Grouping hyperlinks for improved voice/mobile accessibility

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    Grouping hyperlinks for improved voice/mobile accessibility - Presentation Transcript

    1. Grouping hyperlinks for improved voice/mobile accessibility Alex Penev UNSW / NICTA (Australia)
    2. Accessibility
      • Heavily presentation-oriented web
        • blind users “read” sequentially
          • layout gets in the way
    3. Accessibility
      • Heavily presentation-oriented web
        • blind users “read” sequentially
          • layout gets in the way
        • mobile users have small-screen devices
      • For some users, “less is more”
    4. Hyperlinks
      • Often visit a site with intention of following a link
    5. Hyperlinks
      • Often visit a site with intention of following a link
      • Idea: cluster links
        • partition a page’s links into topical groups
          • helps find a link (cf. IVR)
          • way to organize a set of links
    6. Example: Centrelink.gov.au
      • Government agency, human services
      • Population obtains info, forms, etc.
      • …but do not visit regularly
        • information need
    7.  
    8. Centrelink
      • 111 links on the page
      • Some problems for blind users:
        • pop-up menus
          • flatten it?
    9. Centrelink
      • 111 links on the page
      • Some problems for blind users:
        • pop-up menus
          • flatten it?
      • Some problems for mobiles:
        • hard to fit/navigate a 3-tier pop-up menu
    10. Link clustering
      • Group related links together
        • hopefully in topical groups
    11. Link clustering
      • Group related links together
        • hopefully in topical groups
      • How?
        • label links with descriptions
        • partition descriptions
        • assign summary label to each cluster
    12.  
    13. Link clustering
      • Navigation process:
        • invoke clustering step
        • presented with clusters
          • advertise a label
    14. Link clustering
      • Navigation process:
        • invoke clustering step
        • presented with clusters
          • advertise a label
        • select best-sounding cluster
        • layout is lost
      • Faster than serial reading
    15. Forming descriptions
      • A set of keywords for each link
        • anchor text, nested tags, URL, content
    16. Forming descriptions
      • A set of keywords for each link
        • anchor text, nested tags, URL, content
          • further possibilities: anchor text window, folksonomy tags, <meta>, ontology
      • Example
        • australia.gov.au
          • australia, gov, government, website, travel, taxes, business, people, immigration, etc.
    17. Forming descriptions
      • Descriptions can be short and have little overlap
      • Solution?
    18. Forming descriptions
      • Descriptions can be short and have little overlap
      • Solution?
        • take into account layout by spreading a link’s influence across DOM
          • borrow descriptions from neighbor links
          • decay weight with distance
    19. Clustering step
      • Propagation enriches descriptions
        • relates neighboring links
        • less sparse feature vectors
          • good for clustering!
      • Use a partitioning algorithm
        • e.g. k-means
    20. Possible uses
      • Blind users
        • navigate to link via clustering
          • skip layout, skip uninteresting topics
          • general surfing?
    21. Possible uses
      • Blind users
        • navigate to link via clustering
          • skip layout, skip uninteresting topics
          • general surfing?
      • Mobile users
        • portal pages
    22. Sample results - Centrelink
      • 12 clusters
        • agency, site, main sections, welfare allowances, study & training, health, carers, family, children, maternity & job search/retirement, farming, online security
      • Full table in paper
    23.  
    24.  
    25.  
    26. Conclusion
      • Simple, well-known ideas applied to a different problem
        • VSM (tf.idf), clustering
      • May help voice/mobile browsing
      • Future work
        • what is a good description?
        • what is a good label?
    27.  
    28.  
    29.  

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