Document (#23081)

Author
Baldwin, J.F.
Martin, T.P.
Tzanavari, A.
Title
User modelling using conceptual graphs for intelligent agents
Source
Conceptual structures: logical, linguistic, and computational issues. 8th International Conference on Conceptual Structures, ICCS 2000, Darmstadt, Germany, August 14-18, 2000. Ed.: B. Ganter et al
Imprint
Berlin : Springer
Year
2000
Pages
S.193-206
Series
Lecture notes in computer science; vol.1867: Lecture notes on artificial intelligence
Abstract
We describe a novel inference method to help us deal with the problem of having sparse information about the user. The information we will have available for the user will form his/her model. That model will be represented in a conceptual graph format. We will also have gathered information about categories of users that share characteristics, preferences and interests. These will form the "prototypes", as we call them and will be represented in graphs as well. Because we will know significantly more about the prototypes, they will be the source where we will try to get the information we want for the user. This method has been implemented in FRIL

Similar documents (author)

  1. Martin, G.: Report on the Dewey Decimal Classification editorial Policy Committee (EPC) (1994) 4.58
    4.5825124 = sum of:
      4.5825124 = weight(author_txt:martin in 3417) [ClassicSimilarity], result of:
        4.5825124 = fieldWeight in 3417, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.33202 = idf(docFreq=78, maxDocs=44421)
          0.625 = fieldNorm(doc=3417)
    
  2. Martin, R.G.: Design considerations for an OPAC workstation : an introduction to specifications and a model configuration (1989) 4.58
    4.5825124 = sum of:
      4.5825124 = weight(author_txt:martin in 4074) [ClassicSimilarity], result of:
        4.5825124 = fieldWeight in 4074, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.33202 = idf(docFreq=78, maxDocs=44421)
          0.625 = fieldNorm(doc=4074)
    
  3. Martin, R.G.: OPAC workstation evaluation : the third time around (1992) 4.58
    4.5825124 = sum of:
      4.5825124 = weight(author_txt:martin in 4218) [ClassicSimilarity], result of:
        4.5825124 = fieldWeight in 4218, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.33202 = idf(docFreq=78, maxDocs=44421)
          0.625 = fieldNorm(doc=4218)
    
  4. Martin, B.: Knowledge management (2008) 4.58
    4.5825124 = sum of:
      4.5825124 = weight(author_txt:martin in 4229) [ClassicSimilarity], result of:
        4.5825124 = fieldWeight in 4229, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.33202 = idf(docFreq=78, maxDocs=44421)
          0.625 = fieldNorm(doc=4229)
    
  5. Martin, M.: Compact disc media evaluation : what we now know about disc quality (1993) 4.58
    4.5825124 = sum of:
      4.5825124 = weight(author_txt:martin in 4526) [ClassicSimilarity], result of:
        4.5825124 = fieldWeight in 4526, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.33202 = idf(docFreq=78, maxDocs=44421)
          0.625 = fieldNorm(doc=4526)
    

Similar documents (content)

  1. Zhao, Y.; Ma, F.; Xia, X.: Evaluating the coverage of entities in knowledge graphs behind general web search engines : Poster (2017) 0.19
    0.18645653 = sum of:
      0.18645653 = product of:
        0.6659162 = sum of:
          0.060233805 = weight(abstract_txt:graph in 4854) [ClassicSimilarity], result of:
            0.060233805 = score(doc=4854,freq=1.0), product of:
              0.14704682 = queryWeight, product of:
                1.0784084 = boost
                6.553973 = idf(docFreq=171, maxDocs=44421)
                0.020805 = queryNorm
              0.40962332 = fieldWeight in 4854, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.553973 = idf(docFreq=171, maxDocs=44421)
                0.0625 = fieldNorm(doc=4854)
          0.012112667 = weight(abstract_txt:information in 4854) [ClassicSimilarity], result of:
            0.012112667 = score(doc=4854,freq=1.0), product of:
              0.08012018 = queryWeight, product of:
                1.5920489 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.020805 = queryNorm
              0.15118122 = fieldWeight in 4854, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.0625 = fieldNorm(doc=4854)
          0.080513164 = weight(abstract_txt:represented in 4854) [ClassicSimilarity], result of:
            0.080513164 = score(doc=4854,freq=1.0), product of:
              0.22481054 = queryWeight, product of:
                1.8857268 = boost
                5.7302055 = idf(docFreq=391, maxDocs=44421)
                0.020805 = queryNorm
              0.35813785 = fieldWeight in 4854, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7302055 = idf(docFreq=391, maxDocs=44421)
                0.0625 = fieldNorm(doc=4854)
          0.03853819 = weight(abstract_txt:about in 4854) [ClassicSimilarity], result of:
            0.03853819 = score(doc=4854,freq=1.0), product of:
              0.1574696 = queryWeight, product of:
                1.9329225 = boost
                3.9157467 = idf(docFreq=2405, maxDocs=44421)
                0.020805 = queryNorm
              0.24473417 = fieldWeight in 4854, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.9157467 = idf(docFreq=2405, maxDocs=44421)
                0.0625 = fieldNorm(doc=4854)
          0.30327797 = weight(abstract_txt:graphs in 4854) [ClassicSimilarity], result of:
            0.30327797 = score(doc=4854,freq=4.0), product of:
              0.3428567 = queryWeight, product of:
                2.3287709 = boost
                7.0764947 = idf(docFreq=101, maxDocs=44421)
                0.020805 = queryNorm
              0.88456184 = fieldWeight in 4854, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                7.0764947 = idf(docFreq=101, maxDocs=44421)
                0.0625 = fieldNorm(doc=4854)
          0.06036041 = weight(abstract_txt:user in 4854) [ClassicSimilarity], result of:
            0.06036041 = score(doc=4854,freq=2.0), product of:
              0.18552689 = queryWeight, product of:
                2.4226398 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.020805 = queryNorm
              0.32534587 = fieldWeight in 4854, 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=4854)
          0.110879995 = weight(abstract_txt:will in 4854) [ClassicSimilarity], result of:
            0.110879995 = score(doc=4854,freq=1.0), product of:
              0.45942193 = queryWeight, product of:
                5.7185054 = boost
                3.8615482 = idf(docFreq=2539, maxDocs=44421)
                0.020805 = queryNorm
              0.24134676 = fieldWeight in 4854, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.8615482 = idf(docFreq=2539, maxDocs=44421)
                0.0625 = fieldNorm(doc=4854)
        0.28 = coord(7/25)
    
  2. Ellis, G.; Levinson, R.A.; Robinson, P.J.: Managing complex objects in Peirce (1994) 0.16
    0.15872605 = sum of:
      0.15872605 = product of:
        0.79363024 = sum of:
          0.10540916 = weight(abstract_txt:graph in 2081) [ClassicSimilarity], result of:
            0.10540916 = score(doc=2081,freq=1.0), product of:
              0.14704682 = queryWeight, product of:
                1.0784084 = boost
                6.553973 = idf(docFreq=171, maxDocs=44421)
                0.020805 = queryNorm
              0.7168408 = fieldWeight in 2081, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.553973 = idf(docFreq=171, maxDocs=44421)
                0.109375 = fieldNorm(doc=2081)
          0.10863025 = weight(abstract_txt:modelling in 2081) [ClassicSimilarity], result of:
            0.10863025 = score(doc=2081,freq=1.0), product of:
              0.1500274 = queryWeight, product of:
                1.089283 = boost
                6.6200633 = idf(docFreq=160, maxDocs=44421)
                0.020805 = queryNorm
              0.7240694 = fieldWeight in 2081, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.6200633 = idf(docFreq=160, maxDocs=44421)
                0.109375 = fieldNorm(doc=2081)
          0.029977322 = weight(abstract_txt:information in 2081) [ClassicSimilarity], result of:
            0.029977322 = score(doc=2081,freq=2.0), product of:
              0.08012018 = queryWeight, product of:
                1.5920489 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.020805 = queryNorm
              0.37415442 = fieldWeight in 2081, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.109375 = fieldNorm(doc=2081)
          0.17432621 = weight(abstract_txt:conceptual in 2081) [ClassicSimilarity], result of:
            0.17432621 = score(doc=2081,freq=4.0), product of:
              0.16321819 = queryWeight, product of:
                1.6067737 = boost
                4.8825436 = idf(docFreq=914, maxDocs=44421)
                0.020805 = queryNorm
              1.0680563 = fieldWeight in 2081, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.8825436 = idf(docFreq=914, maxDocs=44421)
                0.109375 = fieldNorm(doc=2081)
          0.3752873 = weight(abstract_txt:graphs in 2081) [ClassicSimilarity], result of:
            0.3752873 = score(doc=2081,freq=2.0), product of:
              0.3428567 = queryWeight, product of:
                2.3287709 = boost
                7.0764947 = idf(docFreq=101, maxDocs=44421)
                0.020805 = queryNorm
              1.0945894 = fieldWeight in 2081, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.0764947 = idf(docFreq=101, maxDocs=44421)
                0.109375 = fieldNorm(doc=2081)
        0.2 = coord(5/25)
    
  3. Kim, Y.W.; Kim, J.H.: ¬A model of knowledge based information retrieval with hierarchical concept graph (1990) 0.16
    0.15851468 = sum of:
      0.15851468 = product of:
        0.49535838 = sum of:
          0.024773197 = weight(abstract_txt:have in 3908) [ClassicSimilarity], result of:
            0.024773197 = score(doc=3908,freq=2.0), product of:
              0.07008259 = queryWeight, product of:
                1.0528718 = boost
                3.199388 = idf(docFreq=4924, maxDocs=44421)
                0.020805 = queryNorm
              0.35348576 = fieldWeight in 3908, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.199388 = idf(docFreq=4924, maxDocs=44421)
                0.078125 = fieldNorm(doc=3908)
          0.07529226 = weight(abstract_txt:graph in 3908) [ClassicSimilarity], result of:
            0.07529226 = score(doc=3908,freq=1.0), product of:
              0.14704682 = queryWeight, product of:
                1.0784084 = boost
                6.553973 = idf(docFreq=171, maxDocs=44421)
                0.020805 = queryNorm
              0.5120292 = fieldWeight in 3908, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.553973 = idf(docFreq=171, maxDocs=44421)
                0.078125 = fieldNorm(doc=3908)
          0.08940771 = weight(abstract_txt:model in 3908) [ClassicSimilarity], result of:
            0.08940771 = score(doc=3908,freq=7.0), product of:
              0.10860489 = queryWeight, product of:
                1.3106754 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.020805 = queryNorm
              0.8232384 = fieldWeight in 3908, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.078125 = fieldNorm(doc=3908)
          0.04870328 = weight(abstract_txt:method in 3908) [ClassicSimilarity], result of:
            0.04870328 = score(doc=3908,freq=1.0), product of:
              0.13857053 = queryWeight, product of:
                1.4804914 = boost
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.020805 = queryNorm
              0.35146925 = fieldWeight in 3908, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.078125 = fieldNorm(doc=3908)
          0.015140834 = weight(abstract_txt:information in 3908) [ClassicSimilarity], result of:
            0.015140834 = score(doc=3908,freq=1.0), product of:
              0.08012018 = queryWeight, product of:
                1.5920489 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.020805 = queryNorm
              0.18897653 = fieldWeight in 3908, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.078125 = fieldNorm(doc=3908)
          0.08804804 = weight(abstract_txt:conceptual in 3908) [ClassicSimilarity], result of:
            0.08804804 = score(doc=3908,freq=2.0), product of:
              0.16321819 = queryWeight, product of:
                1.6067737 = boost
                4.8825436 = idf(docFreq=914, maxDocs=44421)
                0.020805 = queryNorm
              0.53944993 = fieldWeight in 3908, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.8825436 = idf(docFreq=914, maxDocs=44421)
                0.078125 = fieldNorm(doc=3908)
          0.10064145 = weight(abstract_txt:represented in 3908) [ClassicSimilarity], result of:
            0.10064145 = score(doc=3908,freq=1.0), product of:
              0.22481054 = queryWeight, product of:
                1.8857268 = boost
                5.7302055 = idf(docFreq=391, maxDocs=44421)
                0.020805 = queryNorm
              0.4476723 = fieldWeight in 3908, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7302055 = idf(docFreq=391, maxDocs=44421)
                0.078125 = fieldNorm(doc=3908)
          0.05335157 = weight(abstract_txt:user in 3908) [ClassicSimilarity], result of:
            0.05335157 = score(doc=3908,freq=1.0), product of:
              0.18552689 = queryWeight, product of:
                2.4226398 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.020805 = queryNorm
              0.28756785 = fieldWeight in 3908, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.078125 = fieldNorm(doc=3908)
        0.32 = coord(8/25)
    
  4. Vocht, L. De: Exploring semantic relationships in the Web of Data : Semantische relaties verkennen in data op het web (2017) 0.16
    0.15627766 = sum of:
      0.15627766 = product of:
        0.39069414 = sum of:
          0.021514583 = weight(abstract_txt:know in 232) [ClassicSimilarity], result of:
            0.021514583 = score(doc=232,freq=1.0), product of:
              0.12844938 = queryWeight, product of:
                1.0079093 = boost
                6.1255183 = idf(docFreq=263, maxDocs=44421)
                0.020805 = queryNorm
              0.16749464 = fieldWeight in 232, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1255183 = idf(docFreq=263, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
          0.037168957 = weight(abstract_txt:want in 232) [ClassicSimilarity], result of:
            0.037168957 = score(doc=232,freq=2.0), product of:
              0.1467868 = queryWeight, product of:
                1.0774544 = boost
                6.548176 = idf(docFreq=172, maxDocs=44421)
                0.020805 = queryNorm
              0.2532173 = fieldWeight in 232, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.548176 = idf(docFreq=172, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
          0.02635229 = weight(abstract_txt:graph in 232) [ClassicSimilarity], result of:
            0.02635229 = score(doc=232,freq=1.0), product of:
              0.14704682 = queryWeight, product of:
                1.0784084 = boost
                6.553973 = idf(docFreq=171, maxDocs=44421)
                0.020805 = queryNorm
              0.1792102 = fieldWeight in 232, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.553973 = idf(docFreq=171, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
          0.0118275285 = weight(abstract_txt:model in 232) [ClassicSimilarity], result of:
            0.0118275285 = score(doc=232,freq=1.0), product of:
              0.10860489 = queryWeight, product of:
                1.3106754 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.020805 = queryNorm
              0.1089042 = fieldWeight in 232, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
          0.014020608 = weight(abstract_txt:information in 232) [ClassicSimilarity], result of:
            0.014020608 = score(doc=232,freq=7.0), product of:
              0.08012018 = queryWeight, product of:
                1.5920489 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.020805 = queryNorm
              0.1749947 = fieldWeight in 232, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
          0.06101064 = weight(abstract_txt:represented in 232) [ClassicSimilarity], result of:
            0.06101064 = score(doc=232,freq=3.0), product of:
              0.22481054 = queryWeight, product of:
                1.8857268 = boost
                5.7302055 = idf(docFreq=391, maxDocs=44421)
                0.020805 = queryNorm
              0.27138692 = fieldWeight in 232, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.7302055 = idf(docFreq=391, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
          0.037701134 = weight(abstract_txt:about in 232) [ClassicSimilarity], result of:
            0.037701134 = score(doc=232,freq=5.0), product of:
              0.1574696 = queryWeight, product of:
                1.9329225 = boost
                3.9157467 = idf(docFreq=2405, maxDocs=44421)
                0.020805 = queryNorm
              0.23941848 = fieldWeight in 232, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.9157467 = idf(docFreq=2405, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
          0.09382182 = weight(abstract_txt:graphs in 232) [ClassicSimilarity], result of:
            0.09382182 = score(doc=232,freq=2.0), product of:
              0.3428567 = queryWeight, product of:
                2.3287709 = boost
                7.0764947 = idf(docFreq=101, maxDocs=44421)
                0.020805 = queryNorm
              0.27364734 = fieldWeight in 232, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.0764947 = idf(docFreq=101, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
          0.01867305 = weight(abstract_txt:user in 232) [ClassicSimilarity], result of:
            0.01867305 = score(doc=232,freq=1.0), product of:
              0.18552689 = queryWeight, product of:
                2.4226398 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.020805 = queryNorm
              0.100648746 = fieldWeight in 232, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
          0.0686035 = weight(abstract_txt:will in 232) [ClassicSimilarity], result of:
            0.0686035 = score(doc=232,freq=2.0), product of:
              0.45942193 = queryWeight, product of:
                5.7185054 = boost
                3.8615482 = idf(docFreq=2539, maxDocs=44421)
                0.020805 = queryNorm
              0.1493257 = fieldWeight in 232, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.8615482 = idf(docFreq=2539, maxDocs=44421)
                0.02734375 = fieldNorm(doc=232)
        0.4 = coord(10/25)
    
  5. Kelley, D.: Relevance feedback : getting to know your user (2008) 0.15
    0.14591418 = sum of:
      0.14591418 = product of:
        0.5211221 = sum of:
          0.04917619 = weight(abstract_txt:know in 2924) [ClassicSimilarity], result of:
            0.04917619 = score(doc=2924,freq=1.0), product of:
              0.12844938 = queryWeight, product of:
                1.0079093 = boost
                6.1255183 = idf(docFreq=263, maxDocs=44421)
                0.020805 = queryNorm
              0.3828449 = fieldWeight in 2924, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1255183 = idf(docFreq=263, maxDocs=44421)
                0.0625 = fieldNorm(doc=2924)
          0.079067156 = weight(abstract_txt:interests in 2924) [ClassicSimilarity], result of:
            0.079067156 = score(doc=2924,freq=2.0), product of:
              0.13992098 = queryWeight, product of:
                1.0519543 = boost
                6.3932 = idf(docFreq=201, maxDocs=44421)
                0.020805 = queryNorm
              0.56508434 = fieldWeight in 2924, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.3932 = idf(docFreq=201, maxDocs=44421)
                0.0625 = fieldNorm(doc=2924)
          0.06172778 = weight(abstract_txt:preferences in 2924) [ClassicSimilarity], result of:
            0.06172778 = score(doc=2924,freq=1.0), product of:
              0.14946833 = queryWeight, product of:
                1.0872515 = boost
                6.6077175 = idf(docFreq=162, maxDocs=44421)
                0.020805 = queryNorm
              0.41298234 = fieldWeight in 2924, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.6077175 = idf(docFreq=162, maxDocs=44421)
                0.0625 = fieldNorm(doc=2924)
          0.029669855 = weight(abstract_txt:information in 2924) [ClassicSimilarity], result of:
            0.029669855 = score(doc=2924,freq=6.0), product of:
              0.08012018 = queryWeight, product of:
                1.5920489 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.020805 = queryNorm
              0.37031686 = fieldWeight in 2924, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.0625 = fieldNorm(doc=2924)
          0.0667501 = weight(abstract_txt:about in 2924) [ClassicSimilarity], result of:
            0.0667501 = score(doc=2924,freq=3.0), product of:
              0.1574696 = queryWeight, product of:
                1.9329225 = boost
                3.9157467 = idf(docFreq=2405, maxDocs=44421)
                0.020805 = queryNorm
              0.423892 = fieldWeight in 2924, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.9157467 = idf(docFreq=2405, maxDocs=44421)
                0.0625 = fieldNorm(doc=2924)
          0.042681254 = weight(abstract_txt:user in 2924) [ClassicSimilarity], result of:
            0.042681254 = score(doc=2924,freq=1.0), product of:
              0.18552689 = queryWeight, product of:
                2.4226398 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.020805 = queryNorm
              0.23005427 = fieldWeight in 2924, 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=2924)
          0.19204977 = weight(abstract_txt:will in 2924) [ClassicSimilarity], result of:
            0.19204977 = score(doc=2924,freq=3.0), product of:
              0.45942193 = queryWeight, product of:
                5.7185054 = boost
                3.8615482 = idf(docFreq=2539, maxDocs=44421)
                0.020805 = queryNorm
              0.41802484 = fieldWeight in 2924, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.8615482 = idf(docFreq=2539, maxDocs=44421)
                0.0625 = fieldNorm(doc=2924)
        0.28 = coord(7/25)