Document (#22605)

Author
Ford, N.
Title
Cognitive styles and virtual environments
Source
Journal of the American Society for Information Science. 51(2000) no.6, S.543-557
Year
2000
Abstract
Virtual environments enable a given information space to be traversed in different ways by different individuals, using different routes and navigation tools. However, we urgently need robust user models to enable us to optimize the deployment of such facilities. Research into individual differences suggests that the notion of cognitive style may be useful in this prcess. Many such styles have been identified. However, it is argued that Pask's work on holist and serialist strategies and associated styles of information processing are particularly promising in terms of the development of adaptive information systems. These constructs are reviewed, and their potential utility in 'real-world' situations assessed. Suggestions are made for ways in which they could be used in the development of virtual environments capable of optimizing the stylistic strengths and complementing the weaknesses of individual users. The role of neural networks in handling the essentially fuzzy nature of user models is discussed. Neural networks may be useful in dynamically mapping users' navigational behavior onto user models to anable them to generate appropriate adaptive responses. However, their learning capacity may also be particularly useful in the process of improving systems performance and in the cumulative development of more robust user models

Similar documents (author)

  1. Ford, N.; Ford, R.: Cognitive styles and database access (1992) 5.42
    5.415318 = sum of:
      5.415318 = weight(author_txt:ford in 4259) [ClassicSimilarity], result of:
        5.415318 = fieldWeight in 4259, product of:
          1.4142135 = tf(freq=2.0), with freq of:
            2.0 = termFreq=2.0
          7.6584163 = idf(docFreq=56, maxDocs=44421)
          0.5 = fieldNorm(doc=4259)
    
  2. Ford, N.; Ford, R.: Towards a cognitive theory of information accessing : an empirical study (1993) 5.42
    5.415318 = sum of:
      5.415318 = weight(author_txt:ford in 6514) [ClassicSimilarity], result of:
        5.415318 = fieldWeight in 6514, product of:
          1.4142135 = tf(freq=2.0), with freq of:
            2.0 = termFreq=2.0
          7.6584163 = idf(docFreq=56, maxDocs=44421)
          0.5 = fieldNorm(doc=6514)
    
  3. Ford, N.: Expert systems and artificial intelligence : an information manager's guide (1991) 4.79
    4.78651 = sum of:
      4.78651 = weight(author_txt:ford in 6107) [ClassicSimilarity], result of:
        4.78651 = fieldWeight in 6107, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.6584163 = idf(docFreq=56, maxDocs=44421)
          0.625 = fieldNorm(doc=6107)
    
  4. Ford, P.: Microsoft's Windows with multimedia extensions : standards simplcity and success in multimedia (1992) 4.79
    4.78651 = sum of:
      4.78651 = weight(author_txt:ford in 6377) [ClassicSimilarity], result of:
        4.78651 = fieldWeight in 6377, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.6584163 = idf(docFreq=56, maxDocs=44421)
          0.625 = fieldNorm(doc=6377)
    
  5. Ford, N.: Towards the evidence-based electronic library (1997) 4.79
    4.78651 = sum of:
      4.78651 = weight(author_txt:ford in 2177) [ClassicSimilarity], result of:
        4.78651 = fieldWeight in 2177, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.6584163 = idf(docFreq=56, maxDocs=44421)
          0.625 = fieldNorm(doc=2177)
    

Similar documents (content)

  1. Woelfel, J.; Stoyanoff, N.J; Richards, W.D.: Conversational networks (1993) 0.19
    0.18850534 = sum of:
      0.18850534 = product of:
        0.9425267 = sum of:
          0.11115107 = weight(abstract_txt:individual in 902) [ClassicSimilarity], result of:
            0.11115107 = score(doc=902,freq=1.0), product of:
              0.12157604 = queryWeight, product of:
                1.2454257 = boost
                4.8760076 = idf(docFreq=920, maxDocs=44421)
                0.020020079 = queryNorm
              0.91425145 = fieldWeight in 902, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.8760076 = idf(docFreq=920, maxDocs=44421)
                0.1875 = fieldNorm(doc=902)
          0.18312012 = weight(abstract_txt:networks in 902) [ClassicSimilarity], result of:
            0.18312012 = score(doc=902,freq=2.0), product of:
              0.13460244 = queryWeight, product of:
                1.3104496 = boost
                5.1305847 = idf(docFreq=713, maxDocs=44421)
                0.020020079 = queryNorm
              1.3604517 = fieldWeight in 902, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.1305847 = idf(docFreq=713, maxDocs=44421)
                0.1875 = fieldNorm(doc=902)
          0.13957474 = weight(abstract_txt:cognitive in 902) [ClassicSimilarity], result of:
            0.13957474 = score(doc=902,freq=1.0), product of:
              0.14150663 = queryWeight, product of:
                1.3436378 = boost
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.020020079 = queryNorm
              0.9863477 = fieldWeight in 902, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.1875 = fieldNorm(doc=902)
          0.3192033 = weight(abstract_txt:neural in 902) [ClassicSimilarity], result of:
            0.3192033 = score(doc=902,freq=1.0), product of:
              0.24563135 = queryWeight, product of:
                1.7702546 = boost
                6.930783 = idf(docFreq=117, maxDocs=44421)
                0.020020079 = queryNorm
              1.2995218 = fieldWeight in 902, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.930783 = idf(docFreq=117, maxDocs=44421)
                0.1875 = fieldNorm(doc=902)
          0.18947752 = weight(abstract_txt:models in 902) [ClassicSimilarity], result of:
            0.18947752 = score(doc=902,freq=1.0), product of:
              0.21858516 = queryWeight, product of:
                2.3616698 = boost
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.020020079 = queryNorm
              0.86683613 = fieldWeight in 902, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.1875 = fieldNorm(doc=902)
        0.2 = coord(5/25)
    
  2. Chen, S.Y.; Macredie, R.D.: Cognitive styles and hypermedia navigation : development of a learning model (2002) 0.17
    0.16788973 = sum of:
      0.16788973 = product of:
        0.59960616 = sum of:
          0.046312943 = weight(abstract_txt:individual in 1730) [ClassicSimilarity], result of:
            0.046312943 = score(doc=1730,freq=1.0), product of:
              0.12157604 = queryWeight, product of:
                1.2454257 = boost
                4.8760076 = idf(docFreq=920, maxDocs=44421)
                0.020020079 = queryNorm
              0.38093808 = fieldWeight in 1730, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.8760076 = idf(docFreq=920, maxDocs=44421)
                0.078125 = fieldNorm(doc=1730)
          0.05815614 = weight(abstract_txt:cognitive in 1730) [ClassicSimilarity], result of:
            0.05815614 = score(doc=1730,freq=1.0), product of:
              0.14150663 = queryWeight, product of:
                1.3436378 = boost
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.020020079 = queryNorm
              0.4109782 = fieldWeight in 1730, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.078125 = fieldNorm(doc=1730)
          0.04153973 = weight(abstract_txt:different in 1730) [ClassicSimilarity], result of:
            0.04153973 = score(doc=1730,freq=2.0), product of:
              0.10273283 = queryWeight, product of:
                1.4021487 = boost
                3.6597328 = idf(docFreq=3107, maxDocs=44421)
                0.020020079 = queryNorm
              0.40434718 = fieldWeight in 1730, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6597328 = idf(docFreq=3107, maxDocs=44421)
                0.078125 = fieldNorm(doc=1730)
          0.044514086 = weight(abstract_txt:however in 1730) [ClassicSimilarity], result of:
            0.044514086 = score(doc=1730,freq=1.0), product of:
              0.1355424 = queryWeight, product of:
                1.6105604 = boost
                4.203706 = idf(docFreq=1803, maxDocs=44421)
                0.020020079 = queryNorm
              0.3284145 = fieldWeight in 1730, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.203706 = idf(docFreq=1803, maxDocs=44421)
                0.078125 = fieldNorm(doc=1730)
          0.12038181 = weight(abstract_txt:robust in 1730) [ClassicSimilarity], result of:
            0.12038181 = score(doc=1730,freq=1.0), product of:
              0.2298372 = queryWeight, product of:
                1.7123952 = boost
                6.704255 = idf(docFreq=147, maxDocs=44421)
                0.020020079 = queryNorm
              0.5237699 = fieldWeight in 1730, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.704255 = idf(docFreq=147, maxDocs=44421)
                0.078125 = fieldNorm(doc=1730)
          0.07894897 = weight(abstract_txt:models in 1730) [ClassicSimilarity], result of:
            0.07894897 = score(doc=1730,freq=1.0), product of:
              0.21858516 = queryWeight, product of:
                2.3616698 = boost
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.020020079 = queryNorm
              0.36118174 = fieldWeight in 1730, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.078125 = fieldNorm(doc=1730)
          0.2097525 = weight(abstract_txt:styles in 1730) [ClassicSimilarity], result of:
            0.2097525 = score(doc=1730,freq=1.0), product of:
              0.38096192 = queryWeight, product of:
                2.7001023 = boost
                7.0475073 = idf(docFreq=104, maxDocs=44421)
                0.020020079 = queryNorm
              0.5505865 = fieldWeight in 1730, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.0475073 = idf(docFreq=104, maxDocs=44421)
                0.078125 = fieldNorm(doc=1730)
        0.28 = coord(7/25)
    
  3. Lee, J.; Boling, E.: Information-conveying approaches and cognitive styles of mental modeling in a hypermedia-based learning environment (2008) 0.14
    0.14239222 = sum of:
      0.14239222 = product of:
        0.59330094 = sum of:
          0.0343488 = weight(abstract_txt:ways in 2385) [ClassicSimilarity], result of:
            0.0343488 = score(doc=2385,freq=1.0), product of:
              0.11559191 = queryWeight, product of:
                1.2143883 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.020020079 = queryNorm
              0.29715574 = fieldWeight in 2385, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.0625 = fieldNorm(doc=2385)
          0.11396229 = weight(abstract_txt:cognitive in 2385) [ClassicSimilarity], result of:
            0.11396229 = score(doc=2385,freq=6.0), product of:
              0.14150663 = queryWeight, product of:
                1.3436378 = boost
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.020020079 = queryNorm
              0.8053495 = fieldWeight in 2385, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.0625 = fieldNorm(doc=2385)
          0.02349842 = weight(abstract_txt:different in 2385) [ClassicSimilarity], result of:
            0.02349842 = score(doc=2385,freq=1.0), product of:
              0.10273283 = queryWeight, product of:
                1.4021487 = boost
                3.6597328 = idf(docFreq=3107, maxDocs=44421)
                0.020020079 = queryNorm
              0.2287333 = fieldWeight in 2385, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6597328 = idf(docFreq=3107, maxDocs=44421)
                0.0625 = fieldNorm(doc=2385)
          0.03561127 = weight(abstract_txt:however in 2385) [ClassicSimilarity], result of:
            0.03561127 = score(doc=2385,freq=1.0), product of:
              0.1355424 = queryWeight, product of:
                1.6105604 = boost
                4.203706 = idf(docFreq=1803, maxDocs=44421)
                0.020020079 = queryNorm
              0.2627316 = fieldWeight in 2385, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.203706 = idf(docFreq=1803, maxDocs=44421)
                0.0625 = fieldNorm(doc=2385)
          0.0952386 = weight(abstract_txt:virtual in 2385) [ClassicSimilarity], result of:
            0.0952386 = score(doc=2385,freq=1.0), product of:
              0.26115128 = queryWeight, product of:
                2.235556 = boost
                5.8349996 = idf(docFreq=352, maxDocs=44421)
                0.020020079 = queryNorm
              0.36468747 = fieldWeight in 2385, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8349996 = idf(docFreq=352, maxDocs=44421)
                0.0625 = fieldNorm(doc=2385)
          0.29064158 = weight(abstract_txt:styles in 2385) [ClassicSimilarity], result of:
            0.29064158 = score(doc=2385,freq=3.0), product of:
              0.38096192 = queryWeight, product of:
                2.7001023 = boost
                7.0475073 = idf(docFreq=104, maxDocs=44421)
                0.020020079 = queryNorm
              0.762915 = fieldWeight in 2385, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.0475073 = idf(docFreq=104, maxDocs=44421)
                0.0625 = fieldNorm(doc=2385)
        0.24 = coord(6/25)
    
  4. Kinley, K.; Tjondronegoro, D.; Partridge, H.; Edwards, S.: Modeling users' web search behavior and their cognitive styles (2014) 0.12
    0.12014458 = sum of:
      0.12014458 = product of:
        0.75090367 = sum of:
          0.13957474 = weight(abstract_txt:cognitive in 2281) [ClassicSimilarity], result of:
            0.13957474 = score(doc=2281,freq=9.0), product of:
              0.14150663 = queryWeight, product of:
                1.3436378 = boost
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.020020079 = queryNorm
              0.9863477 = fieldWeight in 2281, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.0625 = fieldNorm(doc=2281)
          0.03561127 = weight(abstract_txt:however in 2281) [ClassicSimilarity], result of:
            0.03561127 = score(doc=2281,freq=1.0), product of:
              0.1355424 = queryWeight, product of:
                1.6105604 = boost
                4.203706 = idf(docFreq=1803, maxDocs=44421)
                0.020020079 = queryNorm
              0.2627316 = fieldWeight in 2281, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.203706 = idf(docFreq=1803, maxDocs=44421)
                0.0625 = fieldNorm(doc=2281)
          0.045081165 = weight(abstract_txt:user in 2281) [ClassicSimilarity], result of:
            0.045081165 = score(doc=2281,freq=2.0), product of:
              0.13856381 = queryWeight, product of:
                1.8803285 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.020020079 = queryNorm
              0.32534587 = fieldWeight in 2281, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.0625 = fieldNorm(doc=2281)
          0.5306365 = weight(abstract_txt:styles in 2281) [ClassicSimilarity], result of:
            0.5306365 = score(doc=2281,freq=10.0), product of:
              0.38096192 = queryWeight, product of:
                2.7001023 = boost
                7.0475073 = idf(docFreq=104, maxDocs=44421)
                0.020020079 = queryNorm
              1.3928859 = fieldWeight in 2281, product of:
                3.1622777 = tf(freq=10.0), with freq of:
                  10.0 = termFreq=10.0
                7.0475073 = idf(docFreq=104, maxDocs=44421)
                0.0625 = fieldNorm(doc=2281)
        0.16 = coord(4/25)
    
  5. Sun, J.; Zhu, M.; Jiang, Y.; Liu, Y.; Wu, L.L.: Hierarchical attention model for personalized tag recommendation : peer effects on information value perception (2021) 0.12
    0.11685334 = sum of:
      0.11685334 = product of:
        0.41733336 = sum of:
          0.043161828 = weight(abstract_txt:networks in 1099) [ClassicSimilarity], result of:
            0.043161828 = score(doc=1099,freq=1.0), product of:
              0.13460244 = queryWeight, product of:
                1.3104496 = boost
                5.1305847 = idf(docFreq=713, maxDocs=44421)
                0.020020079 = queryNorm
              0.32066154 = fieldWeight in 1099, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.1305847 = idf(docFreq=713, maxDocs=44421)
                0.0625 = fieldNorm(doc=1099)
          0.070495255 = weight(abstract_txt:different in 1099) [ClassicSimilarity], result of:
            0.070495255 = score(doc=1099,freq=9.0), product of:
              0.10273283 = queryWeight, product of:
                1.4021487 = boost
                3.6597328 = idf(docFreq=3107, maxDocs=44421)
                0.020020079 = queryNorm
              0.6861999 = fieldWeight in 1099, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                3.6597328 = idf(docFreq=3107, maxDocs=44421)
                0.0625 = fieldNorm(doc=1099)
          0.027262205 = weight(abstract_txt:development in 1099) [ClassicSimilarity], result of:
            0.027262205 = score(doc=1099,freq=1.0), product of:
              0.11342901 = queryWeight, product of:
                1.4733351 = boost
                3.8455355 = idf(docFreq=2580, maxDocs=44421)
                0.020020079 = queryNorm
              0.24034597 = fieldWeight in 1099, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.8455355 = idf(docFreq=2580, maxDocs=44421)
                0.0625 = fieldNorm(doc=1099)
          0.03561127 = weight(abstract_txt:however in 1099) [ClassicSimilarity], result of:
            0.03561127 = score(doc=1099,freq=1.0), product of:
              0.1355424 = queryWeight, product of:
                1.6105604 = boost
                4.203706 = idf(docFreq=1803, maxDocs=44421)
                0.020020079 = queryNorm
              0.2627316 = fieldWeight in 1099, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.203706 = idf(docFreq=1803, maxDocs=44421)
                0.0625 = fieldNorm(doc=1099)
          0.10640109 = weight(abstract_txt:neural in 1099) [ClassicSimilarity], result of:
            0.10640109 = score(doc=1099,freq=1.0), product of:
              0.24563135 = queryWeight, product of:
                1.7702546 = boost
                6.930783 = idf(docFreq=117, maxDocs=44421)
                0.020020079 = queryNorm
              0.43317392 = fieldWeight in 1099, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.930783 = idf(docFreq=117, maxDocs=44421)
                0.0625 = fieldNorm(doc=1099)
          0.045081165 = weight(abstract_txt:user in 1099) [ClassicSimilarity], result of:
            0.045081165 = score(doc=1099,freq=2.0), product of:
              0.13856381 = queryWeight, product of:
                1.8803285 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.020020079 = queryNorm
              0.32534587 = fieldWeight in 1099, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.0625 = fieldNorm(doc=1099)
          0.089320555 = weight(abstract_txt:models in 1099) [ClassicSimilarity], result of:
            0.089320555 = score(doc=1099,freq=2.0), product of:
              0.21858516 = queryWeight, product of:
                2.3616698 = boost
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.020020079 = queryNorm
              0.40863046 = fieldWeight in 1099, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.0625 = fieldNorm(doc=1099)
        0.28 = coord(7/25)