Document (#19950)

Author
Salton, G.
Allan, J.
Buckley, C.
Singhal, A.
Title
Automatic analysis, theme generation, and summarization of machine readable texts
Source
Science. 264(1994), S.1421-1426
Year
1994
Footnote
Wiederabgedruckt in: Readings in information retrieval. Ed.: K. Sparck Jones u. P. Willett. San Francisco: Morgan Kaufmann 1997. S.478-483.
Theme
Automatisches Indexieren
Automatisches Abstracting

Similar documents (author)

  1. Salton, G.; Allan, J.; Singhal, A.: Automatic text decomposition and structuring (1996) 3.73
    3.734577 = sum of:
      3.734577 = product of:
        4.979436 = sum of:
          1.1494001 = weight(author_txt:salton in 4135) [ClassicSimilarity], result of:
            1.1494001 = score(doc=4135,freq=1.0), product of:
              0.39348978 = queryWeight, product of:
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.05051577 = queryNorm
              2.9210417 = fieldWeight in 4135, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.375 = fieldNorm(doc=4135)
          1.663572 = weight(author_txt:allan in 4135) [ClassicSimilarity], result of:
            1.663572 = score(doc=4135,freq=1.0), product of:
              0.5034779 = queryWeight, product of:
                1.1311585 = boost
                8.811096 = idf(docFreq=17, maxDocs=44421)
                0.05051577 = queryNorm
              3.304161 = fieldWeight in 4135, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.811096 = idf(docFreq=17, maxDocs=44421)
                0.375 = fieldNorm(doc=4135)
          2.1664636 = weight(author_txt:singhal in 4135) [ClassicSimilarity], result of:
            2.1664636 = score(doc=4135,freq=1.0), product of:
              0.60041785 = queryWeight, product of:
                1.2352648 = boost
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.05051577 = queryNorm
              3.60826 = fieldWeight in 4135, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.375 = fieldNorm(doc=4135)
        0.75 = coord(3/4)
    
  2. Salton, G.; Buckley, C.; Allan, J.: Automatic structuring of text files (1992) 3.27
    3.274088 = sum of:
      3.274088 = product of:
        4.3654504 = sum of:
          1.1494001 = weight(author_txt:salton in 6506) [ClassicSimilarity], result of:
            1.1494001 = score(doc=6506,freq=1.0), product of:
              0.39348978 = queryWeight, product of:
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.05051577 = queryNorm
              2.9210417 = fieldWeight in 6506, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.375 = fieldNorm(doc=6506)
          1.5524783 = weight(author_txt:buckley in 6506) [ClassicSimilarity], result of:
            1.5524783 = score(doc=6506,freq=1.0), product of:
              0.48080575 = queryWeight, product of:
                1.1053965 = boost
                8.610425 = idf(docFreq=21, maxDocs=44421)
                0.05051577 = queryNorm
              3.2289095 = fieldWeight in 6506, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.610425 = idf(docFreq=21, maxDocs=44421)
                0.375 = fieldNorm(doc=6506)
          1.663572 = weight(author_txt:allan in 6506) [ClassicSimilarity], result of:
            1.663572 = score(doc=6506,freq=1.0), product of:
              0.5034779 = queryWeight, product of:
                1.1311585 = boost
                8.811096 = idf(docFreq=17, maxDocs=44421)
                0.05051577 = queryNorm
              3.304161 = fieldWeight in 6506, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.811096 = idf(docFreq=17, maxDocs=44421)
                0.375 = fieldNorm(doc=6506)
        0.75 = coord(3/4)
    
  3. Buckley, C.; Allan, J.; Salton, G.: Automatic routing and retrieval using Smart : TREC-2 (1995) 3.27
    3.274088 = sum of:
      3.274088 = product of:
        4.3654504 = sum of:
          1.1494001 = weight(author_txt:salton in 6699) [ClassicSimilarity], result of:
            1.1494001 = score(doc=6699,freq=1.0), product of:
              0.39348978 = queryWeight, product of:
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.05051577 = queryNorm
              2.9210417 = fieldWeight in 6699, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.375 = fieldNorm(doc=6699)
          1.5524783 = weight(author_txt:buckley in 6699) [ClassicSimilarity], result of:
            1.5524783 = score(doc=6699,freq=1.0), product of:
              0.48080575 = queryWeight, product of:
                1.1053965 = boost
                8.610425 = idf(docFreq=21, maxDocs=44421)
                0.05051577 = queryNorm
              3.2289095 = fieldWeight in 6699, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.610425 = idf(docFreq=21, maxDocs=44421)
                0.375 = fieldNorm(doc=6699)
          1.663572 = weight(author_txt:allan in 6699) [ClassicSimilarity], result of:
            1.663572 = score(doc=6699,freq=1.0), product of:
              0.5034779 = queryWeight, product of:
                1.1311585 = boost
                8.811096 = idf(docFreq=17, maxDocs=44421)
                0.05051577 = queryNorm
              3.304161 = fieldWeight in 6699, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.811096 = idf(docFreq=17, maxDocs=44421)
                0.375 = fieldNorm(doc=6699)
        0.75 = coord(3/4)
    
  4. Salton, G.; Allen, J.; Buckley, C.; Singhal, A.: Automatic analysis, theme generation, and summarization of machine-readable data (1994) 3.04
    3.0427136 = sum of:
      3.0427136 = product of:
        4.0569515 = sum of:
          0.9578334 = weight(author_txt:salton in 1236) [ClassicSimilarity], result of:
            0.9578334 = score(doc=1236,freq=1.0), product of:
              0.39348978 = queryWeight, product of:
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.05051577 = queryNorm
              2.4342015 = fieldWeight in 1236, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.3125 = fieldNorm(doc=1236)
          1.2937318 = weight(author_txt:buckley in 1236) [ClassicSimilarity], result of:
            1.2937318 = score(doc=1236,freq=1.0), product of:
              0.48080575 = queryWeight, product of:
                1.1053965 = boost
                8.610425 = idf(docFreq=21, maxDocs=44421)
                0.05051577 = queryNorm
              2.6907578 = fieldWeight in 1236, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.610425 = idf(docFreq=21, maxDocs=44421)
                0.3125 = fieldNorm(doc=1236)
          1.8053863 = weight(author_txt:singhal in 1236) [ClassicSimilarity], result of:
            1.8053863 = score(doc=1236,freq=1.0), product of:
              0.60041785 = queryWeight, product of:
                1.2352648 = boost
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.05051577 = queryNorm
              3.0068831 = fieldWeight in 1236, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.3125 = fieldNorm(doc=1236)
        0.75 = coord(3/4)
    
  5. Buckley, C.; Singhal, A.; Mitra, M.; Salton, G.: New retrieval approaches using SMART : TREC 4 (1996) 3.04
    3.0427136 = sum of:
      3.0427136 = product of:
        4.0569515 = sum of:
          0.9578334 = weight(author_txt:salton in 597) [ClassicSimilarity], result of:
            0.9578334 = score(doc=597,freq=1.0), product of:
              0.39348978 = queryWeight, product of:
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.05051577 = queryNorm
              2.4342015 = fieldWeight in 597, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.3125 = fieldNorm(doc=597)
          1.2937318 = weight(author_txt:buckley in 597) [ClassicSimilarity], result of:
            1.2937318 = score(doc=597,freq=1.0), product of:
              0.48080575 = queryWeight, product of:
                1.1053965 = boost
                8.610425 = idf(docFreq=21, maxDocs=44421)
                0.05051577 = queryNorm
              2.6907578 = fieldWeight in 597, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.610425 = idf(docFreq=21, maxDocs=44421)
                0.3125 = fieldNorm(doc=597)
          1.8053863 = weight(author_txt:singhal in 597) [ClassicSimilarity], result of:
            1.8053863 = score(doc=597,freq=1.0), product of:
              0.60041785 = queryWeight, product of:
                1.2352648 = boost
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.05051577 = queryNorm
              3.0068831 = fieldWeight in 597, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.3125 = fieldNorm(doc=597)
        0.75 = coord(3/4)
    

Similar documents (content)

  1. Coombs, J.H.; Renear, A.H.; DeRose, S.J.: Markup systems and the future of scholarly text processing (1987) 0.70
    0.6995282 = sum of:
      0.6995282 = product of:
        1.3990564 = sum of:
          0.10494265 = weight(abstract_txt:analysis in 1593) [ClassicSimilarity], result of:
            0.10494265 = score(doc=1593,freq=1.0), product of:
              0.13159095 = queryWeight, product of:
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.036095083 = queryNorm
              0.79749143 = fieldWeight in 1593, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.21875 = fieldNorm(doc=1593)
          0.31789255 = weight(abstract_txt:machine in 1593) [ClassicSimilarity], result of:
            0.31789255 = score(doc=1593,freq=1.0), product of:
              0.27549362 = queryWeight, product of:
                1.4469142 = boost
                5.274979 = idf(docFreq=617, maxDocs=44421)
                0.036095083 = queryNorm
              1.1539017 = fieldWeight in 1593, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.274979 = idf(docFreq=617, maxDocs=44421)
                0.21875 = fieldNorm(doc=1593)
          0.38807884 = weight(abstract_txt:texts in 1593) [ClassicSimilarity], result of:
            0.38807884 = score(doc=1593,freq=1.0), product of:
              0.31468156 = queryWeight, product of:
                1.5464028 = boost
                5.6376824 = idf(docFreq=429, maxDocs=44421)
                0.036095083 = queryNorm
              1.233243 = fieldWeight in 1593, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6376824 = idf(docFreq=429, maxDocs=44421)
                0.21875 = fieldNorm(doc=1593)
          0.5881424 = weight(abstract_txt:readable in 1593) [ClassicSimilarity], result of:
            0.5881424 = score(doc=1593,freq=1.0), product of:
              0.41518945 = queryWeight, product of:
                1.7762748 = boost
                6.475721 = idf(docFreq=185, maxDocs=44421)
                0.036095083 = queryNorm
              1.416564 = fieldWeight in 1593, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.475721 = idf(docFreq=185, maxDocs=44421)
                0.21875 = fieldNorm(doc=1593)
        0.5 = coord(4/8)
    
  2. Smeaton, A.F.: Progress in the application of natural language processing to information retrieval tasks (1992) 0.51
    0.51314235 = sum of:
      0.51314235 = product of:
        1.3683796 = sum of:
          0.36822602 = weight(abstract_txt:automatic in 7079) [ClassicSimilarity], result of:
            0.36822602 = score(doc=7079,freq=2.0), product of:
              0.26727325 = queryWeight, product of:
                1.4251636 = boost
                5.1956835 = idf(docFreq=668, maxDocs=44421)
                0.036095083 = queryNorm
              1.3777137 = fieldWeight in 7079, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.1956835 = idf(docFreq=668, maxDocs=44421)
                0.1875 = fieldNorm(doc=7079)
          0.32818788 = weight(abstract_txt:generation in 7079) [ClassicSimilarity], result of:
            0.32818788 = score(doc=7079,freq=1.0), product of:
              0.31186804 = queryWeight, product of:
                1.5394742 = boost
                5.612423 = idf(docFreq=440, maxDocs=44421)
                0.036095083 = queryNorm
              1.0523293 = fieldWeight in 7079, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.612423 = idf(docFreq=440, maxDocs=44421)
                0.1875 = fieldNorm(doc=7079)
          0.6719658 = weight(abstract_txt:summarization in 7079) [ClassicSimilarity], result of:
            0.6719658 = score(doc=7079,freq=1.0), product of:
              0.50286794 = queryWeight, product of:
                1.9548523 = boost
                7.1267567 = idf(docFreq=96, maxDocs=44421)
                0.036095083 = queryNorm
              1.3362669 = fieldWeight in 7079, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.1267567 = idf(docFreq=96, maxDocs=44421)
                0.1875 = fieldNorm(doc=7079)
        0.375 = coord(3/8)
    
  3. Sabourin, C.F. (Bearb.): Computational lexicology and lexicography : bibliography (1994) 0.50
    0.4978084 = sum of:
      0.4978084 = product of:
        0.9956168 = sum of:
          0.07495904 = weight(abstract_txt:analysis in 485) [ClassicSimilarity], result of:
            0.07495904 = score(doc=485,freq=1.0), product of:
              0.13159095 = queryWeight, product of:
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.036095083 = queryNorm
              0.56963676 = fieldWeight in 485, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.15625 = fieldNorm(doc=485)
          0.2270661 = weight(abstract_txt:machine in 485) [ClassicSimilarity], result of:
            0.2270661 = score(doc=485,freq=1.0), product of:
              0.27549362 = queryWeight, product of:
                1.4469142 = boost
                5.274979 = idf(docFreq=617, maxDocs=44421)
                0.036095083 = queryNorm
              0.8242155 = fieldWeight in 485, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.274979 = idf(docFreq=617, maxDocs=44421)
                0.15625 = fieldNorm(doc=485)
          0.2734899 = weight(abstract_txt:generation in 485) [ClassicSimilarity], result of:
            0.2734899 = score(doc=485,freq=1.0), product of:
              0.31186804 = queryWeight, product of:
                1.5394742 = boost
                5.612423 = idf(docFreq=440, maxDocs=44421)
                0.036095083 = queryNorm
              0.8769411 = fieldWeight in 485, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.612423 = idf(docFreq=440, maxDocs=44421)
                0.15625 = fieldNorm(doc=485)
          0.42010173 = weight(abstract_txt:readable in 485) [ClassicSimilarity], result of:
            0.42010173 = score(doc=485,freq=1.0), product of:
              0.41518945 = queryWeight, product of:
                1.7762748 = boost
                6.475721 = idf(docFreq=185, maxDocs=44421)
                0.036095083 = queryNorm
              1.0118314 = fieldWeight in 485, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.475721 = idf(docFreq=185, maxDocs=44421)
                0.15625 = fieldNorm(doc=485)
        0.5 = coord(4/8)
    
  4. Maybury, M.T.: Generating summaries from event data (1995) 0.47
    0.4713949 = sum of:
      0.4713949 = product of:
        0.9427898 = sum of:
          0.03747952 = weight(abstract_txt:analysis in 2417) [ClassicSimilarity], result of:
            0.03747952 = score(doc=2417,freq=1.0), product of:
              0.13159095 = queryWeight, product of:
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.036095083 = queryNorm
              0.28481838 = fieldWeight in 2417, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.078125 = fieldNorm(doc=2417)
          0.10848962 = weight(abstract_txt:automatic in 2417) [ClassicSimilarity], result of:
            0.10848962 = score(doc=2417,freq=1.0), product of:
              0.26727325 = queryWeight, product of:
                1.4251636 = boost
                5.1956835 = idf(docFreq=668, maxDocs=44421)
                0.036095083 = queryNorm
              0.40591276 = fieldWeight in 2417, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.1956835 = idf(docFreq=668, maxDocs=44421)
                0.078125 = fieldNorm(doc=2417)
          0.23684919 = weight(abstract_txt:generation in 2417) [ClassicSimilarity], result of:
            0.23684919 = score(doc=2417,freq=3.0), product of:
              0.31186804 = queryWeight, product of:
                1.5394742 = boost
                5.612423 = idf(docFreq=440, maxDocs=44421)
                0.036095083 = queryNorm
              0.75945324 = fieldWeight in 2417, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.612423 = idf(docFreq=440, maxDocs=44421)
                0.078125 = fieldNorm(doc=2417)
          0.55997145 = weight(abstract_txt:summarization in 2417) [ClassicSimilarity], result of:
            0.55997145 = score(doc=2417,freq=4.0), product of:
              0.50286794 = queryWeight, product of:
                1.9548523 = boost
                7.1267567 = idf(docFreq=96, maxDocs=44421)
                0.036095083 = queryNorm
              1.1135557 = fieldWeight in 2417, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                7.1267567 = idf(docFreq=96, maxDocs=44421)
                0.078125 = fieldNorm(doc=2417)
        0.5 = coord(4/8)
    
  5. Aker, A.; Gaizauskas, R.: Generating descriptive multi-document summaries of geo-located entities using entity type models (2015) 0.38
    0.37752226 = sum of:
      0.37752226 = product of:
        0.7550445 = sum of:
          0.0867917 = weight(abstract_txt:automatic in 2726) [ClassicSimilarity], result of:
            0.0867917 = score(doc=2726,freq=1.0), product of:
              0.26727325 = queryWeight, product of:
                1.4251636 = boost
                5.1956835 = idf(docFreq=668, maxDocs=44421)
                0.036095083 = queryNorm
              0.32473022 = fieldWeight in 2726, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.1956835 = idf(docFreq=668, maxDocs=44421)
                0.0625 = fieldNorm(doc=2726)
          0.10939596 = weight(abstract_txt:generation in 2726) [ClassicSimilarity], result of:
            0.10939596 = score(doc=2726,freq=1.0), product of:
              0.31186804 = queryWeight, product of:
                1.5394742 = boost
                5.612423 = idf(docFreq=440, maxDocs=44421)
                0.036095083 = queryNorm
              0.35077643 = fieldWeight in 2726, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.612423 = idf(docFreq=440, maxDocs=44421)
                0.0625 = fieldNorm(doc=2726)
          0.11087967 = weight(abstract_txt:texts in 2726) [ClassicSimilarity], result of:
            0.11087967 = score(doc=2726,freq=1.0), product of:
              0.31468156 = queryWeight, product of:
                1.5464028 = boost
                5.6376824 = idf(docFreq=429, maxDocs=44421)
                0.036095083 = queryNorm
              0.35235515 = fieldWeight in 2726, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6376824 = idf(docFreq=429, maxDocs=44421)
                0.0625 = fieldNorm(doc=2726)
          0.4479772 = weight(abstract_txt:summarization in 2726) [ClassicSimilarity], result of:
            0.4479772 = score(doc=2726,freq=4.0), product of:
              0.50286794 = queryWeight, product of:
                1.9548523 = boost
                7.1267567 = idf(docFreq=96, maxDocs=44421)
                0.036095083 = queryNorm
              0.8908446 = fieldWeight in 2726, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                7.1267567 = idf(docFreq=96, maxDocs=44421)
                0.0625 = fieldNorm(doc=2726)
        0.5 = coord(4/8)