Document (#39688)

Author
Colace, F.
Santo, M. De
Greco, L.
Napoletano, P.
Title
Weighted word pairs for query expansion
Source
Information processing and management. 51(2015) no.1, S.179-193
Year
2015
Abstract
This paper proposes a novel query expansion method to improve accuracy of text retrieval systems. Our method makes use of a minimal relevance feedback to expand the initial query with a structured representation composed of weighted pairs of words. Such a structure is obtained from the relevance feedback through a method for pairs of words selection based on the Probabilistic Topic Model. We compared our method with other baseline query expansion schemes and methods. Evaluations performed on TREC-8 demonstrated the effectiveness of the proposed method with respect to the baseline.
Content
Vgl.: doi: 10.1016/j.ipm.2014.07.004.
Theme
Computerlinguistik
Semantisches Umfeld in Indexierung u. Retrieval

Similar documents (content)

  1. Colace, F.; Santo, M. de; Greco, L.; Napoletano, P.: Improving relevance feedback-based query expansion by the use of a weighted word pairs approach (2015) 0.84
    0.8449701 = sum of:
      0.8449701 = product of:
        1.6249425 = sum of:
          0.047895756 = weight(abstract_txt:initial in 3263) [ClassicSimilarity], result of:
            0.047895756 = score(doc=3263,freq=1.0), product of:
              0.105472036 = queryWeight, product of:
                1.0527287 = boost
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.017236585 = queryNorm
              0.45410857 = fieldWeight in 3263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.052972637 = weight(abstract_txt:demonstrated in 3263) [ClassicSimilarity], result of:
            0.052972637 = score(doc=3263,freq=1.0), product of:
              0.112799466 = queryWeight, product of:
                1.0886827 = boost
                6.011108 = idf(docFreq=295, maxDocs=44421)
                0.017236585 = queryNorm
              0.4696178 = fieldWeight in 3263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.011108 = idf(docFreq=295, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.07283396 = weight(abstract_txt:evaluations in 3263) [ClassicSimilarity], result of:
            0.07283396 = score(doc=3263,freq=1.0), product of:
              0.13947465 = queryWeight, product of:
                1.2105854 = boost
                6.684188 = idf(docFreq=150, maxDocs=44421)
                0.017236585 = queryNorm
              0.5222022 = fieldWeight in 3263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.684188 = idf(docFreq=150, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.07349192 = weight(abstract_txt:trec in 3263) [ClassicSimilarity], result of:
            0.07349192 = score(doc=3263,freq=1.0), product of:
              0.14031337 = queryWeight, product of:
                1.2142198 = boost
                6.704255 = idf(docFreq=147, maxDocs=44421)
                0.017236585 = queryNorm
              0.5237699 = fieldWeight in 3263, 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=3263)
          0.019709546 = weight(abstract_txt:with in 3263) [ClassicSimilarity], result of:
            0.019709546 = score(doc=3263,freq=3.0), product of:
              0.058352176 = queryWeight, product of:
                1.3562412 = boost
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.017236585 = queryNorm
              0.33776882 = fieldWeight in 3263, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.0584299 = weight(abstract_txt:relevance in 3263) [ClassicSimilarity], result of:
            0.0584299 = score(doc=3263,freq=1.0), product of:
              0.15171881 = queryWeight, product of:
                1.785593 = boost
                4.929532 = idf(docFreq=872, maxDocs=44421)
                0.017236585 = queryNorm
              0.38511968 = fieldWeight in 3263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.929532 = idf(docFreq=872, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.14453211 = weight(abstract_txt:feedback in 3263) [ClassicSimilarity], result of:
            0.14453211 = score(doc=3263,freq=2.0), product of:
              0.22024982 = queryWeight, product of:
                2.151397 = boost
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.017236585 = queryNorm
              0.656219 = fieldWeight in 3263, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.15782467 = weight(abstract_txt:baseline in 3263) [ClassicSimilarity], result of:
            0.15782467 = score(doc=3263,freq=1.0), product of:
              0.29426092 = queryWeight, product of:
                2.4867325 = boost
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.017236585 = queryNorm
              0.5363426 = fieldWeight in 3263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.23136061 = weight(abstract_txt:weighted in 3263) [ClassicSimilarity], result of:
            0.23136061 = score(doc=3263,freq=2.0), product of:
              0.30139238 = queryWeight, product of:
                2.5166852 = boost
                6.9478774 = idf(docFreq=115, maxDocs=44421)
                0.017236585 = queryNorm
              0.7676392 = fieldWeight in 3263, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.9478774 = idf(docFreq=115, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.16662532 = weight(abstract_txt:expansion in 3263) [ClassicSimilarity], result of:
            0.16662532 = score(doc=3263,freq=1.0), product of:
              0.3492532 = queryWeight, product of:
                3.318017 = boost
                6.106756 = idf(docFreq=268, maxDocs=44421)
                0.017236585 = queryNorm
              0.47709033 = fieldWeight in 3263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.106756 = idf(docFreq=268, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.14827752 = weight(abstract_txt:query in 3263) [ClassicSimilarity], result of:
            0.14827752 = score(doc=3263,freq=2.0), product of:
              0.28227097 = queryWeight, product of:
                3.4443786 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.017236585 = queryNorm
              0.52530205 = fieldWeight in 3263, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.22892368 = weight(abstract_txt:pairs in 3263) [ClassicSimilarity], result of:
            0.22892368 = score(doc=3263,freq=1.0), product of:
              0.4316253 = queryWeight, product of:
                3.6886024 = boost
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.017236585 = queryNorm
              0.53037596 = fieldWeight in 3263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
          0.22206491 = weight(abstract_txt:method in 3263) [ClassicSimilarity], result of:
            0.22206491 = score(doc=3263,freq=4.0), product of:
              0.31590945 = queryWeight, product of:
                4.073935 = boost
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.017236585 = queryNorm
              0.7029385 = fieldWeight in 3263, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.078125 = fieldNorm(doc=3263)
        0.52 = coord(13/25)
    
  2. Dang, E.K.F.; Luk, R.W.P.; Allan, J.: ¬A context-dependent relevance model (2016) 0.39
    0.3865219 = sum of:
      0.3865219 = product of:
        0.9663047 = sum of:
          0.04237811 = weight(abstract_txt:demonstrated in 3778) [ClassicSimilarity], result of:
            0.04237811 = score(doc=3778,freq=1.0), product of:
              0.112799466 = queryWeight, product of:
                1.0886827 = boost
                6.011108 = idf(docFreq=295, maxDocs=44421)
                0.017236585 = queryNorm
              0.37569425 = fieldWeight in 3778, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.011108 = idf(docFreq=295, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
          0.05879354 = weight(abstract_txt:trec in 3778) [ClassicSimilarity], result of:
            0.05879354 = score(doc=3778,freq=1.0), product of:
              0.14031337 = queryWeight, product of:
                1.2142198 = boost
                6.704255 = idf(docFreq=147, maxDocs=44421)
                0.017236585 = queryNorm
              0.41901594 = fieldWeight in 3778, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.704255 = idf(docFreq=147, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
          0.009103449 = weight(abstract_txt:with in 3778) [ClassicSimilarity], result of:
            0.009103449 = score(doc=3778,freq=1.0), product of:
              0.058352176 = queryWeight, product of:
                1.3562412 = boost
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.017236585 = queryNorm
              0.15600874 = fieldWeight in 3778, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
          0.104522586 = weight(abstract_txt:relevance in 3778) [ClassicSimilarity], result of:
            0.104522586 = score(doc=3778,freq=5.0), product of:
              0.15171881 = queryWeight, product of:
                1.785593 = boost
                4.929532 = idf(docFreq=872, maxDocs=44421)
                0.017236585 = queryNorm
              0.68892306 = fieldWeight in 3778, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                4.929532 = idf(docFreq=872, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
          0.059949923 = weight(abstract_txt:words in 3778) [ClassicSimilarity], result of:
            0.059949923 = score(doc=3778,freq=1.0), product of:
              0.17909428 = queryWeight, product of:
                1.9400085 = boost
                5.355831 = idf(docFreq=569, maxDocs=44421)
                0.017236585 = queryNorm
              0.33473945 = fieldWeight in 3778, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.355831 = idf(docFreq=569, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
          0.16351943 = weight(abstract_txt:feedback in 3778) [ClassicSimilarity], result of:
            0.16351943 = score(doc=3778,freq=4.0), product of:
              0.22024982 = queryWeight, product of:
                2.151397 = boost
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.017236585 = queryNorm
              0.74242705 = fieldWeight in 3778, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
          0.12625974 = weight(abstract_txt:baseline in 3778) [ClassicSimilarity], result of:
            0.12625974 = score(doc=3778,freq=1.0), product of:
              0.29426092 = queryWeight, product of:
                2.4867325 = boost
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.017236585 = queryNorm
              0.4290741 = fieldWeight in 3778, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
          0.13087733 = weight(abstract_txt:weighted in 3778) [ClassicSimilarity], result of:
            0.13087733 = score(doc=3778,freq=1.0), product of:
              0.30139238 = queryWeight, product of:
                2.5166852 = boost
                6.9478774 = idf(docFreq=115, maxDocs=44421)
                0.017236585 = queryNorm
              0.43424234 = fieldWeight in 3778, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.9478774 = idf(docFreq=115, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
          0.14528172 = weight(abstract_txt:query in 3778) [ClassicSimilarity], result of:
            0.14528172 = score(doc=3778,freq=3.0), product of:
              0.28227097 = queryWeight, product of:
                3.4443786 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.017236585 = queryNorm
              0.51468885 = fieldWeight in 3778, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
          0.12561889 = weight(abstract_txt:method in 3778) [ClassicSimilarity], result of:
            0.12561889 = score(doc=3778,freq=2.0), product of:
              0.31590945 = queryWeight, product of:
                4.073935 = boost
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.017236585 = queryNorm
              0.39764208 = fieldWeight in 3778, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.0625 = fieldNorm(doc=3778)
        0.4 = coord(10/25)
    
  3. Efthimiadis, E.N.: Interactive query expansion : a user-based evaluation in a relevance feedback environment (2000) 0.35
    0.35106325 = sum of:
      0.35106325 = product of:
        1.0970727 = sum of:
          0.058070514 = weight(abstract_txt:initial in 6701) [ClassicSimilarity], result of:
            0.058070514 = score(doc=6701,freq=3.0), product of:
              0.105472036 = queryWeight, product of:
                1.0527287 = boost
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.017236585 = queryNorm
              0.55057734 = fieldWeight in 6701, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.0546875 = fieldNorm(doc=6701)
          0.05098377 = weight(abstract_txt:evaluations in 6701) [ClassicSimilarity], result of:
            0.05098377 = score(doc=6701,freq=1.0), product of:
              0.13947465 = queryWeight, product of:
                1.2105854 = boost
                6.684188 = idf(docFreq=150, maxDocs=44421)
                0.017236585 = queryNorm
              0.36554152 = fieldWeight in 6701, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.684188 = idf(docFreq=150, maxDocs=44421)
                0.0546875 = fieldNorm(doc=6701)
          0.007965518 = weight(abstract_txt:with in 6701) [ClassicSimilarity], result of:
            0.007965518 = score(doc=6701,freq=1.0), product of:
              0.058352176 = queryWeight, product of:
                1.3562412 = boost
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.017236585 = queryNorm
              0.13650765 = fieldWeight in 6701, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.0546875 = fieldNorm(doc=6701)
          0.07084248 = weight(abstract_txt:relevance in 6701) [ClassicSimilarity], result of:
            0.07084248 = score(doc=6701,freq=3.0), product of:
              0.15171881 = queryWeight, product of:
                1.785593 = boost
                4.929532 = idf(docFreq=872, maxDocs=44421)
                0.017236585 = queryNorm
              0.46693277 = fieldWeight in 6701, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.929532 = idf(docFreq=872, maxDocs=44421)
                0.0546875 = fieldNorm(doc=6701)
          0.07153975 = weight(abstract_txt:feedback in 6701) [ClassicSimilarity], result of:
            0.07153975 = score(doc=6701,freq=1.0), product of:
              0.22024982 = queryWeight, product of:
                2.151397 = boost
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.017236585 = queryNorm
              0.32481185 = fieldWeight in 6701, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.0546875 = fieldNorm(doc=6701)
          0.11451767 = weight(abstract_txt:weighted in 6701) [ClassicSimilarity], result of:
            0.11451767 = score(doc=6701,freq=1.0), product of:
              0.30139238 = queryWeight, product of:
                2.5166852 = boost
                6.9478774 = idf(docFreq=115, maxDocs=44421)
                0.017236585 = queryNorm
              0.37996206 = fieldWeight in 6701, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.9478774 = idf(docFreq=115, maxDocs=44421)
                0.0546875 = fieldNorm(doc=6701)
          0.4205433 = weight(abstract_txt:expansion in 6701) [ClassicSimilarity], result of:
            0.4205433 = score(doc=6701,freq=13.0), product of:
              0.3492532 = queryWeight, product of:
                3.318017 = boost
                6.106756 = idf(docFreq=268, maxDocs=44421)
                0.017236585 = queryNorm
              1.2041216 = fieldWeight in 6701, product of:
                3.6055512 = tf(freq=13.0), with freq of:
                  13.0 = termFreq=13.0
                6.106756 = idf(docFreq=268, maxDocs=44421)
                0.0546875 = fieldNorm(doc=6701)
          0.30260968 = weight(abstract_txt:query in 6701) [ClassicSimilarity], result of:
            0.30260968 = score(doc=6701,freq=17.0), product of:
              0.28227097 = queryWeight, product of:
                3.4443786 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.017236585 = queryNorm
              1.0720539 = fieldWeight in 6701, product of:
                4.1231055 = tf(freq=17.0), with freq of:
                  17.0 = termFreq=17.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.0546875 = fieldNorm(doc=6701)
        0.32 = coord(8/25)
    
  4. Vechtomova, O.; Karamuftuoglu, M.: Lexical cohesion and term proximity in document ranking (2008) 0.35
    0.34625754 = sum of:
      0.34625754 = product of:
        1.0820549 = sum of:
          0.08819032 = weight(abstract_txt:trec in 3101) [ClassicSimilarity], result of:
            0.08819032 = score(doc=3101,freq=1.0), product of:
              0.14031337 = queryWeight, product of:
                1.2142198 = boost
                6.704255 = idf(docFreq=147, maxDocs=44421)
                0.017236585 = queryNorm
              0.62852395 = fieldWeight in 3101, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.704255 = idf(docFreq=147, maxDocs=44421)
                0.09375 = fieldNorm(doc=3101)
          0.0136551745 = weight(abstract_txt:with in 3101) [ClassicSimilarity], result of:
            0.0136551745 = score(doc=3101,freq=1.0), product of:
              0.058352176 = queryWeight, product of:
                1.3562412 = boost
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.017236585 = queryNorm
              0.23401311 = fieldWeight in 3101, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.09375 = fieldNorm(doc=3101)
          0.07011588 = weight(abstract_txt:relevance in 3101) [ClassicSimilarity], result of:
            0.07011588 = score(doc=3101,freq=1.0), product of:
              0.15171881 = queryWeight, product of:
                1.785593 = boost
                4.929532 = idf(docFreq=872, maxDocs=44421)
                0.017236585 = queryNorm
              0.46214363 = fieldWeight in 3101, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.929532 = idf(docFreq=872, maxDocs=44421)
                0.09375 = fieldNorm(doc=3101)
          0.08992488 = weight(abstract_txt:words in 3101) [ClassicSimilarity], result of:
            0.08992488 = score(doc=3101,freq=1.0), product of:
              0.17909428 = queryWeight, product of:
                1.9400085 = boost
                5.355831 = idf(docFreq=569, maxDocs=44421)
                0.017236585 = queryNorm
              0.50210917 = fieldWeight in 3101, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.355831 = idf(docFreq=569, maxDocs=44421)
                0.09375 = fieldNorm(doc=3101)
          0.12263957 = weight(abstract_txt:feedback in 3101) [ClassicSimilarity], result of:
            0.12263957 = score(doc=3101,freq=1.0), product of:
              0.22024982 = queryWeight, product of:
                2.151397 = boost
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.017236585 = queryNorm
              0.5568203 = fieldWeight in 3101, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.09375 = fieldNorm(doc=3101)
          0.18938962 = weight(abstract_txt:baseline in 3101) [ClassicSimilarity], result of:
            0.18938962 = score(doc=3101,freq=1.0), product of:
              0.29426092 = queryWeight, product of:
                2.4867325 = boost
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.017236585 = queryNorm
              0.6436112 = fieldWeight in 3101, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.09375 = fieldNorm(doc=3101)
          0.1999504 = weight(abstract_txt:expansion in 3101) [ClassicSimilarity], result of:
            0.1999504 = score(doc=3101,freq=1.0), product of:
              0.3492532 = queryWeight, product of:
                3.318017 = boost
                6.106756 = idf(docFreq=268, maxDocs=44421)
                0.017236585 = queryNorm
              0.5725084 = fieldWeight in 3101, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.106756 = idf(docFreq=268, maxDocs=44421)
                0.09375 = fieldNorm(doc=3101)
          0.30818906 = weight(abstract_txt:query in 3101) [ClassicSimilarity], result of:
            0.30818906 = score(doc=3101,freq=6.0), product of:
              0.28227097 = queryWeight, product of:
                3.4443786 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.017236585 = queryNorm
              1.0918199 = fieldWeight in 3101, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.09375 = fieldNorm(doc=3101)
        0.32 = coord(8/25)
    
  5. Vechtomova, O.; Karamuftuoglu, M.: Elicitation and use of relevance feedback information (2006) 0.33
    0.3309363 = sum of:
      0.3309363 = product of:
        1.034176 = sum of:
          0.057474907 = weight(abstract_txt:initial in 1966) [ClassicSimilarity], result of:
            0.057474907 = score(doc=1966,freq=1.0), product of:
              0.105472036 = queryWeight, product of:
                1.0527287 = boost
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.017236585 = queryNorm
              0.5449303 = fieldWeight in 1966, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.09375 = fieldNorm(doc=1966)
          0.06181195 = weight(abstract_txt:accuracy in 1966) [ClassicSimilarity], result of:
            0.06181195 = score(doc=1966,freq=1.0), product of:
              0.110713385 = queryWeight, product of:
                1.0785688 = boost
                5.9552646 = idf(docFreq=312, maxDocs=44421)
                0.017236585 = queryNorm
              0.55830604 = fieldWeight in 1966, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.9552646 = idf(docFreq=312, maxDocs=44421)
                0.09375 = fieldNorm(doc=1966)
          0.124719925 = weight(abstract_txt:trec in 1966) [ClassicSimilarity], result of:
            0.124719925 = score(doc=1966,freq=2.0), product of:
              0.14031337 = queryWeight, product of:
                1.2142198 = boost
                6.704255 = idf(docFreq=147, maxDocs=44421)
                0.017236585 = queryNorm
              0.888867 = fieldWeight in 1966, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.704255 = idf(docFreq=147, maxDocs=44421)
                0.09375 = fieldNorm(doc=1966)
          0.10121791 = weight(abstract_txt:expand in 1966) [ClassicSimilarity], result of:
            0.10121791 = score(doc=1966,freq=1.0), product of:
              0.15381195 = queryWeight, product of:
                1.2712847 = boost
                7.019336 = idf(docFreq=107, maxDocs=44421)
                0.017236585 = queryNorm
              0.65806276 = fieldWeight in 1966, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.019336 = idf(docFreq=107, maxDocs=44421)
                0.09375 = fieldNorm(doc=1966)
          0.12263957 = weight(abstract_txt:feedback in 1966) [ClassicSimilarity], result of:
            0.12263957 = score(doc=1966,freq=1.0), product of:
              0.22024982 = queryWeight, product of:
                2.151397 = boost
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.017236585 = queryNorm
              0.5568203 = fieldWeight in 1966, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.9394164 = idf(docFreq=317, maxDocs=44421)
                0.09375 = fieldNorm(doc=1966)
          0.1999504 = weight(abstract_txt:expansion in 1966) [ClassicSimilarity], result of:
            0.1999504 = score(doc=1966,freq=1.0), product of:
              0.3492532 = queryWeight, product of:
                3.318017 = boost
                6.106756 = idf(docFreq=268, maxDocs=44421)
                0.017236585 = queryNorm
              0.5725084 = fieldWeight in 1966, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.106756 = idf(docFreq=268, maxDocs=44421)
                0.09375 = fieldNorm(doc=1966)
          0.17793304 = weight(abstract_txt:query in 1966) [ClassicSimilarity], result of:
            0.17793304 = score(doc=1966,freq=2.0), product of:
              0.28227097 = queryWeight, product of:
                3.4443786 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.017236585 = queryNorm
              0.6303625 = fieldWeight in 1966, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.09375 = fieldNorm(doc=1966)
          0.18842833 = weight(abstract_txt:method in 1966) [ClassicSimilarity], result of:
            0.18842833 = score(doc=1966,freq=2.0), product of:
              0.31590945 = queryWeight, product of:
                4.073935 = boost
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.017236585 = queryNorm
              0.5964631 = fieldWeight in 1966, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.09375 = fieldNorm(doc=1966)
        0.32 = coord(8/25)