Document (#29297)

Author
Benoit, G.
Title
Data mining
Source
Annual review of information science and technology. 36(2002), S.265-312
Year
2002
Abstract
Data mining (DM) is a multistaged process of extracting previously unanticipated knowledge from large databases, and applying the results to decision making. Data mining tools detect patterns from the data and infer associations and rules from them. The extracted information may then be applied to prediction or classification models by identifying relations within the data records or between databases. Those patterns and rules can then guide decision making and forecast the effects of those decisions. However, this definition may be applied equally to "knowledge discovery in databases" (KDD). Indeed, in the recent literature of DM and KDD, a source of confusion has emerged, making it difficult to determine the exact parameters of both. KDD is sometimes viewed as the broader discipline, of which data mining is merely a component-specifically pattern extraction, evaluation, and cleansing methods (Raghavan, Deogun, & Sever, 1998, p. 397). Thurasingham (1999, p. 2) remarked that "knowledge discovery," "pattern discovery," "data dredging," "information extraction," and "knowledge mining" are all employed as synonyms for DM. Trybula, in his ARIST chapter an text mining, observed that the "existing work [in KDD] is confusing because the terminology is inconsistent and poorly defined.
Theme
Literaturübersicht
Data Mining

Similar documents (content)

  1. Raghavan, V.V.; Deogun, J.S.; Sever, H.: Knowledge discovery and data mining : introduction (1998) 0.50
    0.5040773 = sum of:
      0.5040773 = product of:
        1.4002148 = sum of:
          0.014440873 = weight(abstract_txt:from in 2899) [ClassicSimilarity], result of:
            0.014440873 = score(doc=2899,freq=1.0), product of:
              0.055731736 = queryWeight, product of:
                1.0833323 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.01861321 = queryNorm
              0.259114 = fieldWeight in 2899, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.09375 = fieldNorm(doc=2899)
          0.067062624 = weight(abstract_txt:patterns in 2899) [ClassicSimilarity], result of:
            0.067062624 = score(doc=2899,freq=1.0), product of:
              0.13551797 = queryWeight, product of:
                1.3793143 = boost
                5.2785225 = idf(docFreq=612, maxDocs=44218)
                0.01861321 = queryNorm
              0.49486148 = fieldWeight in 2899, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2785225 = idf(docFreq=612, maxDocs=44218)
                0.09375 = fieldNorm(doc=2899)
          0.10822877 = weight(abstract_txt:extraction in 2899) [ClassicSimilarity], result of:
            0.10822877 = score(doc=2899,freq=1.0), product of:
              0.18645398 = queryWeight, product of:
                1.6178961 = boost
                6.1915555 = idf(docFreq=245, maxDocs=44218)
                0.01861321 = queryNorm
              0.58045834 = fieldWeight in 2899, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1915555 = idf(docFreq=245, maxDocs=44218)
                0.09375 = fieldNorm(doc=2899)
          0.11110096 = weight(abstract_txt:pattern in 2899) [ClassicSimilarity], result of:
            0.11110096 = score(doc=2899,freq=1.0), product of:
              0.18973833 = queryWeight, product of:
                1.6320833 = boost
                6.2458487 = idf(docFreq=232, maxDocs=44218)
                0.01861321 = queryNorm
              0.5855483 = fieldWeight in 2899, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.2458487 = idf(docFreq=232, maxDocs=44218)
                0.09375 = fieldNorm(doc=2899)
          0.08311481 = weight(abstract_txt:databases in 2899) [ClassicSimilarity], result of:
            0.08311481 = score(doc=2899,freq=2.0), product of:
              0.14206351 = queryWeight, product of:
                1.729624 = boost
                4.4127526 = idf(docFreq=1456, maxDocs=44218)
                0.01861321 = queryNorm
              0.58505386 = fieldWeight in 2899, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.4127526 = idf(docFreq=1456, maxDocs=44218)
                0.09375 = fieldNorm(doc=2899)
          0.08179214 = weight(abstract_txt:knowledge in 2899) [ClassicSimilarity], result of:
            0.08179214 = score(doc=2899,freq=4.0), product of:
              0.12278375 = queryWeight, product of:
                1.8567363 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.01861321 = queryNorm
              0.6661479 = fieldWeight in 2899, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.09375 = fieldNorm(doc=2899)
          0.1716262 = weight(abstract_txt:discovery in 2899) [ClassicSimilarity], result of:
            0.1716262 = score(doc=2899,freq=2.0), product of:
              0.2303665 = queryWeight, product of:
                2.202521 = boost
                5.619245 = idf(docFreq=435, maxDocs=44218)
                0.01861321 = queryNorm
              0.7450137 = fieldWeight in 2899, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.619245 = idf(docFreq=435, maxDocs=44218)
                0.09375 = fieldNorm(doc=2899)
          0.11853741 = weight(abstract_txt:data in 2899) [ClassicSimilarity], result of:
            0.11853741 = score(doc=2899,freq=4.0), product of:
              0.18948849 = queryWeight, product of:
                3.0513372 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.01861321 = queryNorm
              0.62556523 = fieldWeight in 2899, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.09375 = fieldNorm(doc=2899)
          0.644311 = weight(abstract_txt:mining in 2899) [ClassicSimilarity], result of:
            0.644311 = score(doc=2899,freq=4.0), product of:
              0.5564515 = queryWeight, product of:
                4.8410444 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.01861321 = queryNorm
              1.1578925 = fieldWeight in 2899, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.09375 = fieldNorm(doc=2899)
        0.36 = coord(9/25)
    
  2. Bath, P.A.: Data mining in health and medical information (2003) 0.39
    0.38644 = sum of:
      0.38644 = product of:
        0.9661 = sum of:
          0.014440873 = weight(abstract_txt:from in 4263) [ClassicSimilarity], result of:
            0.014440873 = score(doc=4263,freq=1.0), product of:
              0.055731736 = queryWeight, product of:
                1.0833323 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.01861321 = queryNorm
              0.259114 = fieldWeight in 4263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
          0.050274752 = weight(abstract_txt:applied in 4263) [ClassicSimilarity], result of:
            0.050274752 = score(doc=4263,freq=1.0), product of:
              0.111834675 = queryWeight, product of:
                1.2530056 = boost
                4.79515 = idf(docFreq=993, maxDocs=44218)
                0.01861321 = queryNorm
              0.4495453 = fieldWeight in 4263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.79515 = idf(docFreq=993, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
          0.08041385 = weight(abstract_txt:decision in 4263) [ClassicSimilarity], result of:
            0.08041385 = score(doc=4263,freq=1.0), product of:
              0.15295503 = queryWeight, product of:
                1.4653678 = boost
                5.6078424 = idf(docFreq=440, maxDocs=44218)
                0.01861321 = queryNorm
              0.52573526 = fieldWeight in 4263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6078424 = idf(docFreq=440, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
          0.10822877 = weight(abstract_txt:extraction in 4263) [ClassicSimilarity], result of:
            0.10822877 = score(doc=4263,freq=1.0), product of:
              0.18645398 = queryWeight, product of:
                1.6178961 = boost
                6.1915555 = idf(docFreq=245, maxDocs=44218)
                0.01861321 = queryNorm
              0.58045834 = fieldWeight in 4263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1915555 = idf(docFreq=245, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
          0.058771048 = weight(abstract_txt:databases in 4263) [ClassicSimilarity], result of:
            0.058771048 = score(doc=4263,freq=1.0), product of:
              0.14206351 = queryWeight, product of:
                1.729624 = boost
                4.4127526 = idf(docFreq=1456, maxDocs=44218)
                0.01861321 = queryNorm
              0.41369557 = fieldWeight in 4263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4127526 = idf(docFreq=1456, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
          0.04089607 = weight(abstract_txt:knowledge in 4263) [ClassicSimilarity], result of:
            0.04089607 = score(doc=4263,freq=1.0), product of:
              0.12278375 = queryWeight, product of:
                1.8567363 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.01861321 = queryNorm
              0.33307394 = fieldWeight in 4263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
          0.08574243 = weight(abstract_txt:making in 4263) [ClassicSimilarity], result of:
            0.08574243 = score(doc=4263,freq=1.0), product of:
              0.18274161 = queryWeight, product of:
                1.9616845 = boost
                5.0048037 = idf(docFreq=805, maxDocs=44218)
                0.01861321 = queryNorm
              0.46920034 = fieldWeight in 4263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.0048037 = idf(docFreq=805, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
          0.121358044 = weight(abstract_txt:discovery in 4263) [ClassicSimilarity], result of:
            0.121358044 = score(doc=4263,freq=1.0), product of:
              0.2303665 = queryWeight, product of:
                2.202521 = boost
                5.619245 = idf(docFreq=435, maxDocs=44218)
                0.01861321 = queryNorm
              0.5268042 = fieldWeight in 4263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.619245 = idf(docFreq=435, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
          0.08381861 = weight(abstract_txt:data in 4263) [ClassicSimilarity], result of:
            0.08381861 = score(doc=4263,freq=2.0), product of:
              0.18948849 = queryWeight, product of:
                3.0513372 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.01861321 = queryNorm
              0.44234142 = fieldWeight in 4263, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
          0.3221555 = weight(abstract_txt:mining in 4263) [ClassicSimilarity], result of:
            0.3221555 = score(doc=4263,freq=1.0), product of:
              0.5564515 = queryWeight, product of:
                4.8410444 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.01861321 = queryNorm
              0.57894623 = fieldWeight in 4263, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.09375 = fieldNorm(doc=4263)
        0.4 = coord(10/25)
    
  3. Trybula, W.J.: Data mining and knowledge discovery (1997) 0.38
    0.38063207 = sum of:
      0.38063207 = product of:
        1.1894753 = sum of:
          0.10440522 = weight(abstract_txt:poorly in 2300) [ClassicSimilarity], result of:
            0.10440522 = score(doc=2300,freq=1.0), product of:
              0.1444823 = queryWeight, product of:
                1.0070641 = boost
                7.7079034 = idf(docFreq=53, maxDocs=44218)
                0.01861321 = queryNorm
              0.72261596 = fieldWeight in 2300, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.7079034 = idf(docFreq=53, maxDocs=44218)
                0.09375 = fieldNorm(doc=2300)
          0.11600138 = weight(abstract_txt:confusing in 2300) [ClassicSimilarity], result of:
            0.11600138 = score(doc=2300,freq=1.0), product of:
              0.15499176 = queryWeight, product of:
                1.0430475 = boost
                7.983315 = idf(docFreq=40, maxDocs=44218)
                0.01861321 = queryNorm
              0.7484358 = fieldWeight in 2300, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.983315 = idf(docFreq=40, maxDocs=44218)
                0.09375 = fieldNorm(doc=2300)
          0.067062624 = weight(abstract_txt:patterns in 2300) [ClassicSimilarity], result of:
            0.067062624 = score(doc=2300,freq=1.0), product of:
              0.13551797 = queryWeight, product of:
                1.3793143 = boost
                5.2785225 = idf(docFreq=612, maxDocs=44218)
                0.01861321 = queryNorm
              0.49486148 = fieldWeight in 2300, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2785225 = idf(docFreq=612, maxDocs=44218)
                0.09375 = fieldNorm(doc=2300)
          0.058771048 = weight(abstract_txt:databases in 2300) [ClassicSimilarity], result of:
            0.058771048 = score(doc=2300,freq=1.0), product of:
              0.14206351 = queryWeight, product of:
                1.729624 = boost
                4.4127526 = idf(docFreq=1456, maxDocs=44218)
                0.01861321 = queryNorm
              0.41369557 = fieldWeight in 2300, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4127526 = idf(docFreq=1456, maxDocs=44218)
                0.09375 = fieldNorm(doc=2300)
          0.07083407 = weight(abstract_txt:knowledge in 2300) [ClassicSimilarity], result of:
            0.07083407 = score(doc=2300,freq=3.0), product of:
              0.12278375 = queryWeight, product of:
                1.8567363 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.01861321 = queryNorm
              0.576901 = fieldWeight in 2300, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.09375 = fieldNorm(doc=2300)
          0.1716262 = weight(abstract_txt:discovery in 2300) [ClassicSimilarity], result of:
            0.1716262 = score(doc=2300,freq=2.0), product of:
              0.2303665 = queryWeight, product of:
                2.202521 = boost
                5.619245 = idf(docFreq=435, maxDocs=44218)
                0.01861321 = queryNorm
              0.7450137 = fieldWeight in 2300, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.619245 = idf(docFreq=435, maxDocs=44218)
                0.09375 = fieldNorm(doc=2300)
          0.14517808 = weight(abstract_txt:data in 2300) [ClassicSimilarity], result of:
            0.14517808 = score(doc=2300,freq=6.0), product of:
              0.18948849 = queryWeight, product of:
                3.0513372 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.01861321 = queryNorm
              0.7661578 = fieldWeight in 2300, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.09375 = fieldNorm(doc=2300)
          0.45559666 = weight(abstract_txt:mining in 2300) [ClassicSimilarity], result of:
            0.45559666 = score(doc=2300,freq=2.0), product of:
              0.5564515 = queryWeight, product of:
                4.8410444 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.01861321 = queryNorm
              0.8187536 = fieldWeight in 2300, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.09375 = fieldNorm(doc=2300)
        0.32 = coord(8/25)
    
  4. Fayyad, U.M.: Data mining and knowledge dicovery : making sense out of data (1996) 0.29
    0.2943056 = sum of:
      0.2943056 = product of:
        1.0510914 = sum of:
          0.019254496 = weight(abstract_txt:from in 7007) [ClassicSimilarity], result of:
            0.019254496 = score(doc=7007,freq=1.0), product of:
              0.055731736 = queryWeight, product of:
                1.0833323 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.01861321 = queryNorm
              0.34548533 = fieldWeight in 7007, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.125 = fieldNorm(doc=7007)
          0.14813462 = weight(abstract_txt:pattern in 7007) [ClassicSimilarity], result of:
            0.14813462 = score(doc=7007,freq=1.0), product of:
              0.18973833 = queryWeight, product of:
                1.6320833 = boost
                6.2458487 = idf(docFreq=232, maxDocs=44218)
                0.01861321 = queryNorm
              0.7807311 = fieldWeight in 7007, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.2458487 = idf(docFreq=232, maxDocs=44218)
                0.125 = fieldNorm(doc=7007)
          0.07836139 = weight(abstract_txt:databases in 7007) [ClassicSimilarity], result of:
            0.07836139 = score(doc=7007,freq=1.0), product of:
              0.14206351 = queryWeight, product of:
                1.729624 = boost
                4.4127526 = idf(docFreq=1456, maxDocs=44218)
                0.01861321 = queryNorm
              0.5515941 = fieldWeight in 7007, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4127526 = idf(docFreq=1456, maxDocs=44218)
                0.125 = fieldNorm(doc=7007)
          0.077114366 = weight(abstract_txt:knowledge in 7007) [ClassicSimilarity], result of:
            0.077114366 = score(doc=7007,freq=2.0), product of:
              0.12278375 = queryWeight, product of:
                1.8567363 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.01861321 = queryNorm
              0.62805027 = fieldWeight in 7007, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.125 = fieldNorm(doc=7007)
          0.16181073 = weight(abstract_txt:discovery in 7007) [ClassicSimilarity], result of:
            0.16181073 = score(doc=7007,freq=1.0), product of:
              0.2303665 = queryWeight, product of:
                2.202521 = boost
                5.619245 = idf(docFreq=435, maxDocs=44218)
                0.01861321 = queryNorm
              0.70240563 = fieldWeight in 7007, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.619245 = idf(docFreq=435, maxDocs=44218)
                0.125 = fieldNorm(doc=7007)
          0.1368752 = weight(abstract_txt:data in 7007) [ClassicSimilarity], result of:
            0.1368752 = score(doc=7007,freq=3.0), product of:
              0.18948849 = queryWeight, product of:
                3.0513372 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.01861321 = queryNorm
              0.72234046 = fieldWeight in 7007, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.125 = fieldNorm(doc=7007)
          0.42954066 = weight(abstract_txt:mining in 7007) [ClassicSimilarity], result of:
            0.42954066 = score(doc=7007,freq=1.0), product of:
              0.5564515 = queryWeight, product of:
                4.8410444 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.01861321 = queryNorm
              0.7719283 = fieldWeight in 7007, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.125 = fieldNorm(doc=7007)
        0.28 = coord(7/25)
    
  5. Kantardzic, M.: Data mining : concepts, models, methods, and algorithms (2003) 0.28
    0.27983475 = sum of:
      0.27983475 = product of:
        0.87448364 = sum of:
          0.013614985 = weight(abstract_txt:from in 2291) [ClassicSimilarity], result of:
            0.013614985 = score(doc=2291,freq=2.0), product of:
              0.055731736 = queryWeight, product of:
                1.0833323 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.01861321 = queryNorm
              0.24429502 = fieldWeight in 2291, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
          0.024376538 = weight(abstract_txt:those in 2291) [ClassicSimilarity], result of:
            0.024376538 = score(doc=2291,freq=1.0), product of:
              0.09044517 = queryWeight, product of:
                1.1268276 = boost
                4.312277 = idf(docFreq=1610, maxDocs=44218)
                0.01861321 = queryNorm
              0.2695173 = fieldWeight in 2291, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.312277 = idf(docFreq=1610, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
          0.029915242 = weight(abstract_txt:then in 2291) [ClassicSimilarity], result of:
            0.029915242 = score(doc=2291,freq=1.0), product of:
              0.10367301 = queryWeight, product of:
                1.2064176 = boost
                4.616861 = idf(docFreq=1187, maxDocs=44218)
                0.01861321 = queryNorm
              0.2885538 = fieldWeight in 2291, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.616861 = idf(docFreq=1187, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
          0.05360923 = weight(abstract_txt:decision in 2291) [ClassicSimilarity], result of:
            0.05360923 = score(doc=2291,freq=1.0), product of:
              0.15295503 = queryWeight, product of:
                1.4653678 = boost
                5.6078424 = idf(docFreq=440, maxDocs=44218)
                0.01861321 = queryNorm
              0.35049015 = fieldWeight in 2291, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6078424 = idf(docFreq=440, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
          0.027264046 = weight(abstract_txt:knowledge in 2291) [ClassicSimilarity], result of:
            0.027264046 = score(doc=2291,freq=1.0), product of:
              0.12278375 = queryWeight, product of:
                1.8567363 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.01861321 = queryNorm
              0.2220493 = fieldWeight in 2291, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
          0.057161618 = weight(abstract_txt:making in 2291) [ClassicSimilarity], result of:
            0.057161618 = score(doc=2291,freq=1.0), product of:
              0.18274161 = queryWeight, product of:
                1.9616845 = boost
                5.0048037 = idf(docFreq=805, maxDocs=44218)
                0.01861321 = queryNorm
              0.31280023 = fieldWeight in 2291, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.0048037 = idf(docFreq=805, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
          0.14246424 = weight(abstract_txt:data in 2291) [ClassicSimilarity], result of:
            0.14246424 = score(doc=2291,freq=13.0), product of:
              0.18948849 = queryWeight, product of:
                3.0513372 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.01861321 = queryNorm
              0.7518358 = fieldWeight in 2291, product of:
                3.6055512 = tf(freq=13.0), with freq of:
                  13.0 = termFreq=13.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
          0.52607775 = weight(abstract_txt:mining in 2291) [ClassicSimilarity], result of:
            0.52607775 = score(doc=2291,freq=6.0), product of:
              0.5564515 = queryWeight, product of:
                4.8410444 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.01861321 = queryNorm
              0.94541526 = fieldWeight in 2291, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
        0.32 = coord(8/25)