckingham Shum
  • 90. Common Ground between Pragmatic Web and Hypermedia Discourse perspectives Discourse Ontology negotiating Notation(s) meaning Literacy/ Fluency supporting co-evolving new human-human skillsets with & human-agent new tools communication Intuitive User Interface Computational empowering Services augmenting stakeholders collective to negotiate sensemaking meaning 90 © Simon Buckingham Shum
  • 91. Ongoing work… 91 © Simon Buckingham Shum
  • 92. Social bookmarking as semiosis Mancini, C. and Buckingham Shum, S.J. (2006). Modelling Discourse in Contested Domains: A Semiotic and Cognitive Framework. International Journal of Human Computer Studies, 64, (11), pp.1154-1171 92 © Simon Buckingham Shum
  • 93. Annotation as semiosis in the Scholarly Ontologies project Mancini, C. and Buckingham Shum, S.J. (2006). Modelling Discourse in Contested Domains: A Semiotic and Cognitive Framework. International Journal of Human Computer Studies, 64, (11), pp.1154-1171 93 © Simon Buckingham Shum
  • 94. Making primary and secondary claims as semiotic and discourse moves Secondary claim: a discourse connective Primary claim: a semiotic move Mancini, C. and Buckingham Shum, S.J. (2006). Modelling Discourse in Contested Domains: A Semiotic and Cognitive Framework. International Journal of Human Computer Studies, 64, (11), pp.1154-1171 94 © Simon Buckingham Shum
  • 95. Combining formal relations with the expressive freedom of ‘folksonomies’ Relational classes and dialects (KMi Scholarly Ontologies project) 95 © Simon Buckingham Shum
  • 96. polarity source type comparativeness Cognitive Coherence Relations Mancini, C. and Buckingham Shum, S.J. (2006). Modelling Discourse in Contested Domains: A Semiotic and Cognitive Framework. International Journal of Human Computer Studies, 64, (11), pp.1154-1171 96 © Simon Buckingham Shum
  • 97. Using CCR-based Coherence Patterns to detect candidate “schools of thought” Doctoral work by Neil Benn, KMi 97 © Simon Buckingham Shum
  • 98. Using CCR-based Coherence Patterns to detect candidate “schools of thought” Doctoral work by Neil Benn, KMi 98 © Simon Buckingham Shum
  • 99. Using CCR-based Coherence Patterns to detect candidate “schools of thought” Doctoral work by Neil Benn, KMi 99 © Simon Buckingham Shum
  • 100. Using CCR-based Coherence Patterns to detect candidate “schools of thought” Doctoral work by Neil Benn, KMi 100 © Simon Buckingham Shum
  • 101. Hypermedia Discourse Project: http://kmi.open.ac.uk/projects/hyperdiscourse 101 © Simon Buckingham Shum