Document (#41020)

Author

Tonkin, E.L.
Tourte, G.J.L.

Title

Working with text. tools, techniques and approaches for text mining

Imprint

Cambridge (MA) : Chandos Publisher

Year

2016

Pages

xiii, 330 S

Isbn

978-1-84334-749-1

Series

Chandos Information Professional Series

Abstract

What is text mining, and how can it be used? What relevance do these methods have to everyday work in information science and the digital humanities? How does one develop competences in text mining? Working with Text provides a series of cross-disciplinary perspectives on text mining and its applications. As text mining raises legal and ethical issues, the legal background of text mining and the responsibilities of the engineer are discussed in this book. Chapters provide an introduction to the use of the popular GATE text mining package with data drawn from social media, the use of text mining to support semantic search, the development of an authority system to support content tagging, and recent techniques in automatic language evaluation. Focused studies describe text mining on historical texts, automated indexing using constrained vocabularies, and the use of natural language processing to explore the climate science literature. Interviews are included that offer a glimpse into the real-life experience of working within commercial and academic text mining.

Footnote

Rez. in: JASIST 69(2018) no.1, S.181-184 (Jacques Savoy).

Theme

Data Mining

LCSH

Data mining

RSWK

Text Mining / Aufsatzsammlung

DDC

005.7

LCC

QA76.9.D343

RVK

ST 680

Similar documents (content)

1. Mining text data (2012) 0.32

   0.31548283 = sum of:
     0.31548283 = product of:
       1.3145118 = sum of:
         0.12373277 = weight(subject_txt:aufsatzsammlung in 1362) [ClassicSimilarity], result of:
           0.12373277 = score(doc=1362,freq=1.0), product of:
             0.075246036 = queryWeight, product of:
               1.0351166 = boost
               6.5775037 = idf(docFreq=167, maxDocs=44421)
               0.011051806 = queryNorm
             1.6443759 = fieldWeight in 1362, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.5775037 = idf(docFreq=167, maxDocs=44421)
               0.25 = fieldNorm(doc=1362)
         0.019668352 = weight(abstract_txt:data in 1362) [ClassicSimilarity], result of:
           0.019668352 = score(doc=1362,freq=6.0), product of:
             0.038577907 = queryWeight, product of:
               1.0481702 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.011051806 = 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)
         0.0050718854 = weight(abstract_txt:with in 1362) [ClassicSimilarity], result of:
           0.0050718854 = score(doc=1362,freq=1.0), product of:
             0.032510266 = queryWeight, product of:
               1.1784695 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.011051806 = queryNorm
             0.15600874 = fieldWeight in 1362, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.0625 = fieldNorm(doc=1362)
         0.017553614 = weight(abstract_txt:science in 1362) [ClassicSimilarity], result of:
           0.017553614 = score(doc=1362,freq=2.0), product of:
             0.051575664 = queryWeight, product of:
               1.2119505 = boost
               3.850585 = idf(docFreq=2567, maxDocs=44421)
               0.011051806 = queryNorm
             0.34034684 = fieldWeight in 1362, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.850585 = idf(docFreq=2567, maxDocs=44421)
               0.0625 = fieldNorm(doc=1362)
         0.22839624 = weight(abstract_txt:text in 1362) [ClassicSimilarity], result of:
           0.22839624 = score(doc=1362,freq=6.0), product of:
             0.3691961 = queryWeight, product of:
               8.266995 = boost
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.011051806 = queryNorm
             0.61863124 = fieldWeight in 1362, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.0625 = fieldNorm(doc=1362)
         0.92008895 = weight(abstract_txt:mining in 1362) [ClassicSimilarity], result of:
           0.92008895 = score(doc=1362,freq=9.0), product of:
             0.79506004 = queryWeight, product of:
               11.655691 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.011051806 = 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)
       0.24 = coord(6/25)
   

2. Relational data mining (2001) 0.26

   0.26171717 = sum of:
     0.26171717 = product of:
       1.0904882 = sum of:
         0.022443332 = weight(abstract_txt:data in 2303) [ClassicSimilarity], result of:
           0.022443332 = score(doc=2303,freq=5.0), product of:
             0.038577907 = queryWeight, product of:
               1.0481702 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.011051806 = queryNorm
             0.5817664 = fieldWeight in 2303, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.078125 = fieldNorm(doc=2303)
         0.062611826 = weight(abstract_txt:chapters in 2303) [ClassicSimilarity], result of:
           0.062611826 = score(doc=2303,freq=2.0), product of:
             0.082354635 = queryWeight, product of:
               1.0829078 = boost
               6.881186 = idf(docFreq=123, maxDocs=44421)
               0.011051806 = queryNorm
             0.76027083 = fieldWeight in 2303, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.881186 = idf(docFreq=123, maxDocs=44421)
               0.078125 = fieldNorm(doc=2303)
         0.006339857 = weight(abstract_txt:with in 2303) [ClassicSimilarity], result of:
           0.006339857 = score(doc=2303,freq=1.0), product of:
             0.032510266 = queryWeight, product of:
               1.1784695 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.011051806 = queryNorm
             0.19501092 = fieldWeight in 2303, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.078125 = fieldNorm(doc=2303)
         0.025297923 = weight(abstract_txt:techniques in 2303) [ClassicSimilarity], result of:
           0.025297923 = score(doc=2303,freq=1.0), product of:
             0.071448594 = queryWeight, product of:
               1.4264591 = boost
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.011051806 = queryNorm
             0.35407168 = fieldWeight in 2303, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.078125 = fieldNorm(doc=2303)
         0.11655296 = weight(abstract_txt:text in 2303) [ClassicSimilarity], result of:
           0.11655296 = score(doc=2303,freq=1.0), product of:
             0.3691961 = queryWeight, product of:
               8.266995 = boost
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.011051806 = queryNorm
             0.3156939 = fieldWeight in 2303, 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=2303)
         0.85724235 = weight(abstract_txt:mining in 2303) [ClassicSimilarity], result of:
           0.85724235 = score(doc=2303,freq=5.0), product of:
             0.79506004 = queryWeight, product of:
               11.655691 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.011051806 = queryNorm
             1.0782108 = fieldWeight in 2303, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.078125 = fieldNorm(doc=2303)
       0.24 = coord(6/25)
   

3. Varathan, K.D.; Giachanou, A.; Crestani, F.: Comparative opinion mining : a review (2017) 0.26

   0.25549144 = sum of:
     0.25549144 = product of:
       1.0645477 = sum of:
         0.008029571 = weight(abstract_txt:data in 4540) [ClassicSimilarity], result of:
           0.008029571 = score(doc=4540,freq=1.0), product of:
             0.038577907 = queryWeight, product of:
               1.0481702 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.011051806 = queryNorm
             0.20813909 = fieldWeight in 4540, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=4540)
         0.007172729 = weight(abstract_txt:with in 4540) [ClassicSimilarity], result of:
           0.007172729 = score(doc=4540,freq=2.0), product of:
             0.032510266 = queryWeight, product of:
               1.1784695 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.011051806 = queryNorm
             0.22062966 = fieldWeight in 4540, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.0625 = fieldNorm(doc=4540)
         0.015775682 = weight(abstract_txt:language in 4540) [ClassicSimilarity], result of:
           0.015775682 = score(doc=4540,freq=1.0), product of:
             0.060515862 = queryWeight, product of:
               1.3127955 = boost
               4.1709876 = idf(docFreq=1863, maxDocs=44421)
               0.011051806 = queryNorm
             0.26068673 = fieldWeight in 4540, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.1709876 = idf(docFreq=1863, maxDocs=44421)
               0.0625 = fieldNorm(doc=4540)
         0.020238338 = weight(abstract_txt:techniques in 4540) [ClassicSimilarity], result of:
           0.020238338 = score(doc=4540,freq=1.0), product of:
             0.071448594 = queryWeight, product of:
               1.4264591 = boost
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.011051806 = queryNorm
             0.28325734 = fieldWeight in 4540, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.0625 = fieldNorm(doc=4540)
         0.09324237 = weight(abstract_txt:text in 4540) [ClassicSimilarity], result of:
           0.09324237 = score(doc=4540,freq=1.0), product of:
             0.3691961 = queryWeight, product of:
               8.266995 = boost
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.011051806 = queryNorm
             0.25255513 = fieldWeight in 4540, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.0625 = fieldNorm(doc=4540)
         0.92008895 = weight(abstract_txt:mining in 4540) [ClassicSimilarity], result of:
           0.92008895 = score(doc=4540,freq=9.0), product of:
             0.79506004 = queryWeight, product of:
               11.655691 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.011051806 = queryNorm
             1.1572572 = fieldWeight in 4540, 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=4540)
       0.24 = coord(6/25)
   

4. Haravu, L.J.; Neelameghan, A.: Text mining and data mining in knowledge organization and discovery : the making of knowledge-based products (2003) 0.25

   0.24971282 = sum of:
     0.24971282 = product of:
       1.0404701 = sum of:
         0.011355528 = weight(abstract_txt:data in 653) [ClassicSimilarity], result of:
           0.011355528 = score(doc=653,freq=2.0), product of:
             0.038577907 = queryWeight, product of:
               1.0481702 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.011051806 = queryNorm
             0.29435313 = fieldWeight in 653, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=653)
         0.0050718854 = weight(abstract_txt:with in 653) [ClassicSimilarity], result of:
           0.0050718854 = score(doc=653,freq=1.0), product of:
             0.032510266 = queryWeight, product of:
               1.1784695 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.011051806 = queryNorm
             0.15600874 = fieldWeight in 653, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.0625 = fieldNorm(doc=653)
         0.015775682 = weight(abstract_txt:language in 653) [ClassicSimilarity], result of:
           0.015775682 = score(doc=653,freq=1.0), product of:
             0.060515862 = queryWeight, product of:
               1.3127955 = boost
               4.1709876 = idf(docFreq=1863, maxDocs=44421)
               0.011051806 = queryNorm
             0.26068673 = fieldWeight in 653, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.1709876 = idf(docFreq=1863, maxDocs=44421)
               0.0625 = fieldNorm(doc=653)
         0.028621333 = weight(abstract_txt:techniques in 653) [ClassicSimilarity], result of:
           0.028621333 = score(doc=653,freq=2.0), product of:
             0.071448594 = queryWeight, product of:
               1.4264591 = boost
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.011051806 = queryNorm
             0.40058637 = fieldWeight in 653, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.0625 = fieldNorm(doc=653)
         0.22839624 = weight(abstract_txt:text in 653) [ClassicSimilarity], result of:
           0.22839624 = score(doc=653,freq=6.0), product of:
             0.3691961 = queryWeight, product of:
               8.266995 = boost
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.011051806 = queryNorm
             0.61863124 = fieldWeight in 653, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.0625 = fieldNorm(doc=653)
         0.7512495 = weight(abstract_txt:mining in 653) [ClassicSimilarity], result of:
           0.7512495 = score(doc=653,freq=6.0), product of:
             0.79506004 = queryWeight, product of:
               11.655691 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.011051806 = queryNorm
             0.9448966 = fieldWeight in 653, 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=653)
       0.24 = coord(6/25)
   

5. Zhou, L.; Chaovalit, P.: Ontology-supported polarity mining (2008) 0.25

   0.24675825 = sum of:
     0.24675825 = product of:
       1.2337912 = sum of:
         0.0076078284 = weight(abstract_txt:with in 2343) [ClassicSimilarity], result of:
           0.0076078284 = score(doc=2343,freq=1.0), product of:
             0.032510266 = queryWeight, product of:
               1.1784695 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.011051806 = queryNorm
             0.23401311 = fieldWeight in 2343, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.09375 = fieldNorm(doc=2343)
         0.027271569 = weight(abstract_txt:support in 2343) [ClassicSimilarity], result of:
           0.027271569 = score(doc=2343,freq=1.0), product of:
             0.06652063 = queryWeight, product of:
               1.3763872 = boost
               4.37303 = idf(docFreq=1522, maxDocs=44421)
               0.011051806 = queryNorm
             0.4099716 = fieldWeight in 2343, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.37303 = idf(docFreq=1522, maxDocs=44421)
               0.09375 = fieldNorm(doc=2343)
         0.030357506 = weight(abstract_txt:techniques in 2343) [ClassicSimilarity], result of:
           0.030357506 = score(doc=2343,freq=1.0), product of:
             0.071448594 = queryWeight, product of:
               1.4264591 = boost
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.011051806 = queryNorm
             0.424886 = fieldWeight in 2343, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.09375 = fieldNorm(doc=2343)
         0.13986355 = weight(abstract_txt:text in 2343) [ClassicSimilarity], result of:
           0.13986355 = score(doc=2343,freq=1.0), product of:
             0.3691961 = queryWeight, product of:
               8.266995 = boost
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.011051806 = queryNorm
             0.3788327 = fieldWeight in 2343, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.040882 = idf(docFreq=2122, maxDocs=44421)
               0.09375 = fieldNorm(doc=2343)
         1.0286908 = weight(abstract_txt:mining in 2343) [ClassicSimilarity], result of:
           1.0286908 = score(doc=2343,freq=5.0), product of:
             0.79506004 = queryWeight, product of:
               11.655691 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.011051806 = queryNorm
             1.2938529 = fieldWeight in 2343, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.09375 = fieldNorm(doc=2343)
       0.2 = coord(5/25)