Document (#27510)

Author
Khoo, C.S.G.
Wan, K.-W.
Title
¬A simple relevancy-ranking strategy for an interface to Boolean OPACs
Source
Electronic library. 22(2004) no.2, S.112-120
Year
2004
Abstract
A relevancy-ranking algorithm for a natural language interface to Boolean online public access catalogs (OPACs) was formulated and compared with that currently used in a knowledge-based search interface called the E-Referencer, being developed by the authors. The algorithm makes use of seven weIl-known ranking criteria: breadth of match, section weighting, proximity of query words, variant word forms (stemming), document frequency, term frequency and document length. The algorithm converts a natural language query into a series of increasingly broader Boolean search statements. In a small experiment with ten subjects in which the algorithm was simulated by hand, the algorithm obtained good results with a mean overall precision of 0.42 and mean average precision of 0.62, representing a 27 percent improvement in precision and 41 percent improvement in average precision compared to the E-Referencer. The usefulness of each step in the algorithm was analyzed and suggestions are made for improving the algorithm.
Content
"Most Web search engines accept natural language queries, perform some kind of fuzzy matching and produce ranked output, displaying first the documents that are most likely to be relevant. On the other hand, most library online public access catalogs (OPACs) an the Web are still Boolean retrieval systems that perform exact matching, and require users to express their search requests precisely in a Boolean search language and to refine their search statements to improve the search results. It is well-documented that users have difficulty searching Boolean OPACs effectively (e.g. Borgman, 1996; Ensor, 1992; Wallace, 1993). One approach to making OPACs easier to use is to develop a natural language search interface that acts as a middleware between the user's Web browser and the OPAC system. The search interface can accept a natural language query from the user and reformulate it as a series of Boolean search statements that are then submitted to the OPAC. The records retrieved by the OPAC are ranked by the search interface before forwarding them to the user's Web browser. The user, then, does not need to interact directly with the Boolean OPAC but with the natural language search interface or search intermediary. The search interface interacts with the OPAC system an the user's behalf. The advantage of this approach is that no modification to the OPAC or library system is required. Furthermore, the search interface can access multiple OPACs, acting as a meta search engine, and integrate search results from various OPACs before sending them to the user. The search interface needs to incorporate a method for converting the user's natural language query into a series of Boolean search statements, and for ranking the OPAC records retrieved. The purpose of this study was to develop a relevancyranking algorithm for a search interface to Boolean OPAC systems. This is part of an on-going effort to develop a knowledge-based search interface to OPACs called the E-Referencer (Khoo et al., 1998, 1999; Poo et al., 2000). E-Referencer v. 2 that has been implemented applies a repertoire of initial search strategies and reformulation strategies to retrieve records from OPACs using the Z39.50 protocol, and also assists users in mapping query keywords to the Library of Congress subject headings."
Theme
OPAC
Retrievalalgorithmen
Object
E-Referencer

Similar documents (author)

  1. Khoo, C.S.G.; Poo, D.C.C.: ¬An expert system approach to online catalog subject searching (1994) 6.10
    6.1002054 = sum of:
      6.1002054 = sum of:
        2.7357059 = weight(author_txt:khoo in 7303) [ClassicSimilarity], result of:
          2.7357059 = score(doc=7303,freq=1.0), product of:
            0.65686435 = queryWeight, product of:
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.07885913 = queryNorm
            4.164796 = fieldWeight in 7303, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.5 = fieldNorm(doc=7303)
        3.3644998 = weight(author_txt:c.s.g in 7303) [ClassicSimilarity], result of:
          3.3644998 = score(doc=7303,freq=1.0), product of:
            0.7540088 = queryWeight, product of:
              1.0713968 = boost
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.07885913 = queryNorm
            4.462149 = fieldWeight in 7303, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.5 = fieldNorm(doc=7303)
    
  2. Chaudhry, A.S.; Khoo, C.S.G..: ¬A survey of the top-level categories in the structure of corporate Websites (2008) 6.10
    6.1002054 = sum of:
      6.1002054 = sum of:
        2.7357059 = weight(author_txt:khoo in 2259) [ClassicSimilarity], result of:
          2.7357059 = score(doc=2259,freq=1.0), product of:
            0.65686435 = queryWeight, product of:
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.07885913 = queryNorm
            4.164796 = fieldWeight in 2259, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.5 = fieldNorm(doc=2259)
        3.3644998 = weight(author_txt:c.s.g in 2259) [ClassicSimilarity], result of:
          3.3644998 = score(doc=2259,freq=1.0), product of:
            0.7540088 = queryWeight, product of:
              1.0713968 = boost
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.07885913 = queryNorm
            4.462149 = fieldWeight in 2259, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.5 = fieldNorm(doc=2259)
    
  3. Khoo, C.S.G.; Ou, S.: Machine versus human clustering of concepts across documents (2008) 6.10
    6.1002054 = sum of:
      6.1002054 = sum of:
        2.7357059 = weight(author_txt:khoo in 2286) [ClassicSimilarity], result of:
          2.7357059 = score(doc=2286,freq=1.0), product of:
            0.65686435 = queryWeight, product of:
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.07885913 = queryNorm
            4.164796 = fieldWeight in 2286, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.5 = fieldNorm(doc=2286)
        3.3644998 = weight(author_txt:c.s.g in 2286) [ClassicSimilarity], result of:
          3.3644998 = score(doc=2286,freq=1.0), product of:
            0.7540088 = queryWeight, product of:
              1.0713968 = boost
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.07885913 = queryNorm
            4.462149 = fieldWeight in 2286, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.5 = fieldNorm(doc=2286)
    
  4. Poo, D.C.C.; Khoo, C.S.G.: Online Catalog Subject Searching (2009) 6.10
    6.1002054 = sum of:
      6.1002054 = sum of:
        2.7357059 = weight(author_txt:khoo in 3851) [ClassicSimilarity], result of:
          2.7357059 = score(doc=3851,freq=1.0), product of:
            0.65686435 = queryWeight, product of:
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.07885913 = queryNorm
            4.164796 = fieldWeight in 3851, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.5 = fieldNorm(doc=3851)
        3.3644998 = weight(author_txt:c.s.g in 3851) [ClassicSimilarity], result of:
          3.3644998 = score(doc=3851,freq=1.0), product of:
            0.7540088 = queryWeight, product of:
              1.0713968 = boost
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.07885913 = queryNorm
            4.462149 = fieldWeight in 3851, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.5 = fieldNorm(doc=3851)
    
  5. Sun, G.; Khoo, C.S.G.: ¬A framework to represent variables and values in social science research data sets to support data curation and reuse (2018) 6.10
    6.1002054 = sum of:
      6.1002054 = sum of:
        2.7357059 = weight(author_txt:khoo in 4744) [ClassicSimilarity], result of:
          2.7357059 = score(doc=4744,freq=1.0), product of:
            0.65686435 = queryWeight, product of:
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.07885913 = queryNorm
            4.164796 = fieldWeight in 4744, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.329592 = idf(docFreq=28, maxDocs=44218)
              0.5 = fieldNorm(doc=4744)
        3.3644998 = weight(author_txt:c.s.g in 4744) [ClassicSimilarity], result of:
          3.3644998 = score(doc=4744,freq=1.0), product of:
            0.7540088 = queryWeight, product of:
              1.0713968 = boost
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.07885913 = queryNorm
            4.462149 = fieldWeight in 4744, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.924298 = idf(docFreq=15, maxDocs=44218)
              0.5 = fieldNorm(doc=4744)
    

Similar documents (content)

  1. Goslin, K.; Hofmann, M.: ¬A Wikipedia powered state-based approach to automatic search query enhancement (2018) 0.41
    0.41027614 = sum of:
      0.41027614 = product of:
        1.139656 = sum of:
          0.02504057 = weight(abstract_txt:search in 5083) [ClassicSimilarity], result of:
            0.02504057 = score(doc=5083,freq=2.0), product of:
              0.06195684 = queryWeight, product of:
                1.0149626 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.016687425 = queryNorm
              0.4041615 = fieldWeight in 5083, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.078125 = fieldNorm(doc=5083)
          0.008475237 = weight(abstract_txt:with in 5083) [ClassicSimilarity], result of:
            0.008475237 = score(doc=5083,freq=1.0), product of:
              0.04339784 = queryWeight, product of:
                1.0403634 = boost
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.016687425 = queryNorm
              0.19529167 = fieldWeight in 5083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.078125 = fieldNorm(doc=5083)
          0.07771815 = weight(abstract_txt:query in 5083) [ClassicSimilarity], result of:
            0.07771815 = score(doc=5083,freq=4.0), product of:
              0.10463206 = queryWeight, product of:
                1.3189787 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.016687425 = queryNorm
              0.74277574 = fieldWeight in 5083, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.078125 = fieldNorm(doc=5083)
          0.045652077 = weight(abstract_txt:compared in 5083) [ClassicSimilarity], result of:
            0.045652077 = score(doc=5083,freq=1.0), product of:
              0.116495766 = queryWeight, product of:
                1.3917475 = boost
                5.0160327 = idf(docFreq=796, maxDocs=44218)
                0.016687425 = queryNorm
              0.39187756 = fieldWeight in 5083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.0160327 = idf(docFreq=796, maxDocs=44218)
                0.078125 = fieldNorm(doc=5083)
          0.105597734 = weight(abstract_txt:average in 5083) [ClassicSimilarity], result of:
            0.105597734 = score(doc=5083,freq=2.0), product of:
              0.16171968 = queryWeight, product of:
                1.6397847 = boost
                5.90999 = idf(docFreq=325, maxDocs=44218)
                0.016687425 = queryNorm
              0.65296775 = fieldWeight in 5083, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.90999 = idf(docFreq=325, maxDocs=44218)
                0.078125 = fieldNorm(doc=5083)
          0.084210634 = weight(abstract_txt:improvement in 5083) [ClassicSimilarity], result of:
            0.084210634 = score(doc=5083,freq=1.0), product of:
              0.17521895 = queryWeight, product of:
                1.7068522 = boost
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.016687425 = queryNorm
              0.48060232 = fieldWeight in 5083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.078125 = fieldNorm(doc=5083)
          0.09498358 = weight(abstract_txt:mean in 5083) [ClassicSimilarity], result of:
            0.09498358 = score(doc=5083,freq=1.0), product of:
              0.18986087 = queryWeight, product of:
                1.7767369 = boost
                6.4035826 = idf(docFreq=198, maxDocs=44218)
                0.016687425 = queryNorm
              0.5002799 = fieldWeight in 5083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.4035826 = idf(docFreq=198, maxDocs=44218)
                0.078125 = fieldNorm(doc=5083)
          0.122025415 = weight(abstract_txt:precision in 5083) [ClassicSimilarity], result of:
            0.122025415 = score(doc=5083,freq=1.0), product of:
              0.28269187 = queryWeight, product of:
                3.0660346 = boost
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.016687425 = queryNorm
              0.4316552 = fieldWeight in 5083, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.078125 = fieldNorm(doc=5083)
          0.57595253 = weight(abstract_txt:algorithm in 5083) [ClassicSimilarity], result of:
            0.57595253 = score(doc=5083,freq=6.0), product of:
              0.527513 = queryWeight, product of:
                5.54059 = boost
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.016687425 = queryNorm
              1.0918262 = fieldWeight in 5083, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.078125 = fieldNorm(doc=5083)
        0.36 = coord(9/25)
    
  2. Meij, E.; Rijke, M. de: Thesaurus-based feedback to support mixed search and browsing environments (2007) 0.29
    0.29036057 = sum of:
      0.29036057 = product of:
        0.8065571 = sum of:
          0.021166483 = weight(abstract_txt:language in 2432) [ClassicSimilarity], result of:
            0.021166483 = score(doc=2432,freq=1.0), product of:
              0.08097959 = queryWeight, product of:
                1.1603612 = boost
                4.1820874 = idf(docFreq=1834, maxDocs=44218)
                0.016687425 = queryNorm
              0.26138046 = fieldWeight in 2432, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.1820874 = idf(docFreq=1834, maxDocs=44218)
                0.0625 = fieldNorm(doc=2432)
          0.022889337 = weight(abstract_txt:document in 2432) [ClassicSimilarity], result of:
            0.022889337 = score(doc=2432,freq=1.0), product of:
              0.085316285 = queryWeight, product of:
                1.1910263 = boost
                4.2926083 = idf(docFreq=1642, maxDocs=44218)
                0.016687425 = queryNorm
              0.26828802 = fieldWeight in 2432, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.2926083 = idf(docFreq=1642, maxDocs=44218)
                0.0625 = fieldNorm(doc=2432)
          0.043964025 = weight(abstract_txt:query in 2432) [ClassicSimilarity], result of:
            0.043964025 = score(doc=2432,freq=2.0), product of:
              0.10463206 = queryWeight, product of:
                1.3189787 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.016687425 = queryNorm
              0.4201774 = fieldWeight in 2432, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.0625 = fieldNorm(doc=2432)
          0.059735104 = weight(abstract_txt:average in 2432) [ClassicSimilarity], result of:
            0.059735104 = score(doc=2432,freq=1.0), product of:
              0.16171968 = queryWeight, product of:
                1.6397847 = boost
                5.90999 = idf(docFreq=325, maxDocs=44218)
                0.016687425 = queryNorm
              0.36937436 = fieldWeight in 2432, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.90999 = idf(docFreq=325, maxDocs=44218)
                0.0625 = fieldNorm(doc=2432)
          0.09527346 = weight(abstract_txt:improvement in 2432) [ClassicSimilarity], result of:
            0.09527346 = score(doc=2432,freq=2.0), product of:
              0.17521895 = queryWeight, product of:
                1.7068522 = boost
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.016687425 = queryNorm
              0.54373944 = fieldWeight in 2432, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.0625 = fieldNorm(doc=2432)
          0.075986855 = weight(abstract_txt:mean in 2432) [ClassicSimilarity], result of:
            0.075986855 = score(doc=2432,freq=1.0), product of:
              0.18986087 = queryWeight, product of:
                1.7767369 = boost
                6.4035826 = idf(docFreq=198, maxDocs=44218)
                0.016687425 = queryNorm
              0.4002239 = fieldWeight in 2432, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.4035826 = idf(docFreq=198, maxDocs=44218)
                0.0625 = fieldNorm(doc=2432)
          0.16138056 = weight(abstract_txt:relevancy in 2432) [ClassicSimilarity], result of:
            0.16138056 = score(doc=2432,freq=1.0), product of:
              0.31369716 = queryWeight, product of:
                2.2838137 = boost
                8.231152 = idf(docFreq=31, maxDocs=44218)
                0.016687425 = queryNorm
              0.514447 = fieldWeight in 2432, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.231152 = idf(docFreq=31, maxDocs=44218)
                0.0625 = fieldNorm(doc=2432)
          0.138056 = weight(abstract_txt:precision in 2432) [ClassicSimilarity], result of:
            0.138056 = score(doc=2432,freq=2.0), product of:
              0.28269187 = queryWeight, product of:
                3.0660346 = boost
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.016687425 = queryNorm
              0.4883621 = fieldWeight in 2432, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.0625 = fieldNorm(doc=2432)
          0.1881053 = weight(abstract_txt:algorithm in 2432) [ClassicSimilarity], result of:
            0.1881053 = score(doc=2432,freq=1.0), product of:
              0.527513 = queryWeight, product of:
                5.54059 = boost
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.016687425 = queryNorm
              0.35658893 = fieldWeight in 2432, 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=2432)
        0.36 = coord(9/25)
    
  3. Keen, E.M.: Designing and testing an interactive ranked retrieval system for professional searchers (1994) 0.29
    0.2883958 = sum of:
      0.2883958 = product of:
        0.8010994 = sum of:
          0.020032456 = weight(abstract_txt:search in 1066) [ClassicSimilarity], result of:
            0.020032456 = score(doc=1066,freq=2.0), product of:
              0.06195684 = queryWeight, product of:
                1.0149626 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.016687425 = queryNorm
              0.3233292 = fieldWeight in 1066, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.0625 = fieldNorm(doc=1066)
          0.011743632 = weight(abstract_txt:with in 1066) [ClassicSimilarity], result of:
            0.011743632 = score(doc=1066,freq=3.0), product of:
              0.04339784 = queryWeight, product of:
                1.0403634 = boost
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.016687425 = queryNorm
              0.27060407 = fieldWeight in 1066, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.0625 = fieldNorm(doc=1066)
          0.03108726 = weight(abstract_txt:query in 1066) [ClassicSimilarity], result of:
            0.03108726 = score(doc=1066,freq=1.0), product of:
              0.10463206 = queryWeight, product of:
                1.3189787 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.016687425 = queryNorm
              0.2971103 = fieldWeight in 1066, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.0625 = fieldNorm(doc=1066)
          0.05164943 = weight(abstract_txt:compared in 1066) [ClassicSimilarity], result of:
            0.05164943 = score(doc=1066,freq=2.0), product of:
              0.116495766 = queryWeight, product of:
                1.3917475 = boost
                5.0160327 = idf(docFreq=796, maxDocs=44218)
                0.016687425 = queryNorm
              0.44335884 = fieldWeight in 1066, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.0160327 = idf(docFreq=796, maxDocs=44218)
                0.0625 = fieldNorm(doc=1066)
          0.059735104 = weight(abstract_txt:average in 1066) [ClassicSimilarity], result of:
            0.059735104 = score(doc=1066,freq=1.0), product of:
              0.16171968 = queryWeight, product of:
                1.6397847 = boost
                5.90999 = idf(docFreq=325, maxDocs=44218)
                0.016687425 = queryNorm
              0.36937436 = fieldWeight in 1066, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.90999 = idf(docFreq=325, maxDocs=44218)
                0.0625 = fieldNorm(doc=1066)
          0.0860967 = weight(abstract_txt:frequency in 1066) [ClassicSimilarity], result of:
            0.0860967 = score(doc=1066,freq=2.0), product of:
              0.1637787 = queryWeight, product of:
                1.6501906 = boost
                5.947494 = idf(docFreq=313, maxDocs=44218)
                0.016687425 = queryNorm
              0.5256892 = fieldWeight in 1066, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.947494 = idf(docFreq=313, maxDocs=44218)
                0.0625 = fieldNorm(doc=1066)
          0.18356615 = weight(abstract_txt:boolean in 1066) [ClassicSimilarity], result of:
            0.18356615 = score(doc=1066,freq=3.0), product of:
              0.27130735 = queryWeight, product of:
                2.6012483 = boost
                6.2501497 = idf(docFreq=231, maxDocs=44218)
                0.016687425 = queryNorm
              0.67659855 = fieldWeight in 1066, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.2501497 = idf(docFreq=231, maxDocs=44218)
                0.0625 = fieldNorm(doc=1066)
          0.16908337 = weight(abstract_txt:precision in 1066) [ClassicSimilarity], result of:
            0.16908337 = score(doc=1066,freq=3.0), product of:
              0.28269187 = queryWeight, product of:
                3.0660346 = boost
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.016687425 = queryNorm
              0.59811896 = fieldWeight in 1066, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.0625 = fieldNorm(doc=1066)
          0.1881053 = weight(abstract_txt:algorithm in 1066) [ClassicSimilarity], result of:
            0.1881053 = score(doc=1066,freq=1.0), product of:
              0.527513 = queryWeight, product of:
                5.54059 = boost
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.016687425 = queryNorm
              0.35658893 = fieldWeight in 1066, 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=1066)
        0.36 = coord(9/25)
    
  4. Bilal, D.: Ranking, relevance judgment, and precision of information retrieval on children's queries : evaluation of Google, Yahoo!, Bing, Yahoo! Kids, and ask Kids (2012) 0.24
    0.2427543 = sum of:
      0.2427543 = product of:
        0.6743175 = sum of:
          0.0175284 = weight(abstract_txt:search in 393) [ClassicSimilarity], result of:
            0.0175284 = score(doc=393,freq=2.0), product of:
              0.06195684 = queryWeight, product of:
                1.0149626 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.016687425 = queryNorm
              0.28291306 = fieldWeight in 393, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.0546875 = fieldNorm(doc=393)
          0.010275678 = weight(abstract_txt:with in 393) [ClassicSimilarity], result of:
            0.010275678 = score(doc=393,freq=3.0), product of:
              0.04339784 = queryWeight, product of:
                1.0403634 = boost
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.016687425 = queryNorm
              0.23677856 = fieldWeight in 393, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.0546875 = fieldNorm(doc=393)
          0.018520674 = weight(abstract_txt:language in 393) [ClassicSimilarity], result of:
            0.018520674 = score(doc=393,freq=1.0), product of:
              0.08097959 = queryWeight, product of:
                1.1603612 = boost
                4.1820874 = idf(docFreq=1834, maxDocs=44218)
                0.016687425 = queryNorm
              0.22870791 = fieldWeight in 393, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.1820874 = idf(docFreq=1834, maxDocs=44218)
                0.0546875 = fieldNorm(doc=393)
          0.027201353 = weight(abstract_txt:query in 393) [ClassicSimilarity], result of:
            0.027201353 = score(doc=393,freq=1.0), product of:
              0.10463206 = queryWeight, product of:
                1.3189787 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.016687425 = queryNorm
              0.2599715 = fieldWeight in 393, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.0546875 = fieldNorm(doc=393)
          0.033184584 = weight(abstract_txt:natural in 393) [ClassicSimilarity], result of:
            0.033184584 = score(doc=393,freq=1.0), product of:
              0.11946169 = queryWeight, product of:
                1.4093528 = boost
                5.0794845 = idf(docFreq=747, maxDocs=44218)
                0.016687425 = queryNorm
              0.27778432 = fieldWeight in 393, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.0794845 = idf(docFreq=747, maxDocs=44218)
                0.0546875 = fieldNorm(doc=393)
          0.0905312 = weight(abstract_txt:average in 393) [ClassicSimilarity], result of:
            0.0905312 = score(doc=393,freq=3.0), product of:
              0.16171968 = queryWeight, product of:
                1.6397847 = boost
                5.90999 = idf(docFreq=325, maxDocs=44218)
                0.016687425 = queryNorm
              0.55980325 = fieldWeight in 393, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.90999 = idf(docFreq=325, maxDocs=44218)
                0.0546875 = fieldNorm(doc=393)
          0.14120798 = weight(abstract_txt:relevancy in 393) [ClassicSimilarity], result of:
            0.14120798 = score(doc=393,freq=1.0), product of:
              0.31369716 = queryWeight, product of:
                2.2838137 = boost
                8.231152 = idf(docFreq=31, maxDocs=44218)
                0.016687425 = queryNorm
              0.4501411 = fieldWeight in 393, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.231152 = idf(docFreq=31, maxDocs=44218)
                0.0546875 = fieldNorm(doc=393)
          0.094269596 = weight(abstract_txt:ranking in 393) [ClassicSimilarity], result of:
            0.094269596 = score(doc=393,freq=2.0), product of:
              0.21770711 = queryWeight, product of:
                2.3301685 = boost
                5.598813 = idf(docFreq=444, maxDocs=44218)
                0.016687425 = queryNorm
              0.4330111 = fieldWeight in 393, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.598813 = idf(docFreq=444, maxDocs=44218)
                0.0546875 = fieldNorm(doc=393)
          0.241598 = weight(abstract_txt:precision in 393) [ClassicSimilarity], result of:
            0.241598 = score(doc=393,freq=8.0), product of:
              0.28269187 = queryWeight, product of:
                3.0660346 = boost
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.016687425 = queryNorm
              0.8546337 = fieldWeight in 393, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.0546875 = fieldNorm(doc=393)
        0.36 = coord(9/25)
    
  5. Bakar, Z.A.; Sembok, T.M.T.; Yusoff, M.: ¬An evaluation of retrieval effectiveness using spelling-correction and string-similarity matching methods on Malay texts (2000) 0.23
    0.22683886 = sum of:
      0.22683886 = product of:
        0.7088714 = sum of:
          0.017706357 = weight(abstract_txt:search in 4804) [ClassicSimilarity], result of:
            0.017706357 = score(doc=4804,freq=1.0), product of:
              0.06195684 = queryWeight, product of:
                1.0149626 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.016687425 = queryNorm
              0.28578535 = fieldWeight in 4804, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.078125 = fieldNorm(doc=4804)
          0.07473723 = weight(abstract_txt:stemming in 4804) [ClassicSimilarity], result of:
            0.07473723 = score(doc=4804,freq=1.0), product of:
              0.12843531 = queryWeight, product of:
                1.0333147 = boost
                7.448392 = idf(docFreq=69, maxDocs=44218)
                0.016687425 = queryNorm
              0.5819056 = fieldWeight in 4804, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.448392 = idf(docFreq=69, maxDocs=44218)
                0.078125 = fieldNorm(doc=4804)
          0.011985796 = weight(abstract_txt:with in 4804) [ClassicSimilarity], result of:
            0.011985796 = score(doc=4804,freq=2.0), product of:
              0.04339784 = queryWeight, product of:
                1.0403634 = boost
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.016687425 = queryNorm
              0.27618414 = fieldWeight in 4804, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.078125 = fieldNorm(doc=4804)
          0.06730589 = weight(abstract_txt:query in 4804) [ClassicSimilarity], result of:
            0.06730589 = score(doc=4804,freq=3.0), product of:
              0.10463206 = queryWeight, product of:
                1.3189787 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.016687425 = queryNorm
              0.6432626 = fieldWeight in 4804, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.078125 = fieldNorm(doc=4804)
          0.045652077 = weight(abstract_txt:compared in 4804) [ClassicSimilarity], result of:
            0.045652077 = score(doc=4804,freq=1.0), product of:
              0.116495766 = queryWeight, product of:
                1.3917475 = boost
                5.0160327 = idf(docFreq=796, maxDocs=44218)
                0.016687425 = queryNorm
              0.39187756 = fieldWeight in 4804, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.0160327 = idf(docFreq=796, maxDocs=44218)
                0.078125 = fieldNorm(doc=4804)
          0.13432705 = weight(abstract_txt:mean in 4804) [ClassicSimilarity], result of:
            0.13432705 = score(doc=4804,freq=2.0), product of:
              0.18986087 = queryWeight, product of:
                1.7767369 = boost
                6.4035826 = idf(docFreq=198, maxDocs=44218)
                0.016687425 = queryNorm
              0.7075026 = fieldWeight in 4804, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.4035826 = idf(docFreq=198, maxDocs=44218)
                0.078125 = fieldNorm(doc=4804)
          0.122025415 = weight(abstract_txt:precision in 4804) [ClassicSimilarity], result of:
            0.122025415 = score(doc=4804,freq=1.0), product of:
              0.28269187 = queryWeight, product of:
                3.0660346 = boost
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.016687425 = queryNorm
              0.4316552 = fieldWeight in 4804, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.5251865 = idf(docFreq=478, maxDocs=44218)
                0.078125 = fieldNorm(doc=4804)
          0.23513164 = weight(abstract_txt:algorithm in 4804) [ClassicSimilarity], result of:
            0.23513164 = score(doc=4804,freq=1.0), product of:
              0.527513 = queryWeight, product of:
                5.54059 = boost
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.016687425 = queryNorm
              0.44573617 = fieldWeight in 4804, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.078125 = fieldNorm(doc=4804)
        0.32 = coord(8/25)