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

   5.353733 = sum of:
     5.353733 = weight(author_txt:maurer in 4748) [ClassicSimilarity], result of:
       5.353733 = fieldWeight in 4748, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.565973 = idf(docFreq=22, maxDocs=44421)
         0.625 = fieldNorm(doc=4748)
   

2. Maurer, H.: Einbindung der Sacherschließung nach den RSWK in den Geschäftsgang der UB Freiburg : Stand der Überlegungen im Oktober 1993 (1994) 5.35

   5.353733 = sum of:
     5.353733 = weight(author_txt:maurer in 8143) [ClassicSimilarity], result of:
       5.353733 = fieldWeight in 8143, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.565973 = idf(docFreq=22, maxDocs=44421)
         0.625 = fieldNorm(doc=8143)
   

3. Maurer, H.: Object-oriented modelling of hyperstructure : overcoming the static link deficiency (1994) 5.35

   5.353733 = sum of:
     5.353733 = weight(author_txt:maurer in 832) [ClassicSimilarity], result of:
       5.353733 = fieldWeight in 832, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.565973 = idf(docFreq=22, maxDocs=44421)
         0.625 = fieldNorm(doc=832)
   

4. Maurer, H.: HyperWave - the next generation web solution (1996) 5.35

   5.353733 = sum of:
     5.353733 = weight(author_txt:maurer in 4521) [ClassicSimilarity], result of:
       5.353733 = fieldWeight in 4521, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.565973 = idf(docFreq=22, maxDocs=44421)
         0.625 = fieldNorm(doc=4521)
   

5. Maurer, R.: HTML und CGI-Programmierung : Dynamische WWW-Seiten erstellen. Mit einer Einführung in Tcl (1996) 5.35

   5.353733 = sum of:
     5.353733 = weight(author_txt:maurer in 4984) [ClassicSimilarity], result of:
       5.353733 = fieldWeight in 4984, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.565973 = idf(docFreq=22, maxDocs=44421)
         0.625 = fieldNorm(doc=4984)
   

Similar documents (content)

1. Mining text data (2012) 0.20

   0.2013696 = sum of:
     0.2013696 = product of:
       1.006848 = sum of:
         0.06759517 = weight(abstract_txt:tremendous in 1362) [ClassicSimilarity], result of:
           0.06759517 = score(doc=1362,freq=1.0), product of:
             0.13181329 = queryWeight, product of:
               1.0450422 = boost
               8.20496 = idf(docFreq=32, maxDocs=44421)
               0.015372656 = queryNorm
             0.51281 = fieldWeight in 1362, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.20496 = idf(docFreq=32, maxDocs=44421)
               0.0625 = fieldNorm(doc=1362)
         0.01181193 = weight(abstract_txt:this in 1362) [ClassicSimilarity], result of:
           0.01181193 = score(doc=1362,freq=3.0), product of:
             0.04534634 = queryWeight, product of:
               1.2259008 = boost
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.015372656 = queryNorm
             0.26048255 = fieldWeight in 1362, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.0625 = fieldNorm(doc=1362)
         0.028813206 = weight(abstract_txt:technology in 1362) [ClassicSimilarity], result of:
           0.028813206 = score(doc=1362,freq=1.0), product of:
             0.1076755 = queryWeight, product of:
               1.6359622 = boost
               4.2814875 = idf(docFreq=1668, maxDocs=44421)
               0.015372656 = queryNorm
             0.26759297 = fieldWeight in 1362, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.2814875 = idf(docFreq=1668, maxDocs=44421)
               0.0625 = fieldNorm(doc=1362)
         0.12177986 = weight(abstract_txt:data in 1362) [ClassicSimilarity], result of:
           0.12177986 = score(doc=1362,freq=6.0), product of:
             0.23886152 = queryWeight, product of:
               4.6657734 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.015372656 = queryNorm
             0.5098346 = fieldWeight in 1362, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=1362)
         0.7768478 = weight(abstract_txt:mining in 1362) [ClassicSimilarity], result of:
           0.7768478 = score(doc=1362,freq=9.0), product of:
             0.6712836 = queryWeight, product of:
               7.075033 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.015372656 = queryNorm
             1.1572572 = fieldWeight in 1362, product of:
               3.0 = tf(freq=9.0), with freq of:
                 9.0 = termFreq=9.0
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.0625 = fieldNorm(doc=1362)
       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

   0.14352529 = sum of:
     0.14352529 = product of:
       0.8970331 = sum of:
         0.08270139 = weight(abstract_txt:emerging in 4821) [ClassicSimilarity], result of:
           0.08270139 = score(doc=4821,freq=1.0), product of:
             0.13082033 = queryWeight, product of:
               1.4723357 = boost
               5.779889 = idf(docFreq=372, maxDocs=44421)
               0.015372656 = queryNorm
             0.6321754 = fieldWeight in 4821, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.779889 = idf(docFreq=372, maxDocs=44421)
               0.109375 = fieldNorm(doc=4821)
         0.05042311 = weight(abstract_txt:technology in 4821) [ClassicSimilarity], result of:
           0.05042311 = score(doc=4821,freq=1.0), product of:
             0.1076755 = queryWeight, product of:
               1.6359622 = boost
               4.2814875 = idf(docFreq=1668, maxDocs=44421)
               0.015372656 = queryNorm
             0.4682877 = fieldWeight in 4821, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.2814875 = idf(docFreq=1668, maxDocs=44421)
               0.109375 = fieldNorm(doc=4821)
         0.12304187 = weight(abstract_txt:data in 4821) [ClassicSimilarity], result of:
           0.12304187 = score(doc=4821,freq=2.0), product of:
             0.23886152 = queryWeight, product of:
               4.6657734 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.015372656 = queryNorm
             0.515118 = fieldWeight in 4821, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.109375 = fieldNorm(doc=4821)
         0.64086676 = weight(abstract_txt:mining in 4821) [ClassicSimilarity], result of:
           0.64086676 = score(doc=4821,freq=2.0), product of:
             0.6712836 = queryWeight, product of:
               7.075033 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.015372656 = queryNorm
             0.9546885 = fieldWeight in 4821, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.109375 = fieldNorm(doc=4821)
       0.16 = coord(4/25)
   

3. Kantardzic, M.: Data mining : concepts, models, methods, and algorithms (2003) 0.14

   0.1416081 = sum of:
     0.1416081 = product of:
       0.88505065 = sum of:
         0.015249137 = weight(abstract_txt:this in 3291) [ClassicSimilarity], result of:
           0.015249137 = score(doc=3291,freq=5.0), product of:
             0.04534634 = queryWeight, product of:
               1.2259008 = boost
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.015372656 = queryNorm
             0.33628154 = fieldWeight in 3291, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.0625 = fieldNorm(doc=3291)
         0.056252886 = weight(abstract_txt:perform in 3291) [ClassicSimilarity], result of:
           0.056252886 = score(doc=3291,freq=1.0), product of:
             0.14693388 = queryWeight, product of:
               1.5603793 = boost
               6.1255183 = idf(docFreq=263, maxDocs=44421)
               0.015372656 = queryNorm
             0.3828449 = fieldWeight in 3291, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.1255183 = idf(docFreq=263, maxDocs=44421)
               0.0625 = fieldNorm(doc=3291)
         0.1792551 = weight(abstract_txt:data in 3291) [ClassicSimilarity], result of:
           0.1792551 = score(doc=3291,freq=13.0), product of:
             0.23886152 = queryWeight, product of:
               4.6657734 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.015372656 = queryNorm
             0.75045615 = fieldWeight in 3291, product of:
               3.6055512 = tf(freq=13.0), with freq of:
                 13.0 = termFreq=13.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=3291)
         0.63429356 = weight(abstract_txt:mining in 3291) [ClassicSimilarity], result of:
           0.63429356 = score(doc=3291,freq=6.0), product of:
             0.6712836 = queryWeight, product of:
               7.075033 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.015372656 = queryNorm
             0.9448966 = fieldWeight in 3291, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.0625 = fieldNorm(doc=3291)
       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

   0.12901609 = sum of:
     0.12901609 = product of:
       0.64508045 = sum of:
         0.008858947 = weight(abstract_txt:this in 850) [ClassicSimilarity], result of:
           0.008858947 = score(doc=850,freq=3.0), product of:
             0.04534634 = queryWeight, product of:
               1.2259008 = boost
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.015372656 = queryNorm
             0.19536191 = fieldWeight in 850, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.046875 = fieldNorm(doc=850)
         0.042189665 = weight(abstract_txt:perform in 850) [ClassicSimilarity], result of:
           0.042189665 = score(doc=850,freq=1.0), product of:
             0.14693388 = queryWeight, product of:
               1.5603793 = boost
               6.1255183 = idf(docFreq=263, maxDocs=44421)
               0.015372656 = queryNorm
             0.28713366 = fieldWeight in 850, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.1255183 = idf(docFreq=263, maxDocs=44421)
               0.046875 = fieldNorm(doc=850)
         0.021609904 = weight(abstract_txt:technology in 850) [ClassicSimilarity], result of:
           0.021609904 = score(doc=850,freq=1.0), product of:
             0.1076755 = queryWeight, product of:
               1.6359622 = boost
               4.2814875 = idf(docFreq=1668, maxDocs=44421)
               0.015372656 = queryNorm
             0.20069472 = fieldWeight in 850, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.2814875 = idf(docFreq=1668, maxDocs=44421)
               0.046875 = fieldNorm(doc=850)
         0.058585446 = weight(abstract_txt:capability in 850) [ClassicSimilarity], result of:
           0.058585446 = score(doc=850,freq=1.0), product of:
             0.18288484 = queryWeight, product of:
               1.7408369 = boost
               6.8339334 = idf(docFreq=129, maxDocs=44421)
               0.015372656 = queryNorm
             0.32034063 = fieldWeight in 850, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.8339334 = idf(docFreq=129, maxDocs=44421)
               0.046875 = fieldNorm(doc=850)
         0.5138365 = weight(abstract_txt:mining in 850) [ClassicSimilarity], result of:
           0.5138365 = score(doc=850,freq=7.0), product of:
             0.6712836 = queryWeight, product of:
               7.075033 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.015372656 = queryNorm
             0.7654537 = fieldWeight in 850, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.046875 = fieldNorm(doc=850)
       0.2 = coord(5/25)
   

5. Liu, B.: Web data mining : exploring hyperlinks, contents, and usage data (2011) 0.13

   0.12688524 = sum of:
     0.12688524 = product of:
       1.057377 = sum of:
         0.028813206 = weight(abstract_txt:technology in 1354) [ClassicSimilarity], result of:
           0.028813206 = score(doc=1354,freq=1.0), product of:
             0.1076755 = queryWeight, product of:
               1.6359622 = boost
               4.2814875 = idf(docFreq=1668, maxDocs=44421)
               0.015372656 = queryNorm
             0.26759297 = fieldWeight in 1354, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.2814875 = idf(docFreq=1668, maxDocs=44421)
               0.0625 = fieldNorm(doc=1354)
         0.13153727 = weight(abstract_txt:data in 1354) [ClassicSimilarity], result of:
           0.13153727 = score(doc=1354,freq=7.0), product of:
             0.23886152 = queryWeight, product of:
               4.6657734 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.015372656 = queryNorm
             0.5506843 = fieldWeight in 1354, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=1354)
         0.89702654 = weight(abstract_txt:mining in 1354) [ClassicSimilarity], result of:
           0.89702654 = score(doc=1354,freq=12.0), product of:
             0.6712836 = queryWeight, product of:
               7.075033 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.015372656 = queryNorm
             1.3362855 = fieldWeight in 1354, product of:
               3.4641016 = tf(freq=12.0), with freq of:
                 12.0 = termFreq=12.0
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.0625 = fieldNorm(doc=1354)
       0.12 = coord(3/25)