Document (#39705)

Author
Yan, E.
Ding, Y.
Title
Discovering author impact : a PageRank perspective
Source
Information processing and management. 47(2011) no.1, S.125-134
Year
2011
Abstract
This article provides an alternative perspective for measuring author impact by applying PageRank algorithm to a coauthorship network. A weighted PageRank algorithm considering citation and coauthorship network topology is proposed. We test this algorithm under different damping factors by evaluating author impact in the informetrics research community. In addition, we also compare this weighted PageRank with the h-index, citation, and program committee (PC) membership of the International Society for Scientometrics and Informetrics (ISSI) conferences. Findings show that this weighted PageRank algorithm provides reliable results in measuring author impact.
Theme
Informetrie
Object
PageRank

Similar documents (author)

  1. Ding, Y.: Visualization of intellectual structure in information retrieval : author cocitation analysis (1998) 4.77
    4.7727776 = sum of:
      4.7727776 = weight(author_txt:ding in 2792) [ClassicSimilarity], result of:
        4.7727776 = fieldWeight in 2792, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.636444 = idf(docFreq=57, maxDocs=44218)
          0.625 = fieldNorm(doc=2792)
    
  2. Ding, Y.: Scholarly communication and bibliometrics : Part 1: The scholarly communication model: literature review (1998) 4.77
    4.7727776 = sum of:
      4.7727776 = weight(author_txt:ding in 3995) [ClassicSimilarity], result of:
        4.7727776 = fieldWeight in 3995, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.636444 = idf(docFreq=57, maxDocs=44218)
          0.625 = fieldNorm(doc=3995)
    
  3. Ding, C.H.Q.: ¬A probabilistic model for Latent Semantic Indexing (2005) 4.77
    4.7727776 = sum of:
      4.7727776 = weight(author_txt:ding in 3459) [ClassicSimilarity], result of:
        4.7727776 = fieldWeight in 3459, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.636444 = idf(docFreq=57, maxDocs=44218)
          0.625 = fieldNorm(doc=3459)
    
  4. Ding, Y.: ¬A review of ontologies with the Semantic Web in view (2001) 4.77
    4.7727776 = sum of:
      4.7727776 = weight(author_txt:ding in 4152) [ClassicSimilarity], result of:
        4.7727776 = fieldWeight in 4152, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.636444 = idf(docFreq=57, maxDocs=44218)
          0.625 = fieldNorm(doc=4152)
    
  5. Ding, Y.: Applying weighted PageRank to author citation networks (2011) 4.77
    4.7727776 = sum of:
      4.7727776 = weight(author_txt:ding in 4188) [ClassicSimilarity], result of:
        4.7727776 = fieldWeight in 4188, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.636444 = idf(docFreq=57, maxDocs=44218)
          0.625 = fieldNorm(doc=4188)
    

Similar documents (content)

  1. Ding, Y.; Yan, E.; Frazho, A.; Caverlee, J.: PageRank for ranking authors in co-citation networks (2009) 0.62
    0.61927694 = sum of:
      0.61927694 = product of:
        1.7202137 = sum of:
          0.045634314 = weight(abstract_txt:network in 3161) [ClassicSimilarity], result of:
            0.045634314 = score(doc=3161,freq=3.0), product of:
              0.091173574 = queryWeight, product of:
                1.6243167 = boost
                4.6236176 = idf(docFreq=1179, maxDocs=44218)
                0.012139935 = queryNorm
              0.5005213 = fieldWeight in 3161, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.6236176 = idf(docFreq=1179, maxDocs=44218)
                0.0625 = fieldNorm(doc=3161)
          0.0074902545 = weight(abstract_txt:this in 3161) [ClassicSimilarity], result of:
            0.0074902545 = score(doc=3161,freq=1.0), product of:
              0.049665645 = queryWeight, product of:
                1.6954277 = boost
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.012139935 = queryNorm
              0.1508136 = fieldWeight in 3161, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.0625 = fieldNorm(doc=3161)
          0.2140229 = weight(abstract_txt:damping in 3161) [ClassicSimilarity], result of:
            0.2140229 = score(doc=3161,freq=3.0), product of:
              0.20275494 = queryWeight, product of:
                1.7128011 = boost
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.012139935 = queryNorm
              1.0555743 = fieldWeight in 3161, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.0625 = fieldNorm(doc=3161)
          0.076661244 = weight(abstract_txt:citation in 3161) [ClassicSimilarity], result of:
            0.076661244 = score(doc=3161,freq=6.0), product of:
              0.102262214 = queryWeight, product of:
                1.7202588 = boost
                4.896717 = idf(docFreq=897, maxDocs=44218)
                0.012139935 = queryNorm
              0.7496537 = fieldWeight in 3161, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.896717 = idf(docFreq=897, maxDocs=44218)
                0.0625 = fieldNorm(doc=3161)
          0.05147967 = weight(abstract_txt:impact in 3161) [ClassicSimilarity], result of:
            0.05147967 = score(doc=3161,freq=1.0), product of:
              0.1795349 = queryWeight, product of:
                3.223485 = boost
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.012139935 = queryNorm
              0.28673908 = fieldWeight in 3161, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.0625 = fieldNorm(doc=3161)
          0.11389577 = weight(abstract_txt:author in 3161) [ClassicSimilarity], result of:
            0.11389577 = score(doc=3161,freq=3.0), product of:
              0.21136011 = queryWeight, product of:
                3.4975402 = boost
                4.9778743 = idf(docFreq=827, maxDocs=44218)
                0.012139935 = queryNorm
              0.5388707 = fieldWeight in 3161, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.9778743 = idf(docFreq=827, maxDocs=44218)
                0.0625 = fieldNorm(doc=3161)
          0.23355742 = weight(abstract_txt:weighted in 3161) [ClassicSimilarity], result of:
            0.23355742 = score(doc=3161,freq=3.0), product of:
              0.30995655 = queryWeight, product of:
                3.6680245 = boost
                6.9606886 = idf(docFreq=113, maxDocs=44218)
                0.012139935 = queryNorm
              0.7535166 = fieldWeight in 3161, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.9606886 = idf(docFreq=113, maxDocs=44218)
                0.0625 = fieldNorm(doc=3161)
          0.099009916 = weight(abstract_txt:algorithm in 3161) [ClassicSimilarity], result of:
            0.099009916 = score(doc=3161,freq=1.0), product of:
              0.2776584 = queryWeight, product of:
                4.0087285 = boost
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.012139935 = queryNorm
              0.35658893 = fieldWeight in 3161, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.0625 = fieldNorm(doc=3161)
          0.8784622 = weight(abstract_txt:pagerank in 3161) [ClassicSimilarity], result of:
            0.8784622 = score(doc=3161,freq=9.0), product of:
              0.6162585 = queryWeight, product of:
                6.677097 = boost
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.012139935 = queryNorm
              1.4254768 = fieldWeight in 3161, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.0625 = fieldNorm(doc=3161)
        0.36 = coord(9/25)
    
  2. Yan, E.; Ding, Y.: Applying centrality measures to impact analysis : a coauthorship network analysis (2009) 0.39
    0.38940072 = sum of:
      0.38940072 = product of:
        1.0816686 = sum of:
          0.03417702 = weight(abstract_txt:applying in 3083) [ClassicSimilarity], result of:
            0.03417702 = score(doc=3083,freq=1.0), product of:
              0.07417448 = queryWeight, product of:
                1.0359731 = boost
                5.8977947 = idf(docFreq=329, maxDocs=44218)
                0.012139935 = queryNorm
              0.4607652 = fieldWeight in 3083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8977947 = idf(docFreq=329, maxDocs=44218)
                0.078125 = fieldNorm(doc=3083)
          0.098779306 = weight(abstract_txt:topology in 3083) [ClassicSimilarity], result of:
            0.098779306 = score(doc=3083,freq=1.0), product of:
              0.15050203 = queryWeight, product of:
                1.4756807 = boost
                8.401051 = idf(docFreq=26, maxDocs=44218)
                0.012139935 = queryNorm
              0.6563321 = fieldWeight in 3083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.401051 = idf(docFreq=26, maxDocs=44218)
                0.078125 = fieldNorm(doc=3083)
          0.07364206 = weight(abstract_txt:network in 3083) [ClassicSimilarity], result of:
            0.07364206 = score(doc=3083,freq=5.0), product of:
              0.091173574 = queryWeight, product of:
                1.6243167 = boost
                4.6236176 = idf(docFreq=1179, maxDocs=44218)
                0.012139935 = queryNorm
              0.80771273 = fieldWeight in 3083, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                4.6236176 = idf(docFreq=1179, maxDocs=44218)
                0.078125 = fieldNorm(doc=3083)
          0.013241025 = weight(abstract_txt:this in 3083) [ClassicSimilarity], result of:
            0.013241025 = score(doc=3083,freq=2.0), product of:
              0.049665645 = queryWeight, product of:
                1.6954277 = boost
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.012139935 = queryNorm
              0.2666033 = fieldWeight in 3083, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.078125 = fieldNorm(doc=3083)
          0.039121024 = weight(abstract_txt:citation in 3083) [ClassicSimilarity], result of:
            0.039121024 = score(doc=3083,freq=1.0), product of:
              0.102262214 = queryWeight, product of:
                1.7202588 = boost
                4.896717 = idf(docFreq=897, maxDocs=44218)
                0.012139935 = queryNorm
              0.38255602 = fieldWeight in 3083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.896717 = idf(docFreq=897, maxDocs=44218)
                0.078125 = fieldNorm(doc=3083)
          0.28348103 = weight(abstract_txt:coauthorship in 3083) [ClassicSimilarity], result of:
            0.28348103 = score(doc=3083,freq=3.0), product of:
              0.26551187 = queryWeight, product of:
                2.771904 = boost
                7.890225 = idf(docFreq=44, maxDocs=44218)
                0.012139935 = queryNorm
              1.0676774 = fieldWeight in 3083, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.890225 = idf(docFreq=44, maxDocs=44218)
                0.078125 = fieldNorm(doc=3083)
          0.09100406 = weight(abstract_txt:impact in 3083) [ClassicSimilarity], result of:
            0.09100406 = score(doc=3083,freq=2.0), product of:
              0.1795349 = queryWeight, product of:
                3.223485 = boost
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.012139935 = queryNorm
              0.50688785 = fieldWeight in 3083, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.078125 = fieldNorm(doc=3083)
          0.0821972 = weight(abstract_txt:author in 3083) [ClassicSimilarity], result of:
            0.0821972 = score(doc=3083,freq=1.0), product of:
              0.21136011 = queryWeight, product of:
                3.4975402 = boost
                4.9778743 = idf(docFreq=827, maxDocs=44218)
                0.012139935 = queryNorm
              0.38889644 = fieldWeight in 3083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9778743 = idf(docFreq=827, maxDocs=44218)
                0.078125 = fieldNorm(doc=3083)
          0.36602592 = weight(abstract_txt:pagerank in 3083) [ClassicSimilarity], result of:
            0.36602592 = score(doc=3083,freq=1.0), product of:
              0.6162585 = queryWeight, product of:
                6.677097 = boost
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.012139935 = queryNorm
              0.59394866 = fieldWeight in 3083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.078125 = fieldNorm(doc=3083)
        0.36 = coord(9/25)
    
  3. Ding, Y.: Applying weighted PageRank to author citation networks (2011) 0.35
    0.35202977 = sum of:
      0.35202977 = product of:
        1.4667908 = sum of:
          0.011235382 = weight(abstract_txt:this in 4188) [ClassicSimilarity], result of:
            0.011235382 = score(doc=4188,freq=1.0), product of:
              0.049665645 = queryWeight, product of:
                1.6954277 = boost
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.012139935 = queryNorm
              0.2262204 = fieldWeight in 4188, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.09375 = fieldNorm(doc=4188)
          0.09389046 = weight(abstract_txt:citation in 4188) [ClassicSimilarity], result of:
            0.09389046 = score(doc=4188,freq=4.0), product of:
              0.102262214 = queryWeight, product of:
                1.7202588 = boost
                4.896717 = idf(docFreq=897, maxDocs=44218)
                0.012139935 = queryNorm
              0.91813445 = fieldWeight in 4188, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.896717 = idf(docFreq=897, maxDocs=44218)
                0.09375 = fieldNorm(doc=4188)
          0.056867838 = weight(abstract_txt:perspective in 4188) [ClassicSimilarity], result of:
            0.056867838 = score(doc=4188,freq=1.0), product of:
              0.11620693 = queryWeight, product of:
                1.833801 = boost
                5.219915 = idf(docFreq=649, maxDocs=44218)
                0.012139935 = queryNorm
              0.489367 = fieldWeight in 4188, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.219915 = idf(docFreq=649, maxDocs=44218)
                0.09375 = fieldNorm(doc=4188)
          0.13949326 = weight(abstract_txt:author in 4188) [ClassicSimilarity], result of:
            0.13949326 = score(doc=4188,freq=2.0), product of:
              0.21136011 = queryWeight, product of:
                3.4975402 = boost
                4.9778743 = idf(docFreq=827, maxDocs=44218)
                0.012139935 = queryNorm
              0.6599791 = fieldWeight in 4188, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.9778743 = idf(docFreq=827, maxDocs=44218)
                0.09375 = fieldNorm(doc=4188)
          0.4045333 = weight(abstract_txt:weighted in 4188) [ClassicSimilarity], result of:
            0.4045333 = score(doc=4188,freq=4.0), product of:
              0.30995655 = queryWeight, product of:
                3.6680245 = boost
                6.9606886 = idf(docFreq=113, maxDocs=44218)
                0.012139935 = queryNorm
              1.305129 = fieldWeight in 4188, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                6.9606886 = idf(docFreq=113, maxDocs=44218)
                0.09375 = fieldNorm(doc=4188)
          0.76077056 = weight(abstract_txt:pagerank in 4188) [ClassicSimilarity], result of:
            0.76077056 = score(doc=4188,freq=3.0), product of:
              0.6162585 = queryWeight, product of:
                6.677097 = boost
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.012139935 = queryNorm
              1.2344991 = fieldWeight in 4188, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.09375 = fieldNorm(doc=4188)
        0.24 = coord(6/25)
    
  4. Ding, Y.: Topic-based PageRank on author cocitation networks (2011) 0.35
    0.345922 = sum of:
      0.345922 = product of:
        1.4413416 = sum of:
          0.009362818 = weight(abstract_txt:this in 4348) [ClassicSimilarity], result of:
            0.009362818 = score(doc=4348,freq=1.0), product of:
              0.049665645 = queryWeight, product of:
                1.6954277 = boost
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.012139935 = queryNorm
              0.18851699 = fieldWeight in 4348, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.078125 = fieldNorm(doc=4348)
          0.06434959 = weight(abstract_txt:impact in 4348) [ClassicSimilarity], result of:
            0.06434959 = score(doc=4348,freq=1.0), product of:
              0.1795349 = queryWeight, product of:
                3.223485 = boost
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.012139935 = queryNorm
              0.35842386 = fieldWeight in 4348, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.078125 = fieldNorm(doc=4348)
          0.0821972 = weight(abstract_txt:author in 4348) [ClassicSimilarity], result of:
            0.0821972 = score(doc=4348,freq=1.0), product of:
              0.21136011 = queryWeight, product of:
                3.4975402 = boost
                4.9778743 = idf(docFreq=827, maxDocs=44218)
                0.012139935 = queryNorm
              0.38889644 = fieldWeight in 4348, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9778743 = idf(docFreq=827, maxDocs=44218)
                0.078125 = fieldNorm(doc=4348)
          0.29194677 = weight(abstract_txt:weighted in 4348) [ClassicSimilarity], result of:
            0.29194677 = score(doc=4348,freq=3.0), product of:
              0.30995655 = queryWeight, product of:
                3.6680245 = boost
                6.9606886 = idf(docFreq=113, maxDocs=44218)
                0.012139935 = queryNorm
              0.9418958 = fieldWeight in 4348, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.9606886 = idf(docFreq=113, maxDocs=44218)
                0.078125 = fieldNorm(doc=4348)
          0.17502646 = weight(abstract_txt:algorithm in 4348) [ClassicSimilarity], result of:
            0.17502646 = score(doc=4348,freq=2.0), product of:
              0.2776584 = queryWeight, product of:
                4.0087285 = boost
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.012139935 = queryNorm
              0.63036615 = fieldWeight in 4348, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.078125 = fieldNorm(doc=4348)
          0.81845886 = weight(abstract_txt:pagerank in 4348) [ClassicSimilarity], result of:
            0.81845886 = score(doc=4348,freq=5.0), product of:
              0.6162585 = queryWeight, product of:
                6.677097 = boost
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.012139935 = queryNorm
              1.3281096 = fieldWeight in 4348, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.078125 = fieldNorm(doc=4348)
        0.24 = coord(6/25)
    
  5. Davis, P.M.: Eigenfactor: Does the principle of repeated improvement result in better estimates than raw citation counts? (2008) 0.23
    0.2280945 = sum of:
      0.2280945 = product of:
        0.9503938 = sum of:
          0.034953658 = weight(abstract_txt:provides in 2377) [ClassicSimilarity], result of:
            0.034953658 = score(doc=2377,freq=1.0), product of:
              0.07580271 = queryWeight, product of:
                1.4810803 = boost
                4.215895 = idf(docFreq=1773, maxDocs=44218)
                0.012139935 = queryNorm
              0.46111354 = fieldWeight in 2377, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.215895 = idf(docFreq=1773, maxDocs=44218)
                0.109375 = fieldNorm(doc=2377)
          0.013107945 = weight(abstract_txt:this in 2377) [ClassicSimilarity], result of:
            0.013107945 = score(doc=2377,freq=1.0), product of:
              0.049665645 = queryWeight, product of:
                1.6954277 = boost
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.012139935 = queryNorm
              0.2639238 = fieldWeight in 2377, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.109375 = fieldNorm(doc=2377)
          0.054769438 = weight(abstract_txt:citation in 2377) [ClassicSimilarity], result of:
            0.054769438 = score(doc=2377,freq=1.0), product of:
              0.102262214 = queryWeight, product of:
                1.7202588 = boost
                4.896717 = idf(docFreq=897, maxDocs=44218)
                0.012139935 = queryNorm
              0.5355784 = fieldWeight in 2377, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.896717 = idf(docFreq=897, maxDocs=44218)
                0.109375 = fieldNorm(doc=2377)
          0.090089425 = weight(abstract_txt:impact in 2377) [ClassicSimilarity], result of:
            0.090089425 = score(doc=2377,freq=1.0), product of:
              0.1795349 = queryWeight, product of:
                3.223485 = boost
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.012139935 = queryNorm
              0.5017934 = fieldWeight in 2377, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.109375 = fieldNorm(doc=2377)
          0.24503703 = weight(abstract_txt:algorithm in 2377) [ClassicSimilarity], result of:
            0.24503703 = score(doc=2377,freq=2.0), product of:
              0.2776584 = queryWeight, product of:
                4.0087285 = boost
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.012139935 = queryNorm
              0.88251257 = fieldWeight in 2377, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.109375 = fieldNorm(doc=2377)
          0.5124363 = weight(abstract_txt:pagerank in 2377) [ClassicSimilarity], result of:
            0.5124363 = score(doc=2377,freq=1.0), product of:
              0.6162585 = queryWeight, product of:
                6.677097 = boost
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.012139935 = queryNorm
              0.8315281 = fieldWeight in 2377, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.602543 = idf(docFreq=59, maxDocs=44218)
                0.109375 = fieldNorm(doc=2377)
        0.24 = coord(6/25)