Document (#31930)

Editor

Berry, M.W.

Title

Survey of text mining : clustering, classification, and retrieval

Imprint

New York, NY : Springer

Year

2004

Pages

XVII, 244 S

Isbn

0-387-95563-1

Abstract

Extracting content from text continues to be an important research problem for information processing and management. Approaches to capture the semantics of text-based document collections may be based on Bayesian models, probability theory, vector space models, statistical models, or even graph theory. As the volume of digitized textual media continues to grow, so does the need for designing robust, scalable indexing and search strategies (software) to meet a variety of user needs. Knowledge extraction or creation from text requires systematic yet reliable processing that can be codified and adapted for changing needs and environments. This book will draw upon experts in both academia and industry to recommend practical approaches to the purification, indexing, and mining of textual information. It will address document identification, clustering and categorizing documents, cleaning text, and visualizing semantic models of text.

Theme

Data Mining

LCSH

Data mining ; Information retrieval
Data mining / Congresses (GBV)
Cluster analysis / Congresses (GBV)
Discriminant analysis / Congresses (GBV)

RSWK

Text Mining / Aufsatzsammlung

BK

54.72 / Künstliche Intelligenz
06.74 / Informationssysteme

DDC

005.741
006.3

LCC

QA76.9.D343

RVK

ST 270 Informatik / Monographien / Software und -entwicklung / Datenbanken, Datenbanksysteme, Data base management, Informationssysteme
ST 302 Informatik / Monographien / Künstliche Intelligenz / Expertensysteme; Wissensbasierte Systeme

Similar documents (content)

1. Metadata for semantic and social applications : proceedings of the International Conference on Dublin Core and Metadata Applications, Berlin, 22 - 26 September 2008, DC 2008: Berlin, Germany (2008) 0.52

   0.51572883 = sum of:
     0.51572883 = product of:
       2.578644 = sum of:
         0.024339356 = weight(abstract_txt:will in 3668) [ClassicSimilarity], result of:
           0.024339356 = score(doc=3668,freq=2.0), product of:
             0.071310356 = queryWeight, product of:
               1.0421114 = boost
               3.8615482 = idf(docFreq=2539, maxDocs=44421)
               0.017720543 = queryNorm
             0.34131587 = fieldWeight in 3668, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.8615482 = idf(docFreq=2539, maxDocs=44421)
               0.0625 = fieldNorm(doc=3668)
         0.07009431 = weight(abstract_txt:scalable in 3668) [ClassicSimilarity], result of:
           0.07009431 = score(doc=3668,freq=1.0), product of:
             0.144345 = queryWeight, product of:
               1.048392 = boost
               7.769642 = idf(docFreq=50, maxDocs=44421)
               0.017720543 = queryNorm
             0.48560262 = fieldWeight in 3668, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.769642 = idf(docFreq=50, maxDocs=44421)
               0.0625 = fieldNorm(doc=3668)
         0.025944114 = weight(abstract_txt:needs in 3668) [ClassicSimilarity], result of:
           0.025944114 = score(doc=3668,freq=1.0), product of:
             0.093752414 = queryWeight, product of:
               1.1948931 = boost
               4.4276814 = idf(docFreq=1441, maxDocs=44421)
               0.017720543 = queryNorm
             0.2767301 = fieldWeight in 3668, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.4276814 = idf(docFreq=1441, maxDocs=44421)
               0.0625 = fieldNorm(doc=3668)
         0.05906727 = weight(abstract_txt:models in 3668) [ClassicSimilarity], result of:
           0.05906727 = score(doc=3668,freq=1.0), product of:
             0.20442367 = queryWeight, product of:
               2.495275 = boost
               4.623126 = idf(docFreq=1185, maxDocs=44421)
               0.017720543 = queryNorm
             0.28894538 = fieldWeight in 3668, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.623126 = idf(docFreq=1185, maxDocs=44421)
               0.0625 = fieldNorm(doc=3668)
         2.399199 = weight(subject_txt:congresses in 3668) [ClassicSimilarity], result of:
           2.399199 = score(doc=3668,freq=2.0), product of:
             0.47601703 = queryWeight, product of:
               3.2975752 = boost
               8.146119 = idf(docFreq=34, maxDocs=44421)
               0.017720543 = queryNorm
             5.040154 = fieldWeight in 3668, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               8.146119 = idf(docFreq=34, maxDocs=44421)
               0.4375 = fieldNorm(doc=3668)
       0.2 = coord(5/25)
   

2. Emerging frameworks and methods : Proceedings of the Fourth International Conference on the Conceptions of Library and Information Science (CoLIS4), Seattle, WA, July 21 - 25, 2002 (2002) 0.31

   0.3069234 = sum of:
     0.3069234 = product of:
       1.534617 = sum of:
         0.02778113 = weight(abstract_txt:theory in 1055) [ClassicSimilarity], result of:
           0.02778113 = score(doc=1055,freq=1.0), product of:
             0.0981273 = queryWeight, product of:
               1.2224547 = boost
               4.529811 = idf(docFreq=1301, maxDocs=44421)
               0.017720543 = queryNorm
             0.28311318 = fieldWeight in 1055, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.529811 = idf(docFreq=1301, maxDocs=44421)
               0.0625 = fieldNorm(doc=1055)
         0.041093476 = weight(abstract_txt:approaches in 1055) [ClassicSimilarity], result of:
           0.041093476 = score(doc=1055,freq=2.0), product of:
             0.10111025 = queryWeight, product of:
               1.2408961 = boost
               4.5981455 = idf(docFreq=1215, maxDocs=44421)
               0.017720543 = queryNorm
             0.40642247 = fieldWeight in 1055, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.5981455 = idf(docFreq=1215, maxDocs=44421)
               0.0625 = fieldNorm(doc=1055)
         0.03570409 = weight(abstract_txt:processing in 1055) [ClassicSimilarity], result of:
           0.03570409 = score(doc=1055,freq=1.0), product of:
             0.11599392 = queryWeight, product of:
               1.3290932 = boost
               4.9249606 = idf(docFreq=876, maxDocs=44421)
               0.017720543 = queryNorm
             0.30781004 = fieldWeight in 1055, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.9249606 = idf(docFreq=876, maxDocs=44421)
               0.0625 = fieldNorm(doc=1055)
         0.05906727 = weight(abstract_txt:models in 1055) [ClassicSimilarity], result of:
           0.05906727 = score(doc=1055,freq=1.0), product of:
             0.20442367 = queryWeight, product of:
               2.495275 = boost
               4.623126 = idf(docFreq=1185, maxDocs=44421)
               0.017720543 = queryNorm
             0.28894538 = fieldWeight in 1055, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.623126 = idf(docFreq=1185, maxDocs=44421)
               0.0625 = fieldNorm(doc=1055)
         1.370971 = weight(subject_txt:congresses in 1055) [ClassicSimilarity], result of:
           1.370971 = score(doc=1055,freq=2.0), product of:
             0.47601703 = queryWeight, product of:
               3.2975752 = boost
               8.146119 = idf(docFreq=34, maxDocs=44421)
               0.017720543 = queryNorm
             2.880088 = fieldWeight in 1055, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               8.146119 = idf(docFreq=34, maxDocs=44421)
               0.25 = fieldNorm(doc=1055)
       0.2 = coord(5/25)
   

3. TREC: experiment and evaluation in information retrieval (2005) 0.20

   0.19507085 = sum of:
     0.19507085 = product of:
       1.2191929 = sum of:
         0.017210523 = weight(abstract_txt:will in 761) [ClassicSimilarity], result of:
           0.017210523 = score(doc=761,freq=1.0), product of:
             0.071310356 = queryWeight, product of:
               1.0421114 = boost
               3.8615482 = idf(docFreq=2539, maxDocs=44421)
               0.017720543 = queryNorm
             0.24134676 = fieldWeight in 761, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.8615482 = idf(docFreq=2539, maxDocs=44421)
               0.0625 = fieldNorm(doc=761)
         0.03570409 = weight(abstract_txt:processing in 761) [ClassicSimilarity], result of:
           0.03570409 = score(doc=761,freq=1.0), product of:
             0.11599392 = queryWeight, product of:
               1.3290932 = boost
               4.9249606 = idf(docFreq=876, maxDocs=44421)
               0.017720543 = queryNorm
             0.30781004 = fieldWeight in 761, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.9249606 = idf(docFreq=876, maxDocs=44421)
               0.0625 = fieldNorm(doc=761)
         1.0282283 = weight(subject_txt:congresses in 761) [ClassicSimilarity], result of:
           1.0282283 = score(doc=761,freq=2.0), product of:
             0.47601703 = queryWeight, product of:
               3.2975752 = boost
               8.146119 = idf(docFreq=34, maxDocs=44421)
               0.017720543 = queryNorm
             2.1600661 = fieldWeight in 761, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               8.146119 = idf(docFreq=34, maxDocs=44421)
               0.1875 = fieldNorm(doc=761)
         0.13804998 = weight(abstract_txt:text in 761) [ClassicSimilarity], result of:
           0.13804998 = score(doc=761,freq=4.0), product of:
             0.2733066 = queryWeight, product of:
               3.8167782 = boost
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.017720543 = queryNorm
             0.50511026 = fieldWeight in 761, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.0625 = fieldNorm(doc=761)
       0.16 = coord(4/25)
   

4. Research and advanced technology for digital libraries : 8th European conference, ECDL 2004, Bath, UK, September 12-17, 2004 : proceedings (2004) 0.19

   0.1915723 = sum of:
     0.1915723 = product of:
       1.1973269 = sum of:
         0.036911476 = weight(abstract_txt:indexing in 3427) [ClassicSimilarity], result of:
           0.036911476 = score(doc=3427,freq=1.0), product of:
             0.09050446 = queryWeight, product of:
               1.1740128 = boost
               4.3503094 = idf(docFreq=1557, maxDocs=44421)
               0.017720543 = queryNorm
             0.4078415 = fieldWeight in 3427, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.3503094 = idf(docFreq=1557, maxDocs=44421)
               0.09375 = fieldNorm(doc=3427)
         0.043586217 = weight(abstract_txt:approaches in 3427) [ClassicSimilarity], result of:
           0.043586217 = score(doc=3427,freq=1.0), product of:
             0.10111025 = queryWeight, product of:
               1.2408961 = boost
               4.5981455 = idf(docFreq=1215, maxDocs=44421)
               0.017720543 = queryNorm
             0.43107614 = fieldWeight in 3427, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.5981455 = idf(docFreq=1215, maxDocs=44421)
               0.09375 = fieldNorm(doc=3427)
         0.08860091 = weight(abstract_txt:models in 3427) [ClassicSimilarity], result of:
           0.08860091 = score(doc=3427,freq=1.0), product of:
             0.20442367 = queryWeight, product of:
               2.495275 = boost
               4.623126 = idf(docFreq=1185, maxDocs=44421)
               0.017720543 = queryNorm
             0.43341807 = fieldWeight in 3427, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.623126 = idf(docFreq=1185, maxDocs=44421)
               0.09375 = fieldNorm(doc=3427)
         1.0282283 = weight(subject_txt:congresses in 3427) [ClassicSimilarity], result of:
           1.0282283 = score(doc=3427,freq=2.0), product of:
             0.47601703 = queryWeight, product of:
               3.2975752 = boost
               8.146119 = idf(docFreq=34, maxDocs=44421)
               0.017720543 = queryNorm
             2.1600661 = fieldWeight in 3427, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               8.146119 = idf(docFreq=34, maxDocs=44421)
               0.1875 = fieldNorm(doc=3427)
       0.16 = coord(4/25)
   

5. Zhan, J.; Loh, H.T.: Using latent semantic indexing to improve the accuracy of document clustering (2007) 0.17

   0.17252836 = sum of:
     0.17252836 = product of:
       0.71886814 = sum of:
         0.08508815 = weight(abstract_txt:recommend in 1264) [ClassicSimilarity], result of:
           0.08508815 = score(doc=1264,freq=1.0), product of:
             0.14155306 = queryWeight, product of:
               1.0382035 = boost
               7.694134 = idf(docFreq=54, maxDocs=44421)
               0.017720543 = queryNorm
             0.60110426 = fieldWeight in 1264, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.694134 = idf(docFreq=54, maxDocs=44421)
               0.078125 = fieldNorm(doc=1264)
         0.05916724 = weight(abstract_txt:document in 1264) [ClassicSimilarity], result of:
           0.05916724 = score(doc=1264,freq=4.0), product of:
             0.088182844 = queryWeight, product of:
               1.1588571 = boost
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.017720543 = queryNorm
             0.6709609 = fieldWeight in 1264, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.078125 = fieldNorm(doc=1264)
         0.030759562 = weight(abstract_txt:indexing in 1264) [ClassicSimilarity], result of:
           0.030759562 = score(doc=1264,freq=1.0), product of:
             0.09050446 = queryWeight, product of:
               1.1740128 = boost
               4.3503094 = idf(docFreq=1557, maxDocs=44421)
               0.017720543 = queryNorm
             0.33986792 = fieldWeight in 1264, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.3503094 = idf(docFreq=1557, maxDocs=44421)
               0.078125 = fieldNorm(doc=1264)
         0.2379652 = weight(abstract_txt:clustering in 1264) [ClassicSimilarity], result of:
           0.2379652 = score(doc=1264,freq=7.0), product of:
             0.1850658 = queryWeight, product of:
               1.6788076 = boost
               6.2208285 = idf(docFreq=239, maxDocs=44421)
               0.017720543 = queryNorm
             1.285841 = fieldWeight in 1264, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               6.2208285 = idf(docFreq=239, maxDocs=44421)
               0.078125 = fieldNorm(doc=1264)
         0.08628123 = weight(abstract_txt:text in 1264) [ClassicSimilarity], result of:
           0.08628123 = score(doc=1264,freq=1.0), product of:
             0.2733066 = queryWeight, product of:
               3.8167782 = boost
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.017720543 = queryNorm
             0.3156939 = fieldWeight in 1264, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.078125 = fieldNorm(doc=1264)
         0.21960673 = weight(abstract_txt:mining in 1264) [ClassicSimilarity], result of:
           0.21960673 = score(doc=1264,freq=1.0), product of:
             0.4554356 = queryWeight, product of:
               4.1641016 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.017720543 = queryNorm
             0.48219052 = fieldWeight in 1264, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.078125 = fieldNorm(doc=1264)
       0.24 = coord(6/25)