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

   0.19696882 = sum of:
     0.19696882 = product of:
       0.6155276 = sum of:
         0.043918032 = weight(abstract_txt:links in 535) [ClassicSimilarity], result of:
           0.043918032 = score(doc=535,freq=2.0), product of:
             0.10839988 = queryWeight, product of:
               5.2385488 = idf(docFreq=637, maxDocs=44218)
               0.020692732 = queryNorm
             0.40514833 = fieldWeight in 535, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.2385488 = idf(docFreq=637, maxDocs=44218)
               0.0546875 = fieldNorm(doc=535)
         0.079613574 = weight(abstract_txt:textual in 535) [ClassicSimilarity], result of:
           0.079613574 = score(doc=535,freq=3.0), product of:
             0.14078657 = queryWeight, product of:
               1.1396362 = boost
               5.9700394 = idf(docFreq=306, maxDocs=44218)
               0.020692732 = queryNorm
             0.56549126 = fieldWeight in 535, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.9700394 = idf(docFreq=306, maxDocs=44218)
               0.0546875 = fieldNorm(doc=535)
         0.05157909 = weight(abstract_txt:abstract in 535) [ClassicSimilarity], result of:
           0.05157909 = score(doc=535,freq=1.0), product of:
             0.15202886 = queryWeight, product of:
               1.1842642 = boost
               6.203826 = idf(docFreq=242, maxDocs=44218)
               0.020692732 = queryNorm
             0.33927172 = fieldWeight in 535, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.203826 = idf(docFreq=242, maxDocs=44218)
               0.0546875 = fieldNorm(doc=535)
         0.05252562 = weight(abstract_txt:literature in 535) [ClassicSimilarity], result of:
           0.05252562 = score(doc=535,freq=2.0), product of:
             0.15388314 = queryWeight, product of:
               1.6849853 = boost
               4.413439 = idf(docFreq=1455, maxDocs=44218)
               0.020692732 = queryNorm
             0.34133446 = fieldWeight in 535, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.413439 = idf(docFreq=1455, maxDocs=44218)
               0.0546875 = fieldNorm(doc=535)
         0.05472949 = weight(abstract_txt:semantic in 535) [ClassicSimilarity], result of:
           0.05472949 = score(doc=535,freq=2.0), product of:
             0.158158 = queryWeight, product of:
               1.7082293 = boost
               4.4743214 = idf(docFreq=1369, maxDocs=44218)
               0.020692732 = queryNorm
             0.34604314 = fieldWeight in 535, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.4743214 = idf(docFreq=1369, maxDocs=44218)
               0.0546875 = fieldNorm(doc=535)
         0.043203693 = weight(abstract_txt:scientific in 535) [ClassicSimilarity], result of:
           0.043203693 = score(doc=535,freq=1.0), product of:
             0.1702031 = queryWeight, product of:
               1.7720841 = boost
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.020692732 = queryNorm
             0.2538361 = fieldWeight in 535, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.0546875 = fieldNorm(doc=535)
         0.17939183 = weight(abstract_txt:papers in 535) [ClassicSimilarity], result of:
           0.17939183 = score(doc=535,freq=8.0), product of:
             0.21984942 = queryWeight, product of:
               2.0140176 = boost
               5.2752647 = idf(docFreq=614, maxDocs=44218)
               0.020692732 = queryNorm
             0.8159759 = fieldWeight in 535, product of:
               2.828427 = tf(freq=8.0), with freq of:
                 8.0 = termFreq=8.0
               5.2752647 = idf(docFreq=614, maxDocs=44218)
               0.0546875 = fieldNorm(doc=535)
         0.11056628 = weight(abstract_txt:relations in 535) [ClassicSimilarity], result of:
           0.11056628 = score(doc=535,freq=1.0), product of:
             0.3645293 = queryWeight, product of:
               3.1762338 = boost
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.020692732 = queryNorm
             0.30331245 = fieldWeight in 535, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.0546875 = fieldNorm(doc=535)
       0.32 = coord(8/25)
   

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

   0.19687846 = sum of:
     0.19687846 = product of:
       0.8203269 = sum of:
         0.051817358 = weight(abstract_txt:automatically in 267) [ClassicSimilarity], result of:
           0.051817358 = score(doc=267,freq=1.0), product of:
             0.12022435 = queryWeight, product of:
               1.0531296 = boost
               5.5168705 = idf(docFreq=482, maxDocs=44218)
               0.020692732 = queryNorm
             0.4310055 = fieldWeight in 267, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5168705 = idf(docFreq=482, maxDocs=44218)
               0.078125 = fieldNorm(doc=267)
         0.12197284 = weight(abstract_txt:ontologies in 267) [ClassicSimilarity], result of:
           0.12197284 = score(doc=267,freq=4.0), product of:
             0.13401838 = queryWeight, product of:
               1.1119052 = boost
               5.8247695 = idf(docFreq=354, maxDocs=44218)
               0.020692732 = queryNorm
             0.91012025 = fieldWeight in 267, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.8247695 = idf(docFreq=354, maxDocs=44218)
               0.078125 = fieldNorm(doc=267)
         0.078655034 = weight(abstract_txt:preliminary in 267) [ClassicSimilarity], result of:
           0.078655034 = score(doc=267,freq=1.0), product of:
             0.15879126 = queryWeight, product of:
               1.2103163 = boost
               6.340301 = idf(docFreq=211, maxDocs=44218)
               0.020692732 = queryNorm
             0.49533603 = fieldWeight in 267, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.340301 = idf(docFreq=211, maxDocs=44218)
               0.078125 = fieldNorm(doc=267)
         0.13650565 = weight(abstract_txt:unsupervised in 267) [ClassicSimilarity], result of:
           0.13650565 = score(doc=267,freq=1.0), product of:
             0.22932039 = queryWeight, product of:
               1.4544772 = boost
               7.61935 = idf(docFreq=58, maxDocs=44218)
               0.020692732 = queryNorm
             0.5952617 = fieldWeight in 267, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.61935 = idf(docFreq=58, maxDocs=44218)
               0.078125 = fieldNorm(doc=267)
         0.078184985 = weight(abstract_txt:semantic in 267) [ClassicSimilarity], result of:
           0.078184985 = score(doc=267,freq=2.0), product of:
             0.158158 = queryWeight, product of:
               1.7082293 = boost
               4.4743214 = idf(docFreq=1369, maxDocs=44218)
               0.020692732 = queryNorm
             0.49434733 = fieldWeight in 267, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.4743214 = idf(docFreq=1369, maxDocs=44218)
               0.078125 = fieldNorm(doc=267)
         0.35319102 = weight(abstract_txt:relations in 267) [ClassicSimilarity], result of:
           0.35319102 = score(doc=267,freq=5.0), product of:
             0.3645293 = queryWeight, product of:
               3.1762338 = boost
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.020692732 = queryNorm
             0.9688961 = fieldWeight in 267, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.078125 = fieldNorm(doc=267)
       0.24 = coord(6/25)
   

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

   0.14407885 = sum of:
     0.14407885 = product of:
       0.72039425 = sum of:
         0.073684424 = weight(abstract_txt:abstract in 1104) [ClassicSimilarity], result of:
           0.073684424 = score(doc=1104,freq=1.0), product of:
             0.15202886 = queryWeight, product of:
               1.1842642 = boost
               6.203826 = idf(docFreq=242, maxDocs=44218)
               0.020692732 = queryNorm
             0.48467392 = fieldWeight in 1104, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.203826 = idf(docFreq=242, maxDocs=44218)
               0.078125 = fieldNorm(doc=1104)
         0.078184985 = weight(abstract_txt:semantic in 1104) [ClassicSimilarity], result of:
           0.078184985 = score(doc=1104,freq=2.0), product of:
             0.158158 = queryWeight, product of:
               1.7082293 = boost
               4.4743214 = idf(docFreq=1369, maxDocs=44218)
               0.020692732 = queryNorm
             0.49434733 = fieldWeight in 1104, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.4743214 = idf(docFreq=1369, maxDocs=44218)
               0.078125 = fieldNorm(doc=1104)
         0.13800913 = weight(abstract_txt:scientific in 1104) [ClassicSimilarity], result of:
           0.13800913 = score(doc=1104,freq=5.0), product of:
             0.1702031 = queryWeight, product of:
               1.7720841 = boost
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.020692732 = queryNorm
             0.81084967 = fieldWeight in 1104, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.078125 = fieldNorm(doc=1104)
         0.15693517 = weight(abstract_txt:papers in 1104) [ClassicSimilarity], result of:
           0.15693517 = score(doc=1104,freq=3.0), product of:
             0.21984942 = queryWeight, product of:
               2.0140176 = boost
               5.2752647 = idf(docFreq=614, maxDocs=44218)
               0.020692732 = queryNorm
             0.71383023 = fieldWeight in 1104, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.2752647 = idf(docFreq=614, maxDocs=44218)
               0.078125 = fieldNorm(doc=1104)
         0.27358055 = weight(abstract_txt:relations in 1104) [ClassicSimilarity], result of:
           0.27358055 = score(doc=1104,freq=3.0), product of:
             0.3645293 = queryWeight, product of:
               3.1762338 = boost
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.020692732 = queryNorm
             0.7505036 = fieldWeight in 1104, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.078125 = fieldNorm(doc=1104)
       0.2 = coord(5/25)
   

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

   0.1396242 = sum of:
     0.1396242 = product of:
       1.163535 = sum of:
         0.18121311 = weight(abstract_txt:papers in 5725) [ClassicSimilarity], result of:
           0.18121311 = score(doc=5725,freq=1.0), product of:
             0.21984942 = queryWeight, product of:
               2.0140176 = boost
               5.2752647 = idf(docFreq=614, maxDocs=44218)
               0.020692732 = queryNorm
             0.8242601 = fieldWeight in 5725, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.2752647 = idf(docFreq=614, maxDocs=44218)
               0.15625 = fieldNorm(doc=5725)
         0.6664182 = weight(abstract_txt:typology in 5725) [ClassicSimilarity], result of:
           0.6664182 = score(doc=5725,freq=2.0), product of:
             0.41573843 = queryWeight, product of:
               2.7695594 = boost
               7.2542357 = idf(docFreq=84, maxDocs=44218)
               0.020692732 = queryNorm
             1.6029747 = fieldWeight in 5725, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               7.2542357 = idf(docFreq=84, maxDocs=44218)
               0.15625 = fieldNorm(doc=5725)
         0.31590363 = weight(abstract_txt:relations in 5725) [ClassicSimilarity], result of:
           0.31590363 = score(doc=5725,freq=1.0), product of:
             0.3645293 = queryWeight, product of:
               3.1762338 = boost
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.020692732 = queryNorm
             0.86660695 = fieldWeight in 5725, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.15625 = fieldNorm(doc=5725)
       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

   0.12900268 = sum of:
     0.12900268 = product of:
       0.53751117 = sum of:
         0.043751147 = weight(abstract_txt:introduction in 387) [ClassicSimilarity], result of:
           0.043751147 = score(doc=387,freq=1.0), product of:
             0.12462597 = queryWeight, product of:
               1.0722347 = boost
               5.616954 = idf(docFreq=436, maxDocs=44218)
               0.020692732 = queryNorm
             0.35105962 = fieldWeight in 387, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.616954 = idf(docFreq=436, maxDocs=44218)
               0.0625 = fieldNorm(doc=387)
         0.053956956 = weight(abstract_txt:analyzing in 387) [ClassicSimilarity], result of:
           0.053956956 = score(doc=387,freq=1.0), product of:
             0.14332235 = queryWeight, product of:
               1.1498536 = boost
               6.023564 = idf(docFreq=290, maxDocs=44218)
               0.020692732 = queryNorm
             0.37647274 = fieldWeight in 387, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.023564 = idf(docFreq=290, maxDocs=44218)
               0.0625 = fieldNorm(doc=387)
         0.058947537 = weight(abstract_txt:abstract in 387) [ClassicSimilarity], result of:
           0.058947537 = score(doc=387,freq=1.0), product of:
             0.15202886 = queryWeight, product of:
               1.1842642 = boost
               6.203826 = idf(docFreq=242, maxDocs=44218)
               0.020692732 = queryNorm
             0.38773912 = fieldWeight in 387, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.203826 = idf(docFreq=242, maxDocs=44218)
               0.0625 = fieldNorm(doc=387)
         0.07660533 = weight(abstract_txt:semantic in 387) [ClassicSimilarity], result of:
           0.07660533 = score(doc=387,freq=3.0), product of:
             0.158158 = queryWeight, product of:
               1.7082293 = boost
               4.4743214 = idf(docFreq=1369, maxDocs=44218)
               0.020692732 = queryNorm
             0.48435947 = fieldWeight in 387, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.4743214 = idf(docFreq=1369, maxDocs=44218)
               0.0625 = fieldNorm(doc=387)
         0.12554812 = weight(abstract_txt:papers in 387) [ClassicSimilarity], result of:
           0.12554812 = score(doc=387,freq=3.0), product of:
             0.21984942 = queryWeight, product of:
               2.0140176 = boost
               5.2752647 = idf(docFreq=614, maxDocs=44218)
               0.020692732 = queryNorm
             0.5710642 = fieldWeight in 387, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.2752647 = idf(docFreq=614, maxDocs=44218)
               0.0625 = fieldNorm(doc=387)
         0.17870209 = weight(abstract_txt:relations in 387) [ClassicSimilarity], result of:
           0.17870209 = score(doc=387,freq=2.0), product of:
             0.3645293 = queryWeight, product of:
               3.1762338 = boost
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.020692732 = queryNorm
             0.49022692 = fieldWeight in 387, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.5462847 = idf(docFreq=468, maxDocs=44218)
               0.0625 = fieldNorm(doc=387)
       0.24 = coord(6/25)