Document (#27805)

Author

Campos, L.M. de
Fernández-Luna, J.M.
Huete, J.F.

Title

Using context information in structured document retrieval : an approach based on influence diagrams

Source

Information processing and management. 40(2004) no.5, S.829-847

Year

2004

Abstract

In this paper we present an Information Retrieval System (IRS) which is able to work with structured document collections. The model is based on the influence diagrams formalism: a generalization of Bayesian Networks that provides a visual representation of a decision problem. These offer an intuitive way to identify and display the essential elements of the domain (the structured document components and their usefulness) and also how these are related to each other. They have also associated quantitative knowledge that measures the strength of the interactions. By means of this approach, we shall present structured retrieval as a decision-making problem. Two different models have been designed: SID (Simple Influence Diagram) and CID (Context-based Influence Diagram). The main difference between these two models is that the latter also takes into account influences provided by the context in which each structural component is located.

Similar documents (author)

1. Campos, L.M. de; Fernández-Luna, J.M.; Huete, J.F.: Implementing relevance feedback in the Bayesian network retrieval model (2003) 4.79

   4.79282 = sum of:
     4.79282 = sum of:
       1.3349032 = weight(author_txt:fernández in 825) [ClassicSimilarity], result of:
         1.3349032 = score(doc=825,freq=1.0), product of:
           0.5106816 = queryWeight, product of:
             8.364683 = idf(docFreq=27, maxDocs=44218)
             0.06105212 = queryNorm
           2.6139636 = fieldWeight in 825, product of:
             1.0 = tf(freq=1.0), with freq of:
               1.0 = termFreq=1.0
             8.364683 = idf(docFreq=27, maxDocs=44218)
             0.3125 = fieldNorm(doc=825)
       1.5025605 = weight(author_txt:campos in 825) [ClassicSimilarity], result of:
         1.5025605 = score(doc=825,freq=1.0), product of:
           0.5525926 = queryWeight, product of:
             1.0402253 = boost
             8.701155 = idf(docFreq=19, maxDocs=44218)
             0.06105212 = queryNorm
           2.719111 = fieldWeight in 825, product of:
             1.0 = tf(freq=1.0), with freq of:
               1.0 = termFreq=1.0
             8.701155 = idf(docFreq=19, maxDocs=44218)
             0.3125 = fieldNorm(doc=825)
       1.9553559 = weight(author_txt:luna in 825) [ClassicSimilarity], result of:
         1.9553559 = score(doc=825,freq=1.0), product of:
           0.6586696 = queryWeight, product of:
             1.1356871 = boost
             9.499662 = idf(docFreq=8, maxDocs=44218)
             0.06105212 = queryNorm
           2.9686446 = fieldWeight in 825, product of:
             1.0 = tf(freq=1.0), with freq of:
               1.0 = termFreq=1.0
             9.499662 = idf(docFreq=8, maxDocs=44218)
             0.3125 = fieldNorm(doc=825)
   

2. Campos, L.M. de; Fernández-Luna, J.M.; Huete, J.F.; Martín-Dancausa, C.J.: Managing structured queries in probabilistic XML retrieval systems (2010) 3.83

   3.8342557 = sum of:
     3.8342557 = sum of:
       1.0679225 = weight(author_txt:fernández in 4237) [ClassicSimilarity], result of:
         1.0679225 = score(doc=4237,freq=1.0), product of:
           0.5106816 = queryWeight, product of:
             8.364683 = idf(docFreq=27, maxDocs=44218)
             0.06105212 = queryNorm
           2.0911708 = fieldWeight in 4237, product of:
             1.0 = tf(freq=1.0), with freq of:
               1.0 = termFreq=1.0
             8.364683 = idf(docFreq=27, maxDocs=44218)
             0.25 = fieldNorm(doc=4237)
       1.2020484 = weight(author_txt:campos in 4237) [ClassicSimilarity], result of:
         1.2020484 = score(doc=4237,freq=1.0), product of:
           0.5525926 = queryWeight, product of:
             1.0402253 = boost
             8.701155 = idf(docFreq=19, maxDocs=44218)
             0.06105212 = queryNorm
           2.1752887 = fieldWeight in 4237, product of:
             1.0 = tf(freq=1.0), with freq of:
               1.0 = termFreq=1.0
             8.701155 = idf(docFreq=19, maxDocs=44218)
             0.25 = fieldNorm(doc=4237)
       1.5642847 = weight(author_txt:luna in 4237) [ClassicSimilarity], result of:
         1.5642847 = score(doc=4237,freq=1.0), product of:
           0.6586696 = queryWeight, product of:
             1.1356871 = boost
             9.499662 = idf(docFreq=8, maxDocs=44218)
             0.06105212 = queryNorm
           2.3749156 = fieldWeight in 4237, product of:
             1.0 = tf(freq=1.0), with freq of:
               1.0 = termFreq=1.0
             9.499662 = idf(docFreq=8, maxDocs=44218)
             0.25 = fieldNorm(doc=4237)
   

3. Campos, L.M.; Fernez-Luna, J.M.; Huste, J.: Managing documents with Bayesian belief networks : a brief survey of applications and models (2003) 2.77

   2.766333 = sum of:
     2.766333 = product of:
       4.1494994 = sum of:
         1.8030726 = weight(author_txt:campos in 2754) [ClassicSimilarity], result of:
           1.8030726 = score(doc=2754,freq=1.0), product of:
             0.5525926 = queryWeight, product of:
               1.0402253 = boost
               8.701155 = idf(docFreq=19, maxDocs=44218)
               0.06105212 = queryNorm
             3.262933 = fieldWeight in 2754, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.701155 = idf(docFreq=19, maxDocs=44218)
               0.375 = fieldNorm(doc=2754)
         2.346427 = weight(author_txt:luna in 2754) [ClassicSimilarity], result of:
           2.346427 = score(doc=2754,freq=1.0), product of:
             0.6586696 = queryWeight, product of:
               1.1356871 = boost
               9.499662 = idf(docFreq=8, maxDocs=44218)
               0.06105212 = queryNorm
             3.5623734 = fieldWeight in 2754, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               9.499662 = idf(docFreq=8, maxDocs=44218)
               0.375 = fieldNorm(doc=2754)
       0.6666667 = coord(2/3)
   

4. Fernández-Luna, J.M.; Huete, J.F.; Castells, P.: Personalization and recommendation in information access (2013) 2.63

   2.6322074 = sum of:
     2.6322074 = product of:
       3.9483109 = sum of:
         1.6018838 = weight(author_txt:fernández in 2712) [ClassicSimilarity], result of:
           1.6018838 = score(doc=2712,freq=1.0), product of:
             0.5106816 = queryWeight, product of:
               8.364683 = idf(docFreq=27, maxDocs=44218)
               0.06105212 = queryNorm
             3.1367562 = fieldWeight in 2712, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.364683 = idf(docFreq=27, maxDocs=44218)
               0.375 = fieldNorm(doc=2712)
         2.346427 = weight(author_txt:luna in 2712) [ClassicSimilarity], result of:
           2.346427 = score(doc=2712,freq=1.0), product of:
             0.6586696 = queryWeight, product of:
               1.1356871 = boost
               9.499662 = idf(docFreq=8, maxDocs=44218)
               0.06105212 = queryNorm
             3.5623734 = fieldWeight in 2712, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               9.499662 = idf(docFreq=8, maxDocs=44218)
               0.375 = fieldNorm(doc=2712)
       0.6666667 = coord(2/3)
   

5. Reyes, L. Luna- => Luna-Reyes, L.: 1.11

   1.1061163 = sum of:
     1.1061163 = product of:
       3.318349 = sum of:
         3.318349 = weight(author_txt:luna in 857) [ClassicSimilarity], result of:
           3.318349 = score(doc=857,freq=2.0), product of:
             0.6586696 = queryWeight, product of:
               1.1356871 = boost
               9.499662 = idf(docFreq=8, maxDocs=44218)
               0.06105212 = queryNorm
             5.0379567 = fieldWeight in 857, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               9.499662 = idf(docFreq=8, maxDocs=44218)
               0.375 = fieldNorm(doc=857)
       0.33333334 = coord(1/3)
   

Similar documents (content)

1. Crestani, F.; Vegas, J.; Fuente, P. de la: ¬A graphical user interface for the retrieval of hierarchically structured documents (2004) 0.23

   0.23489095 = sum of:
     0.23489095 = product of:
       0.73403424 = sum of:
         0.016173566 = weight(abstract_txt:that in 2555) [ClassicSimilarity], result of:
           0.016173566 = score(doc=2555,freq=3.0), product of:
             0.050443243 = queryWeight, product of:
               1.0631405 = boost
               2.3694751 = idf(docFreq=11241, maxDocs=44218)
               0.020024432 = queryNorm
             0.320629 = fieldWeight in 2555, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.3694751 = idf(docFreq=11241, maxDocs=44218)
               0.078125 = fieldNorm(doc=2555)
         0.08763089 = weight(abstract_txt:intuitive in 2555) [ClassicSimilarity], result of:
           0.08763089 = score(doc=2555,freq=1.0), product of:
             0.15560992 = queryWeight, product of:
               1.0780705 = boost
               7.208251 = idf(docFreq=88, maxDocs=44218)
               0.020024432 = queryNorm
             0.5631446 = fieldWeight in 2555, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.208251 = idf(docFreq=88, maxDocs=44218)
               0.078125 = fieldNorm(doc=2555)
         0.03849007 = weight(abstract_txt:present in 2555) [ClassicSimilarity], result of:
           0.03849007 = score(doc=2555,freq=1.0), product of:
             0.11328565 = queryWeight, product of:
               1.3008612 = boost
               4.348943 = idf(docFreq=1552, maxDocs=44218)
               0.020024432 = queryNorm
             0.3397612 = fieldWeight in 2555, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.348943 = idf(docFreq=1552, maxDocs=44218)
               0.078125 = fieldNorm(doc=2555)
         0.032160975 = weight(abstract_txt:based in 2555) [ClassicSimilarity], result of:
           0.032160975 = score(doc=2555,freq=2.0), product of:
             0.09130944 = queryWeight, product of:
               1.4303654 = boost
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.020024432 = queryNorm
             0.35221958 = fieldWeight in 2555, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.078125 = fieldNorm(doc=2555)
         0.027548129 = weight(abstract_txt:also in 2555) [ClassicSimilarity], result of:
           0.027548129 = score(doc=2555,freq=1.0), product of:
             0.10376103 = queryWeight, product of:
               1.5247768 = boost
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.020024432 = queryNorm
             0.2654959 = fieldWeight in 2555, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.078125 = fieldNorm(doc=2555)
         0.058916293 = weight(abstract_txt:retrieval in 2555) [ClassicSimilarity], result of:
           0.058916293 = score(doc=2555,freq=4.0), product of:
             0.10850336 = queryWeight, product of:
               1.559232 = boost
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.020024432 = queryNorm
             0.5429905 = fieldWeight in 2555, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.078125 = fieldNorm(doc=2555)
         0.13599662 = weight(abstract_txt:document in 2555) [ClassicSimilarity], result of:
           0.13599662 = score(doc=2555,freq=6.0), product of:
             0.16555458 = queryWeight, product of:
               1.9260154 = boost
               4.2926083 = idf(docFreq=1642, maxDocs=44218)
               0.020024432 = queryNorm
             0.82146096 = fieldWeight in 2555, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               4.2926083 = idf(docFreq=1642, maxDocs=44218)
               0.078125 = fieldNorm(doc=2555)
         0.33711767 = weight(abstract_txt:structured in 2555) [ClassicSimilarity], result of:
           0.33711767 = score(doc=2555,freq=5.0), product of:
             0.35466376 = queryWeight, product of:
               3.2551193 = boost
               5.4411373 = idf(docFreq=520, maxDocs=44218)
               0.020024432 = queryNorm
             0.95052755 = fieldWeight in 2555, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               5.4411373 = idf(docFreq=520, maxDocs=44218)
               0.078125 = fieldNorm(doc=2555)
       0.32 = coord(8/25)
   

2. Hofmann, K.; Balog, K.; Bogers, T.; Rijke, M. de: Contextual factors for finding similar experts (2010) 0.22

   0.22066334 = sum of:
     0.22066334 = product of:
       0.5015076 = sum of:
         0.016011015 = weight(abstract_txt:that in 3456) [ClassicSimilarity], result of:
           0.016011015 = score(doc=3456,freq=6.0), product of:
             0.050443243 = queryWeight, product of:
               1.0631405 = boost
               2.3694751 = idf(docFreq=11241, maxDocs=44218)
               0.020024432 = queryNorm
             0.31740654 = fieldWeight in 3456, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               2.3694751 = idf(docFreq=11241, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.017209375 = weight(abstract_txt:approach in 3456) [ClassicSimilarity], result of:
           0.017209375 = score(doc=3456,freq=1.0), product of:
             0.08402087 = queryWeight, product of:
               1.1203071 = boost
               3.745328 = idf(docFreq=2839, maxDocs=44218)
               0.020024432 = queryNorm
             0.20482263 = fieldWeight in 3456, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.745328 = idf(docFreq=2839, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.02907101 = weight(abstract_txt:problem in 3456) [ClassicSimilarity], result of:
           0.02907101 = score(doc=3456,freq=1.0), product of:
             0.119174644 = queryWeight, product of:
               1.3342446 = boost
               4.460548 = idf(docFreq=1388, maxDocs=44218)
               0.020024432 = queryNorm
             0.24393621 = fieldWeight in 3456, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.460548 = idf(docFreq=1388, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.08666435 = weight(abstract_txt:models in 3456) [ClassicSimilarity], result of:
           0.08666435 = score(doc=3456,freq=7.0), product of:
             0.12904409 = queryWeight, product of:
               1.3883935 = boost
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.020024432 = queryNorm
             0.67158717 = fieldWeight in 3456, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.04211737 = weight(abstract_txt:based in 3456) [ClassicSimilarity], result of:
           0.04211737 = score(doc=3456,freq=7.0), product of:
             0.09130944 = queryWeight, product of:
               1.4303654 = boost
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.020024432 = queryNorm
             0.46125972 = fieldWeight in 3456, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.027577521 = weight(abstract_txt:these in 3456) [ClassicSimilarity], result of:
           0.027577521 = score(doc=3456,freq=3.0), product of:
             0.091320984 = queryWeight, product of:
               1.4304558 = boost
               3.1881294 = idf(docFreq=4957, maxDocs=44218)
               0.020024432 = queryNorm
             0.3019845 = fieldWeight in 3456, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               3.1881294 = idf(docFreq=4957, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.01928369 = weight(abstract_txt:also in 3456) [ClassicSimilarity], result of:
           0.01928369 = score(doc=3456,freq=1.0), product of:
             0.10376103 = queryWeight, product of:
               1.5247768 = boost
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.020024432 = queryNorm
             0.18584713 = fieldWeight in 3456, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.050510205 = weight(abstract_txt:retrieval in 3456) [ClassicSimilarity], result of:
           0.050510205 = score(doc=3456,freq=6.0), product of:
             0.10850336 = queryWeight, product of:
               1.559232 = boost
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.020024432 = queryNorm
             0.46551743 = fieldWeight in 3456, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.038864274 = weight(abstract_txt:document in 3456) [ClassicSimilarity], result of:
           0.038864274 = score(doc=3456,freq=1.0), product of:
             0.16555458 = queryWeight, product of:
               1.9260154 = boost
               4.2926083 = idf(docFreq=1642, maxDocs=44218)
               0.020024432 = queryNorm
             0.23475201 = fieldWeight in 3456, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.2926083 = idf(docFreq=1642, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.040164903 = weight(abstract_txt:context in 3456) [ClassicSimilarity], result of:
           0.040164903 = score(doc=3456,freq=1.0), product of:
             0.16922791 = queryWeight, product of:
               1.9472654 = boost
               4.339969 = idf(docFreq=1566, maxDocs=44218)
               0.020024432 = queryNorm
             0.23734206 = fieldWeight in 3456, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.339969 = idf(docFreq=1566, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
         0.13403384 = weight(abstract_txt:influence in 3456) [ClassicSimilarity], result of:
           0.13403384 = score(doc=3456,freq=2.0), product of:
             0.33013135 = queryWeight, product of:
               3.1405225 = boost
               5.2495813 = idf(docFreq=630, maxDocs=44218)
               0.020024432 = queryNorm
             0.40600157 = fieldWeight in 3456, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.2495813 = idf(docFreq=630, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3456)
       0.44 = coord(11/25)
   

3. White, H.D.: Combining bibliometrics, information retrieval, and relevance theory : part 1: first examples of a synthesis (2007) 0.21

   0.21356691 = sum of:
     0.21356691 = product of:
       0.6673966 = sum of:
         0.018192993 = weight(abstract_txt:based in 436) [ClassicSimilarity], result of:
           0.018192993 = score(doc=436,freq=1.0), product of:
             0.09130944 = queryWeight, product of:
               1.4303654 = boost
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.020024432 = queryNorm
             0.19924548 = fieldWeight in 436, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.0625 = fieldNorm(doc=436)
         0.018196445 = weight(abstract_txt:these in 436) [ClassicSimilarity], result of:
           0.018196445 = score(doc=436,freq=1.0), product of:
             0.091320984 = queryWeight, product of:
               1.4304558 = boost
               3.1881294 = idf(docFreq=4957, maxDocs=44218)
               0.020024432 = queryNorm
             0.19925809 = fieldWeight in 436, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.1881294 = idf(docFreq=4957, maxDocs=44218)
               0.0625 = fieldNorm(doc=436)
         0.022038503 = weight(abstract_txt:also in 436) [ClassicSimilarity], result of:
           0.022038503 = score(doc=436,freq=1.0), product of:
             0.10376103 = queryWeight, product of:
               1.5247768 = boost
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.020024432 = queryNorm
             0.21239673 = fieldWeight in 436, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.0625 = fieldNorm(doc=436)
         0.047133036 = weight(abstract_txt:retrieval in 436) [ClassicSimilarity], result of:
           0.047133036 = score(doc=436,freq=4.0), product of:
             0.10850336 = queryWeight, product of:
               1.559232 = boost
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.020024432 = queryNorm
             0.43439242 = fieldWeight in 436, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               3.4751394 = idf(docFreq=3720, maxDocs=44218)
               0.0625 = fieldNorm(doc=436)
         0.045902744 = weight(abstract_txt:context in 436) [ClassicSimilarity], result of:
           0.045902744 = score(doc=436,freq=1.0), product of:
             0.16922791 = queryWeight, product of:
               1.9472654 = boost
               4.339969 = idf(docFreq=1566, maxDocs=44218)
               0.020024432 = queryNorm
             0.27124807 = fieldWeight in 436, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.339969 = idf(docFreq=1566, maxDocs=44218)
               0.0625 = fieldNorm(doc=436)
         0.16901854 = weight(abstract_txt:diagrams in 436) [ClassicSimilarity], result of:
           0.16901854 = score(doc=436,freq=1.0), product of:
             0.35251048 = queryWeight, product of:
               2.2947192 = boost
               7.6715355 = idf(docFreq=55, maxDocs=44218)
               0.020024432 = queryNorm
             0.47947097 = fieldWeight in 436, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.6715355 = idf(docFreq=55, maxDocs=44218)
               0.0625 = fieldNorm(doc=436)
         0.23859863 = weight(abstract_txt:diagram in 436) [ClassicSimilarity], result of:
           0.23859863 = score(doc=436,freq=1.0), product of:
             0.44360295 = queryWeight, product of:
               2.5741909 = boost
               8.6058445 = idf(docFreq=21, maxDocs=44218)
               0.020024432 = queryNorm
             0.5378653 = fieldWeight in 436, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.6058445 = idf(docFreq=21, maxDocs=44218)
               0.0625 = fieldNorm(doc=436)
         0.10831571 = weight(abstract_txt:influence in 436) [ClassicSimilarity], result of:
           0.10831571 = score(doc=436,freq=1.0), product of:
             0.33013135 = queryWeight, product of:
               3.1405225 = boost
               5.2495813 = idf(docFreq=630, maxDocs=44218)
               0.020024432 = queryNorm
             0.32809883 = fieldWeight in 436, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.2495813 = idf(docFreq=630, maxDocs=44218)
               0.0625 = fieldNorm(doc=436)
       0.32 = coord(8/25)
   

4. Liu, Y.; Xu, S.; Blanchard, E.: ¬A local context-aware LDA model for topic modeling in a document network (2017) 0.21

   0.20843464 = sum of:
     0.20843464 = product of:
       0.5789851 = sum of:
         0.010564529 = weight(abstract_txt:that in 3642) [ClassicSimilarity], result of:
           0.010564529 = score(doc=3642,freq=2.0), product of:
             0.050443243 = queryWeight, product of:
               1.0631405 = boost
               2.3694751 = idf(docFreq=11241, maxDocs=44218)
               0.020024432 = queryNorm
             0.20943399 = fieldWeight in 3642, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.3694751 = idf(docFreq=11241, maxDocs=44218)
               0.0625 = fieldNorm(doc=3642)
         0.026156595 = weight(abstract_txt:each in 3642) [ClassicSimilarity], result of:
           0.026156595 = score(doc=3642,freq=1.0), product of:
             0.101610035 = queryWeight, product of:
               1.2320032 = boost
               4.118742 = idf(docFreq=1954, maxDocs=44218)
               0.020024432 = queryNorm
             0.25742137 = fieldWeight in 3642, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.118742 = idf(docFreq=1954, maxDocs=44218)
               0.0625 = fieldNorm(doc=3642)
         0.05294177 = weight(abstract_txt:models in 3642) [ClassicSimilarity], result of:
           0.05294177 = score(doc=3642,freq=2.0), product of:
             0.12904409 = queryWeight, product of:
               1.3883935 = boost
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.020024432 = queryNorm
             0.4102611 = fieldWeight in 3642, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.0625 = fieldNorm(doc=3642)
         0.018192993 = weight(abstract_txt:based in 3642) [ClassicSimilarity], result of:
           0.018192993 = score(doc=3642,freq=1.0), product of:
             0.09130944 = queryWeight, product of:
               1.4303654 = boost
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.020024432 = queryNorm
             0.19924548 = fieldWeight in 3642, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.0625 = fieldNorm(doc=3642)
         0.018196445 = weight(abstract_txt:these in 3642) [ClassicSimilarity], result of:
           0.018196445 = score(doc=3642,freq=1.0), product of:
             0.091320984 = queryWeight, product of:
               1.4304558 = boost
               3.1881294 = idf(docFreq=4957, maxDocs=44218)
               0.020024432 = queryNorm
             0.19925809 = fieldWeight in 3642, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.1881294 = idf(docFreq=4957, maxDocs=44218)
               0.0625 = fieldNorm(doc=3642)
         0.03116715 = weight(abstract_txt:also in 3642) [ClassicSimilarity], result of:
           0.03116715 = score(doc=3642,freq=2.0), product of:
             0.10376103 = queryWeight, product of:
               1.5247768 = boost
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.020024432 = queryNorm
             0.30037433 = fieldWeight in 3642, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.0625 = fieldNorm(doc=3642)
         0.1256283 = weight(abstract_txt:document in 3642) [ClassicSimilarity], result of:
           0.1256283 = score(doc=3642,freq=8.0), product of:
             0.16555458 = queryWeight, product of:
               1.9260154 = boost
               4.2926083 = idf(docFreq=1642, maxDocs=44218)
               0.020024432 = queryNorm
             0.7588331 = fieldWeight in 3642, product of:
               2.828427 = tf(freq=8.0), with freq of:
                 8.0 = termFreq=8.0
               4.2926083 = idf(docFreq=1642, maxDocs=44218)
               0.0625 = fieldNorm(doc=3642)
         0.07950588 = weight(abstract_txt:context in 3642) [ClassicSimilarity], result of:
           0.07950588 = score(doc=3642,freq=3.0), product of:
             0.16922791 = queryWeight, product of:
               1.9472654 = boost
               4.339969 = idf(docFreq=1566, maxDocs=44218)
               0.020024432 = queryNorm
             0.46981543 = fieldWeight in 3642, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.339969 = idf(docFreq=1566, maxDocs=44218)
               0.0625 = fieldNorm(doc=3642)
         0.21663143 = weight(abstract_txt:influence in 3642) [ClassicSimilarity], result of:
           0.21663143 = score(doc=3642,freq=4.0), product of:
             0.33013135 = queryWeight, product of:
               3.1405225 = boost
               5.2495813 = idf(docFreq=630, maxDocs=44218)
               0.020024432 = queryNorm
             0.65619767 = fieldWeight in 3642, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.2495813 = idf(docFreq=630, maxDocs=44218)
               0.0625 = fieldNorm(doc=3642)
       0.36 = coord(9/25)
   

5. Bauer, G.: Knowledge structures promoting problem solutions : possibilities of graphic representation of knowledge in thesaurus-like fashion (1989) 0.17

   0.16917533 = sum of:
     0.16917533 = product of:
       0.84587663 = sum of:
         0.0939717 = weight(abstract_txt:problem in 5222) [ClassicSimilarity], result of:
           0.0939717 = score(doc=5222,freq=8.0), product of:
             0.119174644 = queryWeight, product of:
               1.3342446 = boost
               4.460548 = idf(docFreq=1388, maxDocs=44218)
               0.020024432 = queryNorm
             0.78852093 = fieldWeight in 5222, product of:
               2.828427 = tf(freq=8.0), with freq of:
                 8.0 = termFreq=8.0
               4.460548 = idf(docFreq=1388, maxDocs=44218)
               0.0625 = fieldNorm(doc=5222)
         0.018196445 = weight(abstract_txt:these in 5222) [ClassicSimilarity], result of:
           0.018196445 = score(doc=5222,freq=1.0), product of:
             0.091320984 = queryWeight, product of:
               1.4304558 = boost
               3.1881294 = idf(docFreq=4957, maxDocs=44218)
               0.020024432 = queryNorm
             0.19925809 = fieldWeight in 5222, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.1881294 = idf(docFreq=4957, maxDocs=44218)
               0.0625 = fieldNorm(doc=5222)
         0.03116715 = weight(abstract_txt:also in 5222) [ClassicSimilarity], result of:
           0.03116715 = score(doc=5222,freq=2.0), product of:
             0.10376103 = queryWeight, product of:
               1.5247768 = boost
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.020024432 = queryNorm
             0.30037433 = fieldWeight in 5222, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.3983476 = idf(docFreq=4017, maxDocs=44218)
               0.0625 = fieldNorm(doc=5222)
         0.16901854 = weight(abstract_txt:diagrams in 5222) [ClassicSimilarity], result of:
           0.16901854 = score(doc=5222,freq=1.0), product of:
             0.35251048 = queryWeight, product of:
               2.2947192 = boost
               7.6715355 = idf(docFreq=55, maxDocs=44218)
               0.020024432 = queryNorm
             0.47947097 = fieldWeight in 5222, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.6715355 = idf(docFreq=55, maxDocs=44218)
               0.0625 = fieldNorm(doc=5222)
         0.5335228 = weight(abstract_txt:diagram in 5222) [ClassicSimilarity], result of:
           0.5335228 = score(doc=5222,freq=5.0), product of:
             0.44360295 = queryWeight, product of:
               2.5741909 = boost
               8.6058445 = idf(docFreq=21, maxDocs=44218)
               0.020024432 = queryNorm
             1.2027034 = fieldWeight in 5222, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               8.6058445 = idf(docFreq=21, maxDocs=44218)
               0.0625 = fieldNorm(doc=5222)
       0.2 = coord(5/25)