Document (#24713)

Author
Kantor, P.B.
Nordlie, R.
Title
Models of the behavior of people searching the Internet : a Petri net approach
Source
Knowledge: creation, organization and use. Proceedings of the 62nd Annual Meeting of the American Society for Information Science, 31.10.-4.11.1999. Ed.: L. Woods
Imprint
Medford, NJ : Information Today
Year
1999
Pages
S.643-650
Series
Proceedings of the American Society for Information Science; vol.36
Abstract
Previous models of searching behavior have taken as their foundation the Markov model of random processes. In this model, the next action that a user takes is determined by a probabilistic rule which is conditioned by the most recent experiences of the user. This model, which has achieved very limited success in describing real data, is at odds with the evidence of introspection in a crucial way. Introspection reveals that when we search we are, more or less, in a state of expectancy, which can be satisfied in a number of ways. In addition, the state can be modified by the accumulated evidence of our searches. The Markov model approach can not readily accommodate such persistence of intention and behavior. The Petri Net model, which has been developed to analyze the interdependencies among events in a communications network, can be adapted to this situation. In this adaptation, the so-called "transitions" of the Petri Net occur only when their necessary pre-conditions have been met. We are able to show that various key abstractions of information finding, such as "document relevance", "a desired number of relevant documents", "discouragement", "exhaustion" and "satisfaction" can all be modeled using the Petri Net framework. Further, we show that this model leads naturally to a new approach to the collection of user data, and to the analysis of transaction logs, by providing a far richer description of the user's present state, without inducing a combinatorial explosion
Theme
Internet
Benutzerstudien
Object
WWW

Similar documents (author)

  1. Kantor, P.B.: ¬The Adaptive Network Library Interface : a historical overview and interim report (1993) 5.11
    5.1094418 = sum of:
      5.1094418 = weight(author_txt:kantor in 6975) [ClassicSimilarity], result of:
        5.1094418 = fieldWeight in 6975, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.175107 = idf(docFreq=33, maxDocs=44421)
          0.625 = fieldNorm(doc=6975)
    
  2. Kantor, P.B.: ¬The logic of weighted queries (1981) 5.11
    5.1094418 = sum of:
      5.1094418 = weight(author_txt:kantor in 7621) [ClassicSimilarity], result of:
        5.1094418 = fieldWeight in 7621, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.175107 = idf(docFreq=33, maxDocs=44421)
          0.625 = fieldNorm(doc=7621)
    
  3. Kantor, A.: Baby steps (1994) 5.11
    5.1094418 = sum of:
      5.1094418 = weight(author_txt:kantor in 7984) [ClassicSimilarity], result of:
        5.1094418 = fieldWeight in 7984, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.175107 = idf(docFreq=33, maxDocs=44421)
          0.625 = fieldNorm(doc=7984)
    
  4. Kantor, P.B.: Information retrieval techniques (1994) 5.11
    5.1094418 = sum of:
      5.1094418 = weight(author_txt:kantor in 1124) [ClassicSimilarity], result of:
        5.1094418 = fieldWeight in 1124, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.175107 = idf(docFreq=33, maxDocs=44421)
          0.625 = fieldNorm(doc=1124)
    
  5. Kantor, P.B.: ¬A model for stopping behavior of the users of on-line systems (1987) 5.11
    5.1094418 = sum of:
      5.1094418 = weight(author_txt:kantor in 4945) [ClassicSimilarity], result of:
        5.1094418 = fieldWeight in 4945, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.175107 = idf(docFreq=33, maxDocs=44421)
          0.625 = fieldNorm(doc=4945)
    

Similar documents (content)

  1. Qiu, L.: Markov models of search state patterns in a hypertext information retrieval system (1993) 0.29
    0.2933017 = sum of:
      0.2933017 = product of:
        0.9165678 = sum of:
          0.014254802 = weight(abstract_txt:that in 5295) [ClassicSimilarity], result of:
            0.014254802 = score(doc=5295,freq=1.0), product of:
              0.06429403 = queryWeight, product of:
                1.1436757 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02377106 = queryNorm
              0.22171268 = fieldWeight in 5295, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.09375 = fieldNorm(doc=5295)
          0.040310264 = weight(abstract_txt:user in 5295) [ClassicSimilarity], result of:
            0.040310264 = score(doc=5295,freq=1.0), product of:
              0.11681377 = queryWeight, product of:
                1.3350428 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.02377106 = queryNorm
              0.34508142 = fieldWeight in 5295, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.09375 = fieldNorm(doc=5295)
          0.026661089 = weight(abstract_txt:which in 5295) [ClassicSimilarity], result of:
            0.026661089 = score(doc=5295,freq=1.0), product of:
              0.0975997 = queryWeight, product of:
                1.4090999 = boost
                2.9137893 = idf(docFreq=6552, maxDocs=44421)
                0.02377106 = queryNorm
              0.27316773 = fieldWeight in 5295, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.9137893 = idf(docFreq=6552, maxDocs=44421)
                0.09375 = fieldNorm(doc=5295)
          0.01876841 = weight(abstract_txt:this in 5295) [ClassicSimilarity], result of:
            0.01876841 = score(doc=5295,freq=1.0), product of:
              0.08319902 = queryWeight, product of:
                1.45456 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.02377106 = queryNorm
              0.2255845 = fieldWeight in 5295, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.09375 = fieldNorm(doc=5295)
          0.09086366 = weight(abstract_txt:state in 5295) [ClassicSimilarity], result of:
            0.09086366 = score(doc=5295,freq=1.0), product of:
              0.20082161 = queryWeight, product of:
                1.7504649 = boost
                4.8262353 = idf(docFreq=967, maxDocs=44421)
                0.02377106 = queryNorm
              0.45245957 = fieldWeight in 5295, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.8262353 = idf(docFreq=967, maxDocs=44421)
                0.09375 = fieldNorm(doc=5295)
          0.11376162 = weight(abstract_txt:behavior in 5295) [ClassicSimilarity], result of:
            0.11376162 = score(doc=5295,freq=1.0), product of:
              0.23328178 = queryWeight, product of:
                1.886638 = boost
                5.2016807 = idf(docFreq=664, maxDocs=44421)
                0.02377106 = queryNorm
              0.48765755 = fieldWeight in 5295, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2016807 = idf(docFreq=664, maxDocs=44421)
                0.09375 = fieldNorm(doc=5295)
          0.40768746 = weight(abstract_txt:markov in 5295) [ClassicSimilarity], result of:
            0.40768746 = score(doc=5295,freq=2.0), product of:
              0.37878677 = queryWeight, product of:
                1.962908 = boost
                8.117949 = idf(docFreq=35, maxDocs=44421)
                0.02377106 = queryNorm
              1.076298 = fieldWeight in 5295, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.117949 = idf(docFreq=35, maxDocs=44421)
                0.09375 = fieldNorm(doc=5295)
          0.20426048 = weight(abstract_txt:model in 5295) [ClassicSimilarity], result of:
            0.20426048 = score(doc=5295,freq=4.0), product of:
              0.2735247 = queryWeight, product of:
                2.8890924 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.02377106 = queryNorm
              0.74677163 = fieldWeight in 5295, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.09375 = fieldNorm(doc=5295)
        0.32 = coord(8/25)
    
  2. Chen, H.-M.; Cooper, M.D.: Stochastic modeling of usage patterns in a Web-based information system (2002) 0.24
    0.24152806 = sum of:
      0.24152806 = product of:
        0.60382015 = sum of:
          0.08000635 = weight(abstract_txt:transitions in 1577) [ClassicSimilarity], result of:
            0.08000635 = score(doc=1577,freq=1.0), product of:
              0.20305462 = queryWeight, product of:
                1.0162346 = boost
                8.405631 = idf(docFreq=26, maxDocs=44421)
                0.02377106 = queryNorm
              0.39401394 = fieldWeight in 1577, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.405631 = idf(docFreq=26, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
          0.03000571 = weight(abstract_txt:searching in 1577) [ClassicSimilarity], result of:
            0.03000571 = score(doc=1577,freq=2.0), product of:
              0.10560047 = queryWeight, product of:
                1.0364193 = boost
                4.2862926 = idf(docFreq=1660, maxDocs=44421)
                0.02377106 = queryNorm
              0.28414372 = fieldWeight in 1577, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.2862926 = idf(docFreq=1660, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
          0.026622614 = weight(abstract_txt:models in 1577) [ClassicSimilarity], result of:
            0.026622614 = score(doc=1577,freq=1.0), product of:
              0.12284958 = queryWeight, product of:
                1.1178651 = boost
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.02377106 = queryNorm
              0.21670903 = fieldWeight in 1577, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
          0.010079667 = weight(abstract_txt:that in 1577) [ClassicSimilarity], result of:
            0.010079667 = score(doc=1577,freq=2.0), product of:
              0.06429403 = queryWeight, product of:
                1.1436757 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02377106 = queryNorm
              0.15677454 = fieldWeight in 1577, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
          0.04506824 = weight(abstract_txt:user in 1577) [ClassicSimilarity], result of:
            0.04506824 = score(doc=1577,freq=5.0), product of:
              0.11681377 = queryWeight, product of:
                1.3350428 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.02377106 = queryNorm
              0.38581276 = fieldWeight in 1577, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
          0.009384205 = weight(abstract_txt:this in 1577) [ClassicSimilarity], result of:
            0.009384205 = score(doc=1577,freq=1.0), product of:
              0.08319902 = queryWeight, product of:
                1.45456 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.02377106 = queryNorm
              0.11279225 = fieldWeight in 1577, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
          0.09086366 = weight(abstract_txt:state in 1577) [ClassicSimilarity], result of:
            0.09086366 = score(doc=1577,freq=4.0), product of:
              0.20082161 = queryWeight, product of:
                1.7504649 = boost
                4.8262353 = idf(docFreq=967, maxDocs=44421)
                0.02377106 = queryNorm
              0.45245957 = fieldWeight in 1577, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.8262353 = idf(docFreq=967, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
          0.05688081 = weight(abstract_txt:behavior in 1577) [ClassicSimilarity], result of:
            0.05688081 = score(doc=1577,freq=1.0), product of:
              0.23328178 = queryWeight, product of:
                1.886638 = boost
                5.2016807 = idf(docFreq=664, maxDocs=44421)
                0.02377106 = queryNorm
              0.24382877 = fieldWeight in 1577, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2016807 = idf(docFreq=664, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
          0.20384373 = weight(abstract_txt:markov in 1577) [ClassicSimilarity], result of:
            0.20384373 = score(doc=1577,freq=2.0), product of:
              0.37878677 = queryWeight, product of:
                1.962908 = boost
                8.117949 = idf(docFreq=35, maxDocs=44421)
                0.02377106 = queryNorm
              0.538149 = fieldWeight in 1577, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.117949 = idf(docFreq=35, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
          0.05106512 = weight(abstract_txt:model in 1577) [ClassicSimilarity], result of:
            0.05106512 = score(doc=1577,freq=1.0), product of:
              0.2735247 = queryWeight, product of:
                2.8890924 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.02377106 = queryNorm
              0.18669291 = fieldWeight in 1577, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.046875 = fieldNorm(doc=1577)
        0.4 = coord(10/25)
    
  3. Jansen, B.J.; Booth, D.L.; Spink, A.: Patterns of query reformulation during Web searching (2009) 0.22
    0.21639255 = sum of:
      0.21639255 = product of:
        0.49180123 = sum of:
          0.056579314 = weight(abstract_txt:searching in 3936) [ClassicSimilarity], result of:
            0.056579314 = score(doc=3936,freq=4.0), product of:
              0.10560047 = queryWeight, product of:
                1.0364193 = boost
                4.2862926 = idf(docFreq=1660, maxDocs=44421)
                0.02377106 = queryNorm
              0.53578657 = fieldWeight in 3936, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.2862926 = idf(docFreq=1660, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.030622086 = weight(abstract_txt:show in 3936) [ClassicSimilarity], result of:
            0.030622086 = score(doc=3936,freq=1.0), product of:
              0.11132787 = queryWeight, product of:
                1.064154 = boost
                4.400995 = idf(docFreq=1480, maxDocs=44421)
                0.02377106 = queryNorm
              0.27506217 = fieldWeight in 3936, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.400995 = idf(docFreq=1480, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.061482295 = weight(abstract_txt:models in 3936) [ClassicSimilarity], result of:
            0.061482295 = score(doc=3936,freq=3.0), product of:
              0.12284958 = queryWeight, product of:
                1.1178651 = boost
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.02377106 = queryNorm
              0.5004681 = fieldWeight in 3936, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.016460026 = weight(abstract_txt:that in 3936) [ClassicSimilarity], result of:
            0.016460026 = score(doc=3936,freq=3.0), product of:
              0.06429403 = queryWeight, product of:
                1.1436757 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02377106 = queryNorm
              0.25601172 = fieldWeight in 3936, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.026873507 = weight(abstract_txt:user in 3936) [ClassicSimilarity], result of:
            0.026873507 = score(doc=3936,freq=1.0), product of:
              0.11681377 = queryWeight, product of:
                1.3350428 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.02377106 = queryNorm
              0.23005427 = fieldWeight in 3936, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.03990265 = weight(abstract_txt:approach in 3936) [ClassicSimilarity], result of:
            0.03990265 = score(doc=3936,freq=2.0), product of:
              0.12067083 = queryWeight, product of:
                1.3569046 = boost
                3.741144 = idf(docFreq=2864, maxDocs=44421)
                0.02377106 = queryNorm
              0.33067352 = fieldWeight in 3936, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.741144 = idf(docFreq=2864, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.01777406 = weight(abstract_txt:which in 3936) [ClassicSimilarity], result of:
            0.01777406 = score(doc=3936,freq=1.0), product of:
              0.0975997 = queryWeight, product of:
                1.4090999 = boost
                2.9137893 = idf(docFreq=6552, maxDocs=44421)
                0.02377106 = queryNorm
              0.18211183 = fieldWeight in 3936, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.9137893 = idf(docFreq=6552, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.012512273 = weight(abstract_txt:this in 3936) [ClassicSimilarity], result of:
            0.012512273 = score(doc=3936,freq=1.0), product of:
              0.08319902 = queryWeight, product of:
                1.45456 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.02377106 = queryNorm
              0.15038967 = fieldWeight in 3936, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.085667074 = weight(abstract_txt:state in 3936) [ClassicSimilarity], result of:
            0.085667074 = score(doc=3936,freq=2.0), product of:
              0.20082161 = queryWeight, product of:
                1.7504649 = boost
                4.8262353 = idf(docFreq=967, maxDocs=44421)
                0.02377106 = queryNorm
              0.42658296 = fieldWeight in 3936, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.8262353 = idf(docFreq=967, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.075841084 = weight(abstract_txt:behavior in 3936) [ClassicSimilarity], result of:
            0.075841084 = score(doc=3936,freq=1.0), product of:
              0.23328178 = queryWeight, product of:
                1.886638 = boost
                5.2016807 = idf(docFreq=664, maxDocs=44421)
                0.02377106 = queryNorm
              0.32510504 = fieldWeight in 3936, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2016807 = idf(docFreq=664, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.06808683 = weight(abstract_txt:model in 3936) [ClassicSimilarity], result of:
            0.06808683 = score(doc=3936,freq=1.0), product of:
              0.2735247 = queryWeight, product of:
                2.8890924 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.02377106 = queryNorm
              0.24892388 = fieldWeight in 3936, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
        0.44 = coord(11/25)
    
  4. Liu, Y.; Huang, X.; An, A.: Personalized recommendation with adaptive mixture of markov models (2007) 0.21
    0.20901567 = sum of:
      0.20901567 = product of:
        0.7464845 = sum of:
          0.07937331 = weight(abstract_txt:models in 1606) [ClassicSimilarity], result of:
            0.07937331 = score(doc=1606,freq=5.0), product of:
              0.12284958 = queryWeight, product of:
                1.1178651 = boost
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.02377106 = queryNorm
              0.64610153 = fieldWeight in 1606, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.0625 = fieldNorm(doc=1606)
          0.013439557 = weight(abstract_txt:that in 1606) [ClassicSimilarity], result of:
            0.013439557 = score(doc=1606,freq=2.0), product of:
              0.06429403 = queryWeight, product of:
                1.1436757 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02377106 = queryNorm
              0.20903271 = fieldWeight in 1606, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=1606)
          0.06009099 = weight(abstract_txt:user in 1606) [ClassicSimilarity], result of:
            0.06009099 = score(doc=1606,freq=5.0), product of:
              0.11681377 = queryWeight, product of:
                1.3350428 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.02377106 = queryNorm
              0.514417 = fieldWeight in 1606, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.0625 = fieldNorm(doc=1606)
          0.028215434 = weight(abstract_txt:approach in 1606) [ClassicSimilarity], result of:
            0.028215434 = score(doc=1606,freq=1.0), product of:
              0.12067083 = queryWeight, product of:
                1.3569046 = boost
                3.741144 = idf(docFreq=2864, maxDocs=44421)
                0.02377106 = queryNorm
              0.2338215 = fieldWeight in 1606, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.741144 = idf(docFreq=2864, maxDocs=44421)
                0.0625 = fieldNorm(doc=1606)
          0.017695026 = weight(abstract_txt:this in 1606) [ClassicSimilarity], result of:
            0.017695026 = score(doc=1606,freq=2.0), product of:
              0.08319902 = queryWeight, product of:
                1.45456 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.02377106 = queryNorm
              0.21268311 = fieldWeight in 1606, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.0625 = fieldNorm(doc=1606)
          0.42974034 = weight(abstract_txt:markov in 1606) [ClassicSimilarity], result of:
            0.42974034 = score(doc=1606,freq=5.0), product of:
              0.37878677 = queryWeight, product of:
                1.962908 = boost
                8.117949 = idf(docFreq=35, maxDocs=44421)
                0.02377106 = queryNorm
              1.1345178 = fieldWeight in 1606, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                8.117949 = idf(docFreq=35, maxDocs=44421)
                0.0625 = fieldNorm(doc=1606)
          0.117929846 = weight(abstract_txt:model in 1606) [ClassicSimilarity], result of:
            0.117929846 = score(doc=1606,freq=3.0), product of:
              0.2735247 = queryWeight, product of:
                2.8890924 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.02377106 = queryNorm
              0.4311488 = fieldWeight in 1606, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.0625 = fieldNorm(doc=1606)
        0.28 = coord(7/25)
    
  5. Foster, A.: ¬A nonlinear model of information-seeking behavior (2004) 0.19
    0.19110088 = sum of:
      0.19110088 = product of:
        0.53083575 = sum of:
          0.030622086 = weight(abstract_txt:show in 3219) [ClassicSimilarity], result of:
            0.030622086 = score(doc=3219,freq=1.0), product of:
              0.11132787 = queryWeight, product of:
                1.064154 = boost
                4.400995 = idf(docFreq=1480, maxDocs=44421)
                0.02377106 = queryNorm
              0.27506217 = fieldWeight in 3219, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.400995 = idf(docFreq=1480, maxDocs=44421)
                0.0625 = fieldNorm(doc=3219)
          0.050200082 = weight(abstract_txt:models in 3219) [ClassicSimilarity], result of:
            0.050200082 = score(doc=3219,freq=2.0), product of:
              0.12284958 = queryWeight, product of:
                1.1178651 = boost
                4.623126 = idf(docFreq=1185, maxDocs=44421)
                0.02377106 = queryNorm
              0.40863046 = fieldWeight in 3219, 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=3219)
          0.009503202 = weight(abstract_txt:that in 3219) [ClassicSimilarity], result of:
            0.009503202 = score(doc=3219,freq=1.0), product of:
              0.06429403 = queryWeight, product of:
                1.1436757 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02377106 = queryNorm
              0.14780845 = fieldWeight in 3219, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=3219)
          0.03800488 = weight(abstract_txt:user in 3219) [ClassicSimilarity], result of:
            0.03800488 = score(doc=3219,freq=2.0), product of:
              0.11681377 = queryWeight, product of:
                1.3350428 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.02377106 = queryNorm
              0.32534587 = fieldWeight in 3219, 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=3219)
          0.028215434 = weight(abstract_txt:approach in 3219) [ClassicSimilarity], result of:
            0.028215434 = score(doc=3219,freq=1.0), product of:
              0.12067083 = queryWeight, product of:
                1.3569046 = boost
                3.741144 = idf(docFreq=2864, maxDocs=44421)
                0.02377106 = queryNorm
              0.2338215 = fieldWeight in 3219, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.741144 = idf(docFreq=2864, maxDocs=44421)
                0.0625 = fieldNorm(doc=3219)
          0.030785576 = weight(abstract_txt:which in 3219) [ClassicSimilarity], result of:
            0.030785576 = score(doc=3219,freq=3.0), product of:
              0.0975997 = queryWeight, product of:
                1.4090999 = boost
                2.9137893 = idf(docFreq=6552, maxDocs=44421)
                0.02377106 = queryNorm
              0.31542695 = fieldWeight in 3219, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.9137893 = idf(docFreq=6552, maxDocs=44421)
                0.0625 = fieldNorm(doc=3219)
          0.021671891 = weight(abstract_txt:this in 3219) [ClassicSimilarity], result of:
            0.021671891 = score(doc=3219,freq=3.0), product of:
              0.08319902 = queryWeight, product of:
                1.45456 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.02377106 = queryNorm
              0.26048255 = fieldWeight in 3219, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.0625 = fieldNorm(doc=3219)
          0.16958581 = weight(abstract_txt:behavior in 3219) [ClassicSimilarity], result of:
            0.16958581 = score(doc=3219,freq=5.0), product of:
              0.23328178 = queryWeight, product of:
                1.886638 = boost
                5.2016807 = idf(docFreq=664, maxDocs=44421)
                0.02377106 = queryNorm
              0.72695696 = fieldWeight in 3219, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                5.2016807 = idf(docFreq=664, maxDocs=44421)
                0.0625 = fieldNorm(doc=3219)
          0.15224677 = weight(abstract_txt:model in 3219) [ClassicSimilarity], result of:
            0.15224677 = score(doc=3219,freq=5.0), product of:
              0.2735247 = queryWeight, product of:
                2.8890924 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.02377106 = queryNorm
              0.5566107 = fieldWeight in 3219, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.0625 = fieldNorm(doc=3219)
        0.36 = coord(9/25)