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14' Information Search and Visualization

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data mining from data warehouses and data marts knowledge ... visual-information-seeking mantra overview first, zoom and filter, then details on demand ... – PowerPoint PPT presentation

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Title: 14' Information Search and Visualization


1
14. Information Search and Visualization
2
Introduction
  • information retrieval, database management ?
    information gathering, seeking, filtering, or
    visualization
  • data mining from data warehouses and data marts ?
    knowledge networks or semantic webs
  • information search using traditional UI hurdle
    for novice users and an inadequate for experts
  • Improvements on traditional text and multimedia
    searching seem possible as a new generation of
    visualization strategies for query formulation
    and information presentation emerges
  • task actions (browsing or searching) represented
    by interface actions (scrolling, zooming,
    joining, or linking)
  • Tasks specific/extended fact finding,
    exploration of availability, open-ended browsing
    and problem analysis

3
Searching in Textual Documents and Database
Querying
  • search engine
  • SQL requires training, and even then users make
    frequent errors
  • natural-language queries appealing but limited
    computer processing capacity
  • form-fillin queries and query-by-example
  • simple and advanced search interfaces (fig. 14.1)
  • five-phase framework
  • Formulation expressing the search ? source,
    fields, phrases, variants
  • Initiation of action launching the search ?
    explicit, implicit initiation, dynamic query
  • Review of results reading messages and outcomes
    ? sequence and cluster
  • Refinement formulating the next step ? history
    buffer
  • Use compiling or disseminating insight

4
Multimedia Document Searches
  • Image search -- query by image content (QBIC) ?
    search for distinctive features or search for
    distinctive colors
  • Map search search by features
  • Design or diagram search finding engine designs
    with pistons smaller than 6 cm
  • Sound search Music-information retrieval system
  • Video search
  • Animation search

5
Advanced Filtering and Search Interfaces
  • filtering with complex Boolean queries -
    difficulty of use
  • automatic filtering - user constructed set of
    keywords to dynamically generated information
  • dynamic queries - direct manipulation queries
  • faceted metadata search - integrating category
    browsing with keyword searching
  • collaborative filtering - each user rates items,
    and then system suggest unread items
  • multilingual searches
  • visual searches -

6
Information Visualization
  • How to present and manipulate large amounts of
    information in compact and user-controlled ways
  • Information visualization - the use of
    interactive visual representations of abstract
    data to amplify cognition
  • Resistance to visual approach - textual tools
    use compact presentations that are rich with
    meaningful information and comfortingly familiar
  • visual-information-seeking mantra overview
    first, zoom and filter, then details on demand
  • Data type by task taxonomy (TTT) and seven tasks
    (Box 14.2)

7
Information Visualization
  • 1-D 1inear data
  • in a sequential manner textual documents,
    dictionaries, alphabetical list of names
  • interface-design issues include what fonts,
    color, size to use, and what overview, scrolling,
    or selection methods to provide for users
  • 2-D map data
  • maps, floor plans, newspaper layouts
  • interface-domain features (size, color, opacity)
  • user tasks to find adjacent items, regions
    containing items, paths between items and to
    perform the seven basic tasks

8
Information Visualization
  • 3-D world data
  • Computer-assisted medical imaging, architectural
    drawing, mechanical design, chemical structure
    modeling, and scientific simulations
  • users tasks typically deal with continuous
    variables such as temperature or density
  • cope with the position and orientation when
    viewing the objects ? potential problems of
    occlusion and navigation ? overviews, landmarks,
    teleoperation, multiple views and TUI
  • Multidimensional data
  • n attributes in a n-dimensional space
  • tasks include finding patterns such as, clusters,
    correlations, gaps and outliers
  • three-dimensional scattergram (disorientation and
    occlusion)

9
Information Visualization
  • Temporal data
  • items have a start and finish time, and that
    items may overlap
  • finding all events before, after, or during time
    period and the seven basic tasks
  • Tree data
  • Treemap
  • Network data
  • shortest or least costly paths connecting two
    items or traversing the entire network

10
Information Visualization
  • Overview task
  • zoom-out views of each data type to see the
    entire collection plus detail view
  • movable field-of-view box (zoom factors of 3 to
    30), fisheye strategy
  • Zoom task
  • to control zoom focus and zoom factor
  • Filter task
  • sliders, buttons, or other control widgets
    coupled with rapid display update

11
Information Visualization
  • Details-on-demand task
  • simply click on an item to get a pop-up window
    with values of each of the attributes
  • Relate task
  • proximity, containment, connection, color coding
    highlighting
  • History task
  • history of actions to support undo, replay, and
    progressive refinement
  • Extract task
  • extract , save, send by electronic mail, insert,
    publish

12
Information Visualization
  • Challenges for information visualization
  • import data
  • combine visual representations with textual
    labels
  • see related information
  • view large volumes of data
  • integrate data mining
  • collaborate with others
  • achieve universal usability

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