Document (#35145)

Author
Kulathuramaiyer, N.
Maurer, H.
Title
Implications of emerging data mining
Source
Social Semantic Web: Web 2.0, was nun? Hrsg.: A. Blumauer u. T. Pellegrini
Imprint
Berlin : Springer
Year
2009
Pages
S.469-483
Abstract
Data Mining describes a technology that discovers non-trivial hidden patterns in a large collection of data. Although this technology has a tremendous impact on our lives, the invaluable contributions of this invisible technology often go unnoticed. This paper discusses advances in data mining while focusing on the emerging data mining capability. Such data mining applications perform multidimensional mining on a wide variety of heterogeneous data sources, providing solutions to many unresolved problems. This paper also highlights the advantages and disadvantages arising from the ever-expanding scope of data mining. Data Mining augments human intelligence by equipping us with a wealth of knowledge and by empowering us to perform our daily tasks better. As the mining scope and capacity increases, users and organizations become more willing to compromise privacy. The huge data stores of the 'master miners' allow them to gain deep insights into individual lifestyles and their social and behavioural patterns. Data integration and analysis capability of combining business and financial trends together with the ability to deterministically track market changes will drastically affect our lives.
Theme
Data Mining

Similar documents (author)

  1. Maurer, H.: Retrospektive Katalogkonversion in einem Verbundsystem (1991) 5.35
    5.3508706 = sum of:
      5.3508706 = weight(author_txt:maurer in 4749) [ClassicSimilarity], result of:
        5.3508706 = fieldWeight in 4749, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.561393 = idf(docFreq=22, maxDocs=44218)
          0.625 = fieldNorm(doc=4749)
    
  2. Maurer, H.: Einbindung der Sacherschließung nach den RSWK in den Geschäftsgang der UB Freiburg : Stand der Überlegungen im Oktober 1993 (1994) 5.35
    5.3508706 = sum of:
      5.3508706 = weight(author_txt:maurer in 8144) [ClassicSimilarity], result of:
        5.3508706 = fieldWeight in 8144, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.561393 = idf(docFreq=22, maxDocs=44218)
          0.625 = fieldNorm(doc=8144)
    
  3. Maurer, H.: Object-oriented modelling of hyperstructure : overcoming the static link deficiency (1994) 5.35
    5.3508706 = sum of:
      5.3508706 = weight(author_txt:maurer in 764) [ClassicSimilarity], result of:
        5.3508706 = fieldWeight in 764, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.561393 = idf(docFreq=22, maxDocs=44218)
          0.625 = fieldNorm(doc=764)
    
  4. Maurer, H.: HyperWave - the next generation web solution (1996) 5.35
    5.3508706 = sum of:
      5.3508706 = weight(author_txt:maurer in 4453) [ClassicSimilarity], result of:
        5.3508706 = fieldWeight in 4453, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.561393 = idf(docFreq=22, maxDocs=44218)
          0.625 = fieldNorm(doc=4453)
    
  5. Maurer, R.: HTML und CGI-Programmierung : Dynamische WWW-Seiten erstellen. Mit einer Einführung in Tcl (1996) 5.35
    5.3508706 = sum of:
      5.3508706 = weight(author_txt:maurer in 4916) [ClassicSimilarity], result of:
        5.3508706 = fieldWeight in 4916, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.561393 = idf(docFreq=22, maxDocs=44218)
          0.625 = fieldNorm(doc=4916)
    

Similar documents (content)

  1. Mining text data (2012) 0.20
    0.20156579 = sum of:
      0.20156579 = product of:
        1.007829 = sum of:
          0.06741188 = weight(abstract_txt:tremendous in 362) [ClassicSimilarity], result of:
            0.06741188 = score(doc=362,freq=1.0), product of:
              0.13152929 = queryWeight, product of:
                1.0450684 = boost
                8.200379 = idf(docFreq=32, maxDocs=44218)
                0.015347718 = queryNorm
              0.5125237 = fieldWeight in 362, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.200379 = idf(docFreq=32, maxDocs=44218)
                0.0625 = fieldNorm(doc=362)
          0.011899716 = weight(abstract_txt:this in 362) [ClassicSimilarity], result of:
            0.011899716 = score(doc=362,freq=3.0), product of:
              0.045554943 = queryWeight, product of:
                1.2300739 = boost
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.015347718 = queryNorm
              0.2612168 = fieldWeight in 362, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.0625 = fieldNorm(doc=362)
          0.028873052 = weight(abstract_txt:technology in 362) [ClassicSimilarity], result of:
            0.028873052 = score(doc=362,freq=1.0), product of:
              0.10778717 = queryWeight, product of:
                1.6386176 = boost
                4.2859354 = idf(docFreq=1653, maxDocs=44218)
                0.015347718 = queryNorm
              0.26787096 = fieldWeight in 362, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.2859354 = idf(docFreq=1653, maxDocs=44218)
                0.0625 = fieldNorm(doc=362)
          0.122325465 = weight(abstract_txt:data in 362) [ClassicSimilarity], result of:
            0.122325465 = score(doc=362,freq=6.0), product of:
              0.23949139 = queryWeight, product of:
                4.6770797 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.015347718 = queryNorm
              0.5107719 = fieldWeight in 362, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.0625 = fieldNorm(doc=362)
          0.7773189 = weight(abstract_txt:mining in 362) [ClassicSimilarity], result of:
            0.7773189 = score(doc=362,freq=9.0), product of:
              0.67132217 = queryWeight, product of:
                7.0830483 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.015347718 = queryNorm
              1.1578925 = fieldWeight in 362, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.0625 = fieldNorm(doc=362)
        0.2 = coord(5/25)
    
  2. Methodologies for knowledge discovery and data mining : Third Pacific-Asia Conference, PAKDD'99, Beijing, China, April 26-28, 1999, Proceedings (1999) 0.14
    0.14370267 = sum of:
      0.14370267 = product of:
        0.8981417 = sum of:
          0.082765386 = weight(abstract_txt:emerging in 3821) [ClassicSimilarity], result of:
            0.082765386 = score(doc=3821,freq=1.0), product of:
              0.13084245 = queryWeight, product of:
                1.4740859 = boost
                5.7833843 = idf(docFreq=369, maxDocs=44218)
                0.015347718 = queryNorm
              0.63255763 = fieldWeight in 3821, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7833843 = idf(docFreq=369, maxDocs=44218)
                0.109375 = fieldNorm(doc=3821)
          0.050527845 = weight(abstract_txt:technology in 3821) [ClassicSimilarity], result of:
            0.050527845 = score(doc=3821,freq=1.0), product of:
              0.10778717 = queryWeight, product of:
                1.6386176 = boost
                4.2859354 = idf(docFreq=1653, maxDocs=44218)
                0.015347718 = queryNorm
              0.4687742 = fieldWeight in 3821, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.2859354 = idf(docFreq=1653, maxDocs=44218)
                0.109375 = fieldNorm(doc=3821)
          0.12359312 = weight(abstract_txt:data in 3821) [ClassicSimilarity], result of:
            0.12359312 = score(doc=3821,freq=2.0), product of:
              0.23949139 = queryWeight, product of:
                4.6770797 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.015347718 = queryNorm
              0.516065 = fieldWeight in 3821, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.109375 = fieldNorm(doc=3821)
          0.6412553 = weight(abstract_txt:mining in 3821) [ClassicSimilarity], result of:
            0.6412553 = score(doc=3821,freq=2.0), product of:
              0.67132217 = queryWeight, product of:
                7.0830483 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.015347718 = queryNorm
              0.95521253 = fieldWeight in 3821, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.109375 = fieldNorm(doc=3821)
        0.16 = coord(4/25)
    
  3. Kantardzic, M.: Data mining : concepts, models, methods, and algorithms (2003) 0.14
    0.14185408 = sum of:
      0.14185408 = product of:
        0.886588 = sum of:
          0.015362469 = weight(abstract_txt:this in 2291) [ClassicSimilarity], result of:
            0.015362469 = score(doc=2291,freq=5.0), product of:
              0.045554943 = queryWeight, product of:
                1.2300739 = boost
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.015347718 = queryNorm
              0.33722946 = fieldWeight in 2291, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
          0.05648905 = weight(abstract_txt:perform in 2291) [ClassicSimilarity], result of:
            0.05648905 = score(doc=2291,freq=1.0), product of:
              0.14729376 = queryWeight, product of:
                1.5640141 = boost
                6.1362057 = idf(docFreq=259, maxDocs=44218)
                0.015347718 = queryNorm
              0.38351285 = fieldWeight in 2291, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1362057 = idf(docFreq=259, maxDocs=44218)
                0.0625 = fieldNorm(doc=2291)
          0.18005821 = weight(abstract_txt:data in 2291) [ClassicSimilarity], result of:
            0.18005821 = score(doc=2291,freq=13.0), product of:
              0.23949139 = queryWeight, product of:
                4.6770797 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.015347718 = 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)
          0.63467824 = weight(abstract_txt:mining in 2291) [ClassicSimilarity], result of:
            0.63467824 = score(doc=2291,freq=6.0), product of:
              0.67132217 = queryWeight, product of:
                7.0830483 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.015347718 = 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)
        0.16 = coord(4/25)
    
  4. Kostoff, R.N.; Rio, J.A. del; Humenik, J.A.; Garcia, E.O.; Ramirez, A.M.: Citation mining : integrating text mining and bibliometrics for research user profiling (2001) 0.13
    0.12918003 = sum of:
      0.12918003 = product of:
        0.64590013 = sum of:
          0.008924787 = weight(abstract_txt:this in 6850) [ClassicSimilarity], result of:
            0.008924787 = score(doc=6850,freq=3.0), product of:
              0.045554943 = queryWeight, product of:
                1.2300739 = boost
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.015347718 = queryNorm
              0.1959126 = fieldWeight in 6850, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4130175 = idf(docFreq=10762, maxDocs=44218)
                0.046875 = fieldNorm(doc=6850)
          0.042366788 = weight(abstract_txt:perform in 6850) [ClassicSimilarity], result of:
            0.042366788 = score(doc=6850,freq=1.0), product of:
              0.14729376 = queryWeight, product of:
                1.5640141 = boost
                6.1362057 = idf(docFreq=259, maxDocs=44218)
                0.015347718 = queryNorm
              0.28763464 = fieldWeight in 6850, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1362057 = idf(docFreq=259, maxDocs=44218)
                0.046875 = fieldNorm(doc=6850)
          0.02165479 = weight(abstract_txt:technology in 6850) [ClassicSimilarity], result of:
            0.02165479 = score(doc=6850,freq=1.0), product of:
              0.10778717 = queryWeight, product of:
                1.6386176 = boost
                4.2859354 = idf(docFreq=1653, maxDocs=44218)
                0.015347718 = queryNorm
              0.20090322 = fieldWeight in 6850, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.2859354 = idf(docFreq=1653, maxDocs=44218)
                0.046875 = fieldNorm(doc=6850)
          0.058805633 = weight(abstract_txt:capability in 6850) [ClassicSimilarity], result of:
            0.058805633 = score(doc=6850,freq=1.0), product of:
              0.18327925 = queryWeight, product of:
                1.7446371 = boost
                6.8448567 = idf(docFreq=127, maxDocs=44218)
                0.015347718 = queryNorm
              0.32085267 = fieldWeight in 6850, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.8448567 = idf(docFreq=127, maxDocs=44218)
                0.046875 = fieldNorm(doc=6850)
          0.5141481 = weight(abstract_txt:mining in 6850) [ClassicSimilarity], result of:
            0.5141481 = score(doc=6850,freq=7.0), product of:
              0.67132217 = queryWeight, product of:
                7.0830483 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.015347718 = queryNorm
              0.76587385 = fieldWeight in 6850, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.046875 = fieldNorm(doc=6850)
        0.2 = coord(5/25)
    
  5. Liu, B.: Web data mining : exploring hyperlinks, contents, and usage data (2011) 0.13
    0.12702842 = sum of:
      0.12702842 = product of:
        1.0585701 = sum of:
          0.028873052 = weight(abstract_txt:technology in 354) [ClassicSimilarity], result of:
            0.028873052 = score(doc=354,freq=1.0), product of:
              0.10778717 = queryWeight, product of:
                1.6386176 = boost
                4.2859354 = idf(docFreq=1653, maxDocs=44218)
                0.015347718 = queryNorm
              0.26787096 = fieldWeight in 354, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.2859354 = idf(docFreq=1653, maxDocs=44218)
                0.0625 = fieldNorm(doc=354)
          0.1321266 = weight(abstract_txt:data in 354) [ClassicSimilarity], result of:
            0.1321266 = score(doc=354,freq=7.0), product of:
              0.23949139 = queryWeight, product of:
                4.6770797 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.015347718 = queryNorm
              0.55169666 = fieldWeight in 354, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.0625 = fieldNorm(doc=354)
          0.89757055 = weight(abstract_txt:mining in 354) [ClassicSimilarity], result of:
            0.89757055 = score(doc=354,freq=12.0), product of:
              0.67132217 = queryWeight, product of:
                7.0830483 = boost
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.015347718 = queryNorm
              1.3370191 = fieldWeight in 354, product of:
                3.4641016 = tf(freq=12.0), with freq of:
                  12.0 = termFreq=12.0
                6.1754265 = idf(docFreq=249, maxDocs=44218)
                0.0625 = fieldNorm(doc=354)
        0.12 = coord(3/25)