Document (#39934)

Author

Gábor, K.
Zargayouna, H.
Tellier, I.
Buscaldi, D.
Charnois, T.

Title

¬A typology of semantic relations dedicated to scientific literature analysis

Source

http://cs.unibo.it/save-sd/2016/papers/pdf/gabor-savesd2016.pdf

Year

2016

Abstract

We propose a method for improving access to scientific literature by analyzing the content of research papers beyond citation links and topic tracking. Our model relies on a typology of explicit semantic relations. These relations are instantiated in the abstract/introduction part of the papers and can be identified automatically using textual data and external ontologies. Preliminary results show a promising precision in unsupervised relationship classification.

Content

Vortrag, "Semantics, Analytics, Visualisation: Enhancing Scholarly Data Workshop co-located with the 25th International World Wide Web Conference April 11, 2016 - Montreal, Canada", Montreal 2016.

Theme

Automatisches Indexieren
Semantisches Umfeld in Indexierung u. Retrieval

Similar documents (content)

1. Shen, M.; Liu, D.-R.; Huang, Y.-S.: Extracting semantic relations to enrich domain ontologies (2012) 0.20

   0.19710392 = sum of:
     0.19710392 = product of:
       0.82126635 = sum of:
         0.05201881 = weight(abstract_txt:automatically in 1267) [ClassicSimilarity], result of:
           0.05201881 = score(doc=1267,freq=1.0), product of:
             0.12059163 = queryWeight, product of:
               1.0540262 = boost
               5.521451 = idf(docFreq=482, maxDocs=44421)
               0.020721087 = queryNorm
             0.43136334 = fieldWeight in 1267, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.521451 = idf(docFreq=482, maxDocs=44421)
               0.078125 = fieldNorm(doc=1267)
         0.12172631 = weight(abstract_txt:ontologies in 1267) [ClassicSimilarity], result of:
           0.12172631 = score(doc=1267,freq=4.0), product of:
             0.13389978 = queryWeight, product of:
               1.1106641 = boost
               5.8181453 = idf(docFreq=358, maxDocs=44421)
               0.020721087 = queryNorm
             0.9090852 = fieldWeight in 1267, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.8181453 = idf(docFreq=358, maxDocs=44421)
               0.078125 = fieldNorm(doc=1267)
         0.07893531 = weight(abstract_txt:preliminary in 1267) [ClassicSimilarity], result of:
           0.07893531 = score(doc=1267,freq=1.0), product of:
             0.15924206 = queryWeight, product of:
               1.2112163 = boost
               6.3448815 = idf(docFreq=211, maxDocs=44421)
               0.020721087 = queryNorm
             0.49569386 = fieldWeight in 1267, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.3448815 = idf(docFreq=211, maxDocs=44421)
               0.078125 = fieldNorm(doc=1267)
         0.13694224 = weight(abstract_txt:unsupervised in 1267) [ClassicSimilarity], result of:
           0.13694224 = score(doc=1267,freq=1.0), product of:
             0.22991562 = queryWeight, product of:
               1.4553822 = boost
               7.62393 = idf(docFreq=58, maxDocs=44421)
               0.020721087 = queryNorm
             0.59561956 = fieldWeight in 1267, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.62393 = idf(docFreq=58, maxDocs=44421)
               0.078125 = fieldNorm(doc=1267)
         0.07830482 = weight(abstract_txt:semantic in 1267) [ClassicSimilarity], result of:
           0.07830482 = score(doc=1267,freq=2.0), product of:
             0.15839297 = queryWeight, product of:
               1.7083457 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.020721087 = queryNorm
             0.49437058 = fieldWeight in 1267, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.078125 = fieldNorm(doc=1267)
         0.35333887 = weight(abstract_txt:relations in 1267) [ClassicSimilarity], result of:
           0.35333887 = score(doc=1267,freq=5.0), product of:
             0.36480007 = queryWeight, product of:
               3.1752717 = boost
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.020721087 = queryNorm
             0.9685823 = fieldWeight in 1267, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.078125 = fieldNorm(doc=1267)
       0.24 = coord(6/25)
   

2. Sebastian, Y.: Literature-based discovery by learning heterogeneous bibliographic information networks (2017) 0.20

   0.19659029 = sum of:
     0.19659029 = product of:
       0.61434466 = sum of:
         0.043976355 = weight(abstract_txt:links in 1536) [ClassicSimilarity], result of:
           0.043976355 = score(doc=1536,freq=2.0), product of:
             0.10854613 = queryWeight, product of:
               5.238438 = idf(docFreq=640, maxDocs=44421)
               0.020721087 = queryNorm
             0.40513977 = fieldWeight in 1536, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.238438 = idf(docFreq=640, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1536)
         0.079518445 = weight(abstract_txt:textual in 1536) [ClassicSimilarity], result of:
           0.079518445 = score(doc=1536,freq=3.0), product of:
             0.14073962 = queryWeight, product of:
               1.1386782 = boost
               5.9648952 = idf(docFreq=309, maxDocs=44421)
               0.020721087 = queryNorm
             0.565004 = fieldWeight in 1536, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.9648952 = idf(docFreq=309, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1536)
         0.051560592 = weight(abstract_txt:abstract in 1536) [ClassicSimilarity], result of:
           0.051560592 = score(doc=1536,freq=1.0), product of:
             0.15206297 = queryWeight, product of:
               1.1835989 = boost
               6.2002096 = idf(docFreq=244, maxDocs=44421)
               0.020721087 = queryNorm
             0.33907396 = fieldWeight in 1536, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.2002096 = idf(docFreq=244, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1536)
         0.052227158 = weight(abstract_txt:literature in 1536) [ClassicSimilarity], result of:
           0.052227158 = score(doc=1536,freq=2.0), product of:
             0.15337072 = queryWeight, product of:
               1.6810439 = boost
               4.4030223 = idf(docFreq=1477, maxDocs=44421)
               0.020721087 = queryNorm
             0.34052888 = fieldWeight in 1536, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.4030223 = idf(docFreq=1477, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1536)
         0.054813378 = weight(abstract_txt:semantic in 1536) [ClassicSimilarity], result of:
           0.054813378 = score(doc=1536,freq=2.0), product of:
             0.15839297 = queryWeight, product of:
               1.7083457 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.020721087 = queryNorm
             0.3460594 = fieldWeight in 1536, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1536)
         0.043009005 = weight(abstract_txt:scientific in 1536) [ClassicSimilarity], result of:
           0.043009005 = score(doc=1536,freq=1.0), product of:
             0.16977008 = queryWeight, product of:
               1.7686357 = boost
               4.6324444 = idf(docFreq=1174, maxDocs=44421)
               0.020721087 = queryNorm
             0.2533368 = fieldWeight in 1536, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.6324444 = idf(docFreq=1174, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1536)
         0.17862715 = weight(abstract_txt:papers in 1536) [ClassicSimilarity], result of:
           0.17862715 = score(doc=1536,freq=8.0), product of:
             0.21932586 = queryWeight, product of:
               2.0102623 = boost
               5.2653174 = idf(docFreq=623, maxDocs=44421)
               0.020721087 = queryNorm
             0.81443727 = fieldWeight in 1536, product of:
               2.828427 = tf(freq=8.0), with freq of:
                 8.0 = termFreq=8.0
               5.2653174 = idf(docFreq=623, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1536)
         0.11061257 = weight(abstract_txt:relations in 1536) [ClassicSimilarity], result of:
           0.11061257 = score(doc=1536,freq=1.0), product of:
             0.36480007 = queryWeight, product of:
               3.1752717 = boost
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.020721087 = queryNorm
             0.30321422 = fieldWeight in 1536, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1536)
       0.32 = coord(8/25)
   

3. Song, N.; Cheng, H.; Zhou, H.; Wang, X.: Linking scholarly contents : the design and construction of an argumentation graph (2022) 0.14

   0.14386228 = sum of:
     0.14386228 = product of:
       0.71931136 = sum of:
         0.07365799 = weight(abstract_txt:abstract in 2106) [ClassicSimilarity], result of:
           0.07365799 = score(doc=2106,freq=1.0), product of:
             0.15206297 = queryWeight, product of:
               1.1835989 = boost
               6.2002096 = idf(docFreq=244, maxDocs=44421)
               0.020721087 = queryNorm
             0.4843914 = fieldWeight in 2106, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.2002096 = idf(docFreq=244, maxDocs=44421)
               0.078125 = fieldNorm(doc=2106)
         0.07830482 = weight(abstract_txt:semantic in 2106) [ClassicSimilarity], result of:
           0.07830482 = score(doc=2106,freq=2.0), product of:
             0.15839297 = queryWeight, product of:
               1.7083457 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.020721087 = queryNorm
             0.49437058 = fieldWeight in 2106, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.078125 = fieldNorm(doc=2106)
         0.13738723 = weight(abstract_txt:scientific in 2106) [ClassicSimilarity], result of:
           0.13738723 = score(doc=2106,freq=5.0), product of:
             0.16977008 = queryWeight, product of:
               1.7686357 = boost
               4.6324444 = idf(docFreq=1174, maxDocs=44421)
               0.020721087 = queryNorm
             0.8092547 = fieldWeight in 2106, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               4.6324444 = idf(docFreq=1174, maxDocs=44421)
               0.078125 = fieldNorm(doc=2106)
         0.15626618 = weight(abstract_txt:papers in 2106) [ClassicSimilarity], result of:
           0.15626618 = score(doc=2106,freq=3.0), product of:
             0.21932586 = queryWeight, product of:
               2.0102623 = boost
               5.2653174 = idf(docFreq=623, maxDocs=44421)
               0.020721087 = queryNorm
             0.7124841 = fieldWeight in 2106, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.2653174 = idf(docFreq=623, maxDocs=44421)
               0.078125 = fieldNorm(doc=2106)
         0.2736951 = weight(abstract_txt:relations in 2106) [ClassicSimilarity], result of:
           0.2736951 = score(doc=2106,freq=3.0), product of:
             0.36480007 = queryWeight, product of:
               3.1752717 = boost
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.020721087 = queryNorm
             0.7502606 = fieldWeight in 2106, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.078125 = fieldNorm(doc=2106)
       0.2 = coord(5/25)
   

4. Pichappan, P.: Levels of citation relation between papers (1996) 0.14

   0.13981043 = sum of:
     0.13981043 = product of:
       1.165087 = sum of:
         0.18044066 = weight(abstract_txt:papers in 5793) [ClassicSimilarity], result of:
           0.18044066 = score(doc=5793,freq=1.0), product of:
             0.21932586 = queryWeight, product of:
               2.0102623 = boost
               5.2653174 = idf(docFreq=623, maxDocs=44421)
               0.020721087 = queryNorm
             0.82270586 = fieldWeight in 5793, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.2653174 = idf(docFreq=623, maxDocs=44421)
               0.15625 = fieldNorm(doc=5793)
         0.66861045 = weight(abstract_txt:typology in 5793) [ClassicSimilarity], result of:
           0.66861045 = score(doc=5793,freq=2.0), product of:
             0.41684282 = queryWeight, product of:
               2.7713666 = boost
               7.2588162 = idf(docFreq=84, maxDocs=44421)
               0.020721087 = queryNorm
             1.603987 = fieldWeight in 5793, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               7.2588162 = idf(docFreq=84, maxDocs=44421)
               0.15625 = fieldNorm(doc=5793)
         0.3160359 = weight(abstract_txt:relations in 5793) [ClassicSimilarity], result of:
           0.3160359 = score(doc=5793,freq=1.0), product of:
             0.36480007 = queryWeight, product of:
               3.1752717 = boost
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.020721087 = queryNorm
             0.86632633 = fieldWeight in 5793, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.15625 = fieldNorm(doc=5793)
       0.12 = coord(3/25)
   

5. Cheng, W.-N.; Khoo, C.S.G.: Information structures in sociology research papers : modeling cause-effect and comparison relations in research objective and result statements (2021) 0.13

   0.12890784 = sum of:
     0.12890784 = product of:
       0.53711605 = sum of:
         0.043706086 = weight(abstract_txt:introduction in 1388) [ClassicSimilarity], result of:
           0.043706086 = score(doc=1388,freq=1.0), product of:
             0.12459812 = queryWeight, product of:
               1.0713924 = boost
               5.612423 = idf(docFreq=440, maxDocs=44421)
               0.020721087 = queryNorm
             0.35077643 = fieldWeight in 1388, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.612423 = idf(docFreq=440, maxDocs=44421)
               0.0625 = fieldNorm(doc=1388)
         0.053971 = weight(abstract_txt:analyzing in 1388) [ClassicSimilarity], result of:
           0.053971 = score(doc=1388,freq=1.0), product of:
             0.14341366 = queryWeight, product of:
               1.1494447 = boost
               6.021295 = idf(docFreq=292, maxDocs=44421)
               0.020721087 = queryNorm
             0.37633094 = fieldWeight in 1388, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.021295 = idf(docFreq=292, maxDocs=44421)
               0.0625 = fieldNorm(doc=1388)
         0.058926392 = weight(abstract_txt:abstract in 1388) [ClassicSimilarity], result of:
           0.058926392 = score(doc=1388,freq=1.0), product of:
             0.15206297 = queryWeight, product of:
               1.1835989 = boost
               6.2002096 = idf(docFreq=244, maxDocs=44421)
               0.020721087 = queryNorm
             0.3875131 = fieldWeight in 1388, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.2002096 = idf(docFreq=244, maxDocs=44421)
               0.0625 = fieldNorm(doc=1388)
         0.07672274 = weight(abstract_txt:semantic in 1388) [ClassicSimilarity], result of:
           0.07672274 = score(doc=1388,freq=3.0), product of:
             0.15839297 = queryWeight, product of:
               1.7083457 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.020721087 = queryNorm
             0.48438224 = fieldWeight in 1388, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.0625 = fieldNorm(doc=1388)
         0.12501295 = weight(abstract_txt:papers in 1388) [ClassicSimilarity], result of:
           0.12501295 = score(doc=1388,freq=3.0), product of:
             0.21932586 = queryWeight, product of:
               2.0102623 = boost
               5.2653174 = idf(docFreq=623, maxDocs=44421)
               0.020721087 = queryNorm
             0.5699873 = fieldWeight in 1388, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.2653174 = idf(docFreq=623, maxDocs=44421)
               0.0625 = fieldNorm(doc=1388)
         0.1787769 = weight(abstract_txt:relations in 1388) [ClassicSimilarity], result of:
           0.1787769 = score(doc=1388,freq=2.0), product of:
             0.36480007 = queryWeight, product of:
               3.1752717 = boost
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.020721087 = queryNorm
             0.49006817 = fieldWeight in 1388, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.5444884 = idf(docFreq=471, maxDocs=44421)
               0.0625 = fieldNorm(doc=1388)
       0.24 = coord(6/25)