Document (#38073)

Author

Lamirel, J.-C.

Title

Multi-view data analysis and concept extraction methods for text

Source

Knowledge organization. 40(2013) no.5, S.305-319

Year

2013

Abstract

In the process of textual information analysis, like in the domain of technological survey through patents analysis, or in the domain of emerging research tracking through research papers analysis, the complexity of the studied concepts and the accuracy of the questions to be answered may often lead the analyst to partition his reasoning into viewpoints. Most of the classical information analysis tools can only manage an analysis of the studied domain in a global way. The information analysis paradigm considered in this paper is an alternative paradigm called multi-view data analysis. This paradigm introduces the dimensions of view-points and dynamics into information analysis with its multi-view displays, its online generalization capabilities, and its inter-view communication process. The dynamic information exchange between views can be exploited, either by an analyst or in an unsupervised way, in order to perform cooperative deduction between several different analyzes that have been performed on the same data or on related data. This paper demonstrates the efficiency of a viewpoint-oriented analysis as compared to a global analysis in the domain of technological survey and research evaluation. Both objective and subjective quality criteria are taken into account for quality evaluation.

Content

Vgl.: http://www.ergon-verlag.de/isko_ko/downloads/ko_40_2013_5_c.pdf.

Footnote

Part of a section "Papers from the 13th Meeting of the German ISKO "Theory, Information, and Organization of Knowledge," Potsdam, 19-20 March 2013"

Similar documents (content)

1. Pepe, A.; Mayernik, M.; Borgman, C.L.; Van de Sompel, H.: From artifacts to aggregations : modeling scientific life cycles on the semantic Web (2010) 0.17

   0.16506073 = sum of:
     0.16506073 = product of:
       0.5158148 = sum of:
         0.021410901 = weight(abstract_txt:process in 412) [ClassicSimilarity], result of:
           0.021410901 = score(doc=412,freq=1.0), product of:
             0.08460879 = queryWeight, product of:
               1.0865254 = boost
               4.048922 = idf(docFreq=2105, maxDocs=44421)
               0.01923252 = queryNorm
             0.25305763 = fieldWeight in 412, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.048922 = idf(docFreq=2105, maxDocs=44421)
               0.0625 = fieldNorm(doc=412)
         0.03412572 = weight(abstract_txt:research in 412) [ClassicSimilarity], result of:
           0.03412572 = score(doc=412,freq=5.0), product of:
             0.07728357 = queryWeight, product of:
               1.2718074 = boost
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.01923252 = queryNorm
             0.441565 = fieldWeight in 412, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.0625 = fieldNorm(doc=412)
         0.019768368 = weight(abstract_txt:information in 412) [ClassicSimilarity], result of:
           0.019768368 = score(doc=412,freq=3.0), product of:
             0.07549399 = queryWeight, product of:
               1.6227751 = boost
               2.4188995 = idf(docFreq=10748, maxDocs=44421)
               0.01923252 = queryNorm
             0.26185355 = fieldWeight in 412, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.4188995 = idf(docFreq=10748, maxDocs=44421)
               0.0625 = fieldNorm(doc=412)
         0.04126941 = weight(abstract_txt:data in 412) [ClassicSimilarity], result of:
           0.04126941 = score(doc=412,freq=3.0), product of:
             0.114475876 = queryWeight, product of:
               1.7873274 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.01923252 = queryNorm
             0.3605075 = fieldWeight in 412, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=412)
         0.10137696 = weight(abstract_txt:multi in 412) [ClassicSimilarity], result of:
           0.10137696 = score(doc=412,freq=1.0), product of:
             0.27309608 = queryWeight, product of:
               2.3907573 = boost
               5.9394164 = idf(docFreq=317, maxDocs=44421)
               0.01923252 = queryNorm
             0.37121353 = fieldWeight in 412, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.9394164 = idf(docFreq=317, maxDocs=44421)
               0.0625 = fieldNorm(doc=412)
         0.06822074 = weight(abstract_txt:domain in 412) [ClassicSimilarity], result of:
           0.06822074 = score(doc=412,freq=1.0), product of:
             0.23082341 = queryWeight, product of:
               2.5379734 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.01923252 = queryNorm
             0.29555383 = fieldWeight in 412, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.0625 = fieldNorm(doc=412)
         0.1436793 = weight(abstract_txt:view in 412) [ClassicSimilarity], result of:
           0.1436793 = score(doc=412,freq=2.0), product of:
             0.32425874 = queryWeight, product of:
               3.3631635 = boost
               5.013113 = idf(docFreq=802, maxDocs=44421)
               0.01923252 = queryNorm
             0.44310078 = fieldWeight in 412, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.013113 = idf(docFreq=802, maxDocs=44421)
               0.0625 = fieldNorm(doc=412)
         0.085963346 = weight(abstract_txt:analysis in 412) [ClassicSimilarity], result of:
           0.085963346 = score(doc=412,freq=1.0), product of:
             0.37727267 = queryWeight, product of:
               5.3807297 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.01923252 = queryNorm
             0.2278547 = fieldWeight in 412, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.0625 = fieldNorm(doc=412)
       0.32 = coord(8/25)
   

2. Tennis, J.T.: Two axes of domains for domain analysis (2003) 0.16

   0.1635508 = sum of:
     0.1635508 = product of:
       1.0221925 = sum of:
         0.15040457 = weight(abstract_txt:studied in 4010) [ClassicSimilarity], result of:
           0.15040457 = score(doc=4010,freq=2.0), product of:
             0.16961499 = queryWeight, product of:
               1.5383822 = boost
               5.73276 = idf(docFreq=390, maxDocs=44421)
               0.01923252 = queryNorm
             0.88674104 = fieldWeight in 4010, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.73276 = idf(docFreq=390, maxDocs=44421)
               0.109375 = fieldNorm(doc=4010)
         0.37245274 = weight(abstract_txt:analyst in 4010) [ClassicSimilarity], result of:
           0.37245274 = score(doc=4010,freq=1.0), product of:
             0.39115387 = queryWeight, product of:
               2.336178 = boost
               8.705735 = idf(docFreq=19, maxDocs=44421)
               0.01923252 = queryNorm
             0.9521898 = fieldWeight in 4010, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.705735 = idf(docFreq=19, maxDocs=44421)
               0.109375 = fieldNorm(doc=4010)
         0.2387726 = weight(abstract_txt:domain in 4010) [ClassicSimilarity], result of:
           0.2387726 = score(doc=4010,freq=4.0), product of:
             0.23082341 = queryWeight, product of:
               2.5379734 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.01923252 = queryNorm
             1.0344384 = fieldWeight in 4010, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.109375 = fieldNorm(doc=4010)
         0.26056254 = weight(abstract_txt:analysis in 4010) [ClassicSimilarity], result of:
           0.26056254 = score(doc=4010,freq=3.0), product of:
             0.37727267 = queryWeight, product of:
               5.3807297 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.01923252 = queryNorm
             0.69064784 = fieldWeight in 4010, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.109375 = fieldNorm(doc=4010)
       0.16 = coord(4/25)
   

3. Wang, L.; Qiu, J.: Domain analytic paradigm : a quarter century exploration of fundamental ideas in information science (2022) 0.16

   0.1559484 = sum of:
     0.1559484 = product of:
       0.779742 = sum of:
         0.021583 = weight(abstract_txt:research in 1680) [ClassicSimilarity], result of:
           0.021583 = score(doc=1680,freq=2.0), product of:
             0.07728357 = queryWeight, product of:
               1.2718074 = boost
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.01923252 = queryNorm
             0.27927023 = fieldWeight in 1680, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.0625 = fieldNorm(doc=1680)
         0.011413273 = weight(abstract_txt:information in 1680) [ClassicSimilarity], result of:
           0.011413273 = score(doc=1680,freq=1.0), product of:
             0.07549399 = queryWeight, product of:
               1.6227751 = boost
               2.4188995 = idf(docFreq=10748, maxDocs=44421)
               0.01923252 = queryNorm
             0.15118122 = fieldWeight in 1680, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4188995 = idf(docFreq=10748, maxDocs=44421)
               0.0625 = fieldNorm(doc=1680)
         0.16088252 = weight(abstract_txt:paradigm in 1680) [ClassicSimilarity], result of:
           0.16088252 = score(doc=1680,freq=2.0), product of:
             0.2949071 = queryWeight, product of:
               2.4843934 = boost
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.01923252 = queryNorm
             0.5455363 = fieldWeight in 1680, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.1720386 = idf(docFreq=251, maxDocs=44421)
               0.0625 = fieldNorm(doc=1680)
         0.26421782 = weight(abstract_txt:domain in 1680) [ClassicSimilarity], result of:
           0.26421782 = score(doc=1680,freq=15.0), product of:
             0.23082341 = queryWeight, product of:
               2.5379734 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.01923252 = queryNorm
             1.1446751 = fieldWeight in 1680, product of:
               3.8729835 = tf(freq=15.0), with freq of:
                 15.0 = termFreq=15.0
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.0625 = fieldNorm(doc=1680)
         0.3216454 = weight(abstract_txt:analysis in 1680) [ClassicSimilarity], result of:
           0.3216454 = score(doc=1680,freq=14.0), product of:
             0.37727267 = queryWeight, product of:
               5.3807297 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.01923252 = queryNorm
             0.85255426 = fieldWeight in 1680, product of:
               3.7416575 = tf(freq=14.0), with freq of:
                 14.0 = termFreq=14.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.0625 = fieldNorm(doc=1680)
       0.2 = coord(5/25)
   

4. Hjoerland, B.; Hartel, J.: Introduction to a Special Issue of Knowledge Organization (2003) 0.15

   0.15362969 = sum of:
     0.15362969 = product of:
       0.4267491 = sum of:
         0.009030558 = weight(abstract_txt:through in 4013) [ClassicSimilarity], result of:
           0.009030558 = score(doc=4013,freq=1.0), product of:
             0.08256891 = queryWeight, product of:
               1.0733477 = boost
               3.9998152 = idf(docFreq=2211, maxDocs=44421)
               0.01923252 = queryNorm
             0.10936995 = fieldWeight in 4013, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.9998152 = idf(docFreq=2211, maxDocs=44421)
               0.02734375 = fieldNorm(doc=4013)
         0.014930002 = weight(abstract_txt:research in 4013) [ClassicSimilarity], result of:
           0.014930002 = score(doc=4013,freq=5.0), product of:
             0.07728357 = queryWeight, product of:
               1.2718074 = boost
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.01923252 = queryNorm
             0.19318469 = fieldWeight in 4013, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.02734375 = fieldNorm(doc=4013)
         0.025193516 = weight(abstract_txt:technological in 4013) [ClassicSimilarity], result of:
           0.025193516 = score(doc=4013,freq=1.0), product of:
             0.16363117 = queryWeight, product of:
               1.5110024 = boost
               5.6307297 = idf(docFreq=432, maxDocs=44421)
               0.01923252 = queryNorm
             0.15396526 = fieldWeight in 4013, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.6307297 = idf(docFreq=432, maxDocs=44421)
               0.02734375 = fieldNorm(doc=4013)
         0.026588023 = weight(abstract_txt:studied in 4013) [ClassicSimilarity], result of:
           0.026588023 = score(doc=4013,freq=1.0), product of:
             0.16961499 = queryWeight, product of:
               1.5383822 = boost
               5.73276 = idf(docFreq=390, maxDocs=44421)
               0.01923252 = queryNorm
             0.15675515 = fieldWeight in 4013, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.73276 = idf(docFreq=390, maxDocs=44421)
               0.02734375 = fieldNorm(doc=4013)
         0.018683245 = weight(abstract_txt:information in 4013) [ClassicSimilarity], result of:
           0.018683245 = score(doc=4013,freq=14.0), product of:
             0.07549399 = queryWeight, product of:
               1.6227751 = boost
               2.4188995 = idf(docFreq=10748, maxDocs=44421)
               0.01923252 = queryNorm
             0.2474799 = fieldWeight in 4013, product of:
               3.7416575 = tf(freq=14.0), with freq of:
                 14.0 = termFreq=14.0
               2.4188995 = idf(docFreq=10748, maxDocs=44421)
               0.02734375 = fieldNorm(doc=4013)
         0.010424271 = weight(abstract_txt:data in 4013) [ClassicSimilarity], result of:
           0.010424271 = score(doc=4013,freq=1.0), product of:
             0.114475876 = queryWeight, product of:
               1.7873274 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.01923252 = queryNorm
             0.091060854 = fieldWeight in 4013, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.02734375 = fieldNorm(doc=4013)
         0.12662828 = weight(abstract_txt:domain in 4013) [ClassicSimilarity], result of:
           0.12662828 = score(doc=4013,freq=18.0), product of:
             0.23082341 = queryWeight, product of:
               2.5379734 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.01923252 = queryNorm
             0.54859376 = fieldWeight in 4013, product of:
               4.2426405 = tf(freq=18.0), with freq of:
                 18.0 = termFreq=18.0
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.02734375 = fieldNorm(doc=4013)
         0.08889703 = weight(abstract_txt:view in 4013) [ClassicSimilarity], result of:
           0.08889703 = score(doc=4013,freq=4.0), product of:
             0.32425874 = queryWeight, product of:
               3.3631635 = boost
               5.013113 = idf(docFreq=802, maxDocs=44421)
               0.01923252 = queryNorm
             0.2741546 = fieldWeight in 4013, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.013113 = idf(docFreq=802, maxDocs=44421)
               0.02734375 = fieldNorm(doc=4013)
         0.10637422 = weight(abstract_txt:analysis in 4013) [ClassicSimilarity], result of:
           0.10637422 = score(doc=4013,freq=8.0), product of:
             0.37727267 = queryWeight, product of:
               5.3807297 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.01923252 = queryNorm
             0.2819558 = fieldWeight in 4013, product of:
               2.828427 = tf(freq=8.0), with freq of:
                 8.0 = termFreq=8.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.02734375 = fieldNorm(doc=4013)
       0.36 = coord(9/25)
   

5. Wang, W.M.; Cheung, C.F.; Lee, W.B.; Kwok, S.K.: Mining knowledge from natural language texts using fuzzy associated concept mapping (2008) 0.15

   0.15179196 = sum of:
     0.15179196 = product of:
       0.3794799 = sum of:
         0.018061116 = weight(abstract_txt:through in 3121) [ClassicSimilarity], result of:
           0.018061116 = score(doc=3121,freq=1.0), product of:
             0.08256891 = queryWeight, product of:
               1.0733477 = boost
               3.9998152 = idf(docFreq=2211, maxDocs=44421)
               0.01923252 = queryNorm
             0.2187399 = fieldWeight in 3121, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.9998152 = idf(docFreq=2211, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
         0.018734539 = weight(abstract_txt:process in 3121) [ClassicSimilarity], result of:
           0.018734539 = score(doc=3121,freq=1.0), product of:
             0.08460879 = queryWeight, product of:
               1.0865254 = boost
               4.048922 = idf(docFreq=2105, maxDocs=44421)
               0.01923252 = queryNorm
             0.22142543 = fieldWeight in 3121, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.048922 = idf(docFreq=2105, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
         0.025371827 = weight(abstract_txt:evaluation in 3121) [ClassicSimilarity], result of:
           0.025371827 = score(doc=3121,freq=1.0), product of:
             0.10356699 = queryWeight, product of:
               1.2021061 = boost
               4.479632 = idf(docFreq=1368, maxDocs=44421)
               0.01923252 = queryNorm
             0.24497987 = fieldWeight in 3121, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.479632 = idf(docFreq=1368, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
         0.028276276 = weight(abstract_txt:quality in 3121) [ClassicSimilarity], result of:
           0.028276276 = score(doc=3121,freq=1.0), product of:
             0.1113273 = queryWeight, product of:
               1.2463298 = boost
               4.6444306 = idf(docFreq=1160, maxDocs=44421)
               0.01923252 = queryNorm
             0.2539923 = fieldWeight in 3121, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.6444306 = idf(docFreq=1160, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
         0.03025627 = weight(abstract_txt:into in 3121) [ClassicSimilarity], result of:
           0.03025627 = score(doc=3121,freq=2.0), product of:
             0.10581589 = queryWeight, product of:
               1.4881723 = boost
               3.697102 = idf(docFreq=2993, maxDocs=44421)
               0.01923252 = queryNorm
             0.28593314 = fieldWeight in 3121, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.697102 = idf(docFreq=2993, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
         0.014123205 = weight(abstract_txt:information in 3121) [ClassicSimilarity], result of:
           0.014123205 = score(doc=3121,freq=2.0), product of:
             0.07549399 = queryWeight, product of:
               1.6227751 = boost
               2.4188995 = idf(docFreq=10748, maxDocs=44421)
               0.01923252 = queryNorm
             0.18707721 = fieldWeight in 3121, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4188995 = idf(docFreq=10748, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
         0.020848542 = weight(abstract_txt:data in 3121) [ClassicSimilarity], result of:
           0.020848542 = score(doc=3121,freq=1.0), product of:
             0.114475876 = queryWeight, product of:
               1.7873274 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.01923252 = queryNorm
             0.18212171 = fieldWeight in 3121, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
         0.05969315 = weight(abstract_txt:domain in 3121) [ClassicSimilarity], result of:
           0.05969315 = score(doc=3121,freq=1.0), product of:
             0.23082341 = queryWeight, product of:
               2.5379734 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.01923252 = queryNorm
             0.2586096 = fieldWeight in 3121, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
         0.08889703 = weight(abstract_txt:view in 3121) [ClassicSimilarity], result of:
           0.08889703 = score(doc=3121,freq=1.0), product of:
             0.32425874 = queryWeight, product of:
               3.3631635 = boost
               5.013113 = idf(docFreq=802, maxDocs=44421)
               0.01923252 = queryNorm
             0.2741546 = fieldWeight in 3121, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.013113 = idf(docFreq=802, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
         0.07521793 = weight(abstract_txt:analysis in 3121) [ClassicSimilarity], result of:
           0.07521793 = score(doc=3121,freq=1.0), product of:
             0.37727267 = queryWeight, product of:
               5.3807297 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.01923252 = queryNorm
             0.19937286 = fieldWeight in 3121, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3121)
       0.4 = coord(10/25)