Document (#43236)

Author
Tang, X.-B.
Fu, W.-G.
Liu, Y.
Title
Knowledge big graph fusing ontology with property graph : a case study of financial ownership network
Source
Knowledge organization. 48(2021) no.1, S.55-71
Year
2021
Abstract
The scale of knowledge is growing rapidly in the big data environment, and traditional knowledge organization and services have faced the dilemma of semantic inaccuracy and untimeliness. From a knowledge fusion perspective-combining the precise semantic superiority of traditional ontology with the large-scale graph processing power and the predicate attribute expression ability of property graph-this paper presents an ontology and property graph fusion framework (OPGFF). The fusion process is divided into content layer fusion and constraint layer fusion. The result of the fusion, that is, the knowledge representation model is called knowledge big graph. In addition, this paper applies the knowledge big graph model to the ownership network in the China's financial field and builds a financial ownership knowledge big graph. Furthermore, this paper designs and implements six consistency inference algorithms for finding contradictory data and filling in missing data in the financial ownership knowledge big graph, five of which are completely domain agnostic. The correctness and validity of the algorithms have been experimentally verified with actual data. The fusion OPGFF framework and the implementation method of the knowledge big graph could provide technical reference for big data knowledge organization and services.
Content
DOI:10.5771/0943-7444-2021-1-55.
Footnote
Part of: Special issue: Domain ontologies, part 2.

Similar documents (author)

  1. Tang, R.; Solomon, P.: Toward an understanding of the dynamics of relevance judgement : an analysis of one person's search behavior (1998) 3.99 
    3.9916575 = sum of:
  3.9916575 = weight(author_txt:tang in 3268) [ClassicSimilarity], result of:
    3.9916575 = fieldWeight in 3268, product of:
      1.0 = tf(freq=1.0), with freq of:
        1.0 = termFreq=1.0
      7.983315 = idf(docFreq=40, maxDocs=44218)
      0.5 = fieldNorm(doc=3268)
  2. Tang, R.; Solomon, P.: Use of relevance criteria across stages of document evaluation : on the complementarity of experimental and naturalistic studies (2001) 3.99 
    3.9916575 = sum of:
  3.9916575 = weight(author_txt:tang in 5213) [ClassicSimilarity], result of:
    3.9916575 = fieldWeight in 5213, product of:
      1.0 = tf(freq=1.0), with freq of:
        1.0 = termFreq=1.0
      7.983315 = idf(docFreq=40, maxDocs=44218)
      0.5 = fieldNorm(doc=5213)
  3. Tang, M.-C.: Browsing and searching in a faceted information space : a naturalistic study of PubMed users' interaction with a display tool (2007) 3.99 
    3.9916575 = sum of:
  3.9916575 = weight(author_txt:tang in 617) [ClassicSimilarity], result of:
    3.9916575 = fieldWeight in 617, product of:
      1.0 = tf(freq=1.0), with freq of:
        1.0 = termFreq=1.0
      7.983315 = idf(docFreq=40, maxDocs=44218)
      0.5 = fieldNorm(doc=617)
  4. Tang, R.; Safer, M.A.: Author-rated importance of cited references in biology and psychology publications (2008) 3.99 
    3.9916575 = sum of:
  3.9916575 = weight(author_txt:tang in 1738) [ClassicSimilarity], result of:
    3.9916575 = fieldWeight in 1738, product of:
      1.0 = tf(freq=1.0), with freq of:
        1.0 = termFreq=1.0
      7.983315 = idf(docFreq=40, maxDocs=44218)
      0.5 = fieldNorm(doc=1738)
  5. Tang, L.; Hu, G.: Tracing the footprint of knowledge spillover : evidence from U.S.-China collaboration in nanotechnology (2013) 3.99 
    3.9916575 = sum of:
  3.9916575 = weight(author_txt:tang in 1039) [ClassicSimilarity], result of:
    3.9916575 = fieldWeight in 1039, product of:
      1.0 = tf(freq=1.0), with freq of:
        1.0 = termFreq=1.0
      7.983315 = idf(docFreq=40, maxDocs=44218)
      0.5 = fieldNorm(doc=1039)

Similar documents (content)

  1. Song, N.; Cheng, H.; Zhou, H.; Wang, X.: Linking scholarly contents : the design and construction of an argumentation graph (2022) 0.22 
    0.21771686 = sum of:
  0.21771686 = product of:
    0.9071536 = sum of:
      0.025654985 = weight(abstract_txt:organization in 1104) [ClassicSimilarity], result of:
        0.025654985 = score(doc=1104,freq=2.0), product of:
          0.05214078 = queryWeight, product of:
            1.0648041 = boost
            4.4533744 = idf(docFreq=1398, maxDocs=44218)
            0.010995592 = queryNorm
          0.492033 = fieldWeight in 1104, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            4.4533744 = idf(docFreq=1398, maxDocs=44218)
            0.078125 = fieldNorm(doc=1104)
      0.026018705 = weight(abstract_txt:semantic in 1104) [ClassicSimilarity], result of:
        0.026018705 = score(doc=1104,freq=2.0), product of:
          0.052632436 = queryWeight, product of:
            1.0698125 = boost
            4.4743214 = idf(docFreq=1369, maxDocs=44218)
            0.010995592 = 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)
      0.012843495 = weight(abstract_txt:paper in 1104) [ClassicSimilarity], result of:
        0.012843495 = score(doc=1104,freq=1.0), product of:
          0.047412436 = queryWeight, product of:
            1.2435771 = boost
            3.467376 = idf(docFreq=3749, maxDocs=44218)
            0.010995592 = queryNorm
          0.27088875 = fieldWeight in 1104, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            3.467376 = idf(docFreq=3749, maxDocs=44218)
            0.078125 = fieldNorm(doc=1104)
      0.026968583 = weight(abstract_txt:data in 1104) [ClassicSimilarity], result of:
        0.026968583 = score(doc=1104,freq=2.0), product of:
          0.07316136 = queryWeight, product of:
            1.9943062 = boost
            3.3363478 = idf(docFreq=4274, maxDocs=44218)
            0.010995592 = queryNorm
          0.36861783 = fieldWeight in 1104, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            3.3363478 = idf(docFreq=4274, maxDocs=44218)
            0.078125 = fieldNorm(doc=1104)
      0.101318784 = weight(abstract_txt:knowledge in 1104) [ClassicSimilarity], result of:
        0.101318784 = score(doc=1104,freq=4.0), product of:
          0.18251584 = queryWeight, product of:
            4.672105 = boost
            3.5527887 = idf(docFreq=3442, maxDocs=44218)
            0.010995592 = queryNorm
          0.5551232 = fieldWeight in 1104, product of:
            2.0 = tf(freq=4.0), with freq of:
              4.0 = termFreq=4.0
            3.5527887 = idf(docFreq=3442, maxDocs=44218)
            0.078125 = fieldNorm(doc=1104)
      0.7143491 = weight(abstract_txt:graph in 1104) [ClassicSimilarity], result of:
        0.7143491 = score(doc=1104,freq=6.0), product of:
          0.5679188 = queryWeight, product of:
            7.8579464 = boost
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.010995592 = queryNorm
          1.2578367 = fieldWeight in 1104, product of:
            2.4494898 = tf(freq=6.0), with freq of:
              6.0 = termFreq=6.0
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.078125 = fieldNorm(doc=1104)
    0.24 = coord(6/25)
  2. Auer, S.; Oelen, A.; Haris, A.M.; Stocker, M.; D'Souza, J.; Farfar, K.E.; Vogt, L.; Prinz, M.; Wiens, V.; Jaradeh, M.Y.: Improving access to scientific literature with knowledge graphs : an experiment using library guidelines to judge information integrity (2020) 0.13 
    0.13320957 = sum of:
  0.13320957 = product of:
    0.6660478 = sum of:
      0.012142179 = weight(abstract_txt:services in 316) [ClassicSimilarity], result of:
        0.012142179 = score(doc=316,freq=1.0), product of:
          0.046296068 = queryWeight, product of:
            1.0033512 = boost
            4.1963577 = idf(docFreq=1808, maxDocs=44218)
            0.010995592 = queryNorm
          0.26227236 = fieldWeight in 316, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.1963577 = idf(docFreq=1808, maxDocs=44218)
            0.0625 = fieldNorm(doc=316)
      0.014718402 = weight(abstract_txt:semantic in 316) [ClassicSimilarity], result of:
        0.014718402 = score(doc=316,freq=1.0), product of:
          0.052632436 = queryWeight, product of:
            1.0698125 = boost
            4.4743214 = idf(docFreq=1369, maxDocs=44218)
            0.010995592 = queryNorm
          0.2796451 = fieldWeight in 316, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.4743214 = idf(docFreq=1369, maxDocs=44218)
            0.0625 = fieldNorm(doc=316)
      0.010274797 = weight(abstract_txt:paper in 316) [ClassicSimilarity], result of:
        0.010274797 = score(doc=316,freq=1.0), product of:
          0.047412436 = queryWeight, product of:
            1.2435771 = boost
            3.467376 = idf(docFreq=3749, maxDocs=44218)
            0.010995592 = queryNorm
          0.216711 = fieldWeight in 316, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            3.467376 = idf(docFreq=3749, maxDocs=44218)
            0.0625 = fieldNorm(doc=316)
      0.10722572 = weight(abstract_txt:knowledge in 316) [ClassicSimilarity], result of:
        0.10722572 = score(doc=316,freq=7.0), product of:
          0.18251584 = queryWeight, product of:
            4.672105 = boost
            3.5527887 = idf(docFreq=3442, maxDocs=44218)
            0.010995592 = queryNorm
          0.5874872 = fieldWeight in 316, product of:
            2.6457512 = tf(freq=7.0), with freq of:
              7.0 = termFreq=7.0
            3.5527887 = idf(docFreq=3442, maxDocs=44218)
            0.0625 = fieldNorm(doc=316)
      0.52168673 = weight(abstract_txt:graph in 316) [ClassicSimilarity], result of:
        0.52168673 = score(doc=316,freq=5.0), product of:
          0.5679188 = queryWeight, product of:
            7.8579464 = boost
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.010995592 = queryNorm
          0.91859394 = fieldWeight in 316, product of:
            2.236068 = tf(freq=5.0), with freq of:
              5.0 = termFreq=5.0
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.0625 = fieldNorm(doc=316)
    0.2 = coord(5/25)
  3. Jiang, X.; Tan, A.-H.: CRCTOL: a semantic-based domain ontology learning system (2009) 0.12 
    0.12339765 = sum of:
  0.12339765 = product of:
    0.4407059 = sum of:
      0.022306392 = weight(abstract_txt:semantic in 3320) [ClassicSimilarity], result of:
        0.022306392 = score(doc=3320,freq=3.0), product of:
          0.052632436 = queryWeight, product of:
            1.0698125 = boost
            4.4743214 = idf(docFreq=1369, maxDocs=44218)
            0.010995592 = queryNorm
          0.42381454 = fieldWeight in 3320, product of:
            1.7320508 = tf(freq=3.0), with freq of:
              3.0 = termFreq=3.0
            4.4743214 = idf(docFreq=1369, maxDocs=44218)
            0.0546875 = fieldNorm(doc=3320)
      0.014498885 = weight(abstract_txt:traditional in 3320) [ClassicSimilarity], result of:
        0.014498885 = score(doc=3320,freq=1.0), product of:
          0.056959227 = queryWeight, product of:
            1.1129175 = boost
            4.654601 = idf(docFreq=1143, maxDocs=44218)
            0.010995592 = queryNorm
          0.2545485 = fieldWeight in 3320, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.654601 = idf(docFreq=1143, maxDocs=44218)
            0.0546875 = fieldNorm(doc=3320)
      0.008990447 = weight(abstract_txt:paper in 3320) [ClassicSimilarity], result of:
        0.008990447 = score(doc=3320,freq=1.0), product of:
          0.047412436 = queryWeight, product of:
            1.2435771 = boost
            3.467376 = idf(docFreq=3749, maxDocs=44218)
            0.010995592 = queryNorm
          0.18962212 = fieldWeight in 3320, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            3.467376 = idf(docFreq=3749, maxDocs=44218)
            0.0546875 = fieldNorm(doc=3320)
      0.096571505 = weight(abstract_txt:ontology in 3320) [ClassicSimilarity], result of:
        0.096571505 = score(doc=3320,freq=7.0), product of:
          0.12066225 = queryWeight, product of:
            1.9838657 = boost
            5.5314693 = idf(docFreq=475, maxDocs=44218)
            0.010995592 = queryNorm
          0.80034566 = fieldWeight in 3320, product of:
            2.6457512 = tf(freq=7.0), with freq of:
              7.0 = termFreq=7.0
            5.5314693 = idf(docFreq=475, maxDocs=44218)
            0.0546875 = fieldNorm(doc=3320)
      0.05873483 = weight(abstract_txt:property in 3320) [ClassicSimilarity], result of:
        0.05873483 = score(doc=3320,freq=1.0), product of:
          0.16569214 = queryWeight, product of:
            2.3247569 = boost
            6.481951 = idf(docFreq=183, maxDocs=44218)
            0.010995592 = queryNorm
          0.3544817 = fieldWeight in 3320, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            6.481951 = idf(docFreq=183, maxDocs=44218)
            0.0546875 = fieldNorm(doc=3320)
      0.03546158 = weight(abstract_txt:knowledge in 3320) [ClassicSimilarity], result of:
        0.03546158 = score(doc=3320,freq=1.0), product of:
          0.18251584 = queryWeight, product of:
            4.672105 = boost
            3.5527887 = idf(docFreq=3442, maxDocs=44218)
            0.010995592 = queryNorm
          0.19429314 = fieldWeight in 3320, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            3.5527887 = idf(docFreq=3442, maxDocs=44218)
            0.0546875 = fieldNorm(doc=3320)
      0.20414224 = weight(abstract_txt:graph in 3320) [ClassicSimilarity], result of:
        0.20414224 = score(doc=3320,freq=1.0), product of:
          0.5679188 = queryWeight, product of:
            7.8579464 = boost
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.010995592 = queryNorm
          0.35945675 = fieldWeight in 3320, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.0546875 = fieldNorm(doc=3320)
    0.28 = coord(7/25)
  4. Bounhas, I.; Elayeb, B.; Evrard, F.; Slimani, Y.: Organizing contextual knowledge for Arabic text disambiguation and terminology extraction (2011) 0.12 
    0.11987287 = sum of:
  0.11987287 = product of:
    0.4281174 = sum of:
      0.014512651 = weight(abstract_txt:organization in 4846) [ClassicSimilarity], result of:
        0.014512651 = score(doc=4846,freq=1.0), product of:
          0.05214078 = queryWeight, product of:
            1.0648041 = boost
            4.4533744 = idf(docFreq=1398, maxDocs=44218)
            0.010995592 = queryNorm
          0.2783359 = fieldWeight in 4846, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.4533744 = idf(docFreq=1398, maxDocs=44218)
            0.0625 = fieldNorm(doc=4846)
      0.014718402 = weight(abstract_txt:semantic in 4846) [ClassicSimilarity], result of:
        0.014718402 = score(doc=4846,freq=1.0), product of:
          0.052632436 = queryWeight, product of:
            1.0698125 = boost
            4.4743214 = idf(docFreq=1369, maxDocs=44218)
            0.010995592 = queryNorm
          0.2796451 = fieldWeight in 4846, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.4743214 = idf(docFreq=1369, maxDocs=44218)
            0.0625 = fieldNorm(doc=4846)
      0.02296888 = weight(abstract_txt:network in 4846) [ClassicSimilarity], result of:
        0.02296888 = score(doc=4846,freq=2.0), product of:
          0.056203444 = queryWeight, product of:
            1.1055093 = boost
            4.6236176 = idf(docFreq=1179, maxDocs=44218)
            0.010995592 = queryNorm
          0.4086739 = fieldWeight in 4846, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            4.6236176 = idf(docFreq=1179, maxDocs=44218)
            0.0625 = fieldNorm(doc=4846)
      0.010274797 = weight(abstract_txt:paper in 4846) [ClassicSimilarity], result of:
        0.010274797 = score(doc=4846,freq=1.0), product of:
          0.047412436 = queryWeight, product of:
            1.2435771 = boost
            3.467376 = idf(docFreq=3749, maxDocs=44218)
            0.010995592 = queryNorm
          0.216711 = fieldWeight in 4846, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            3.467376 = idf(docFreq=3749, maxDocs=44218)
            0.0625 = fieldNorm(doc=4846)
      0.04171497 = weight(abstract_txt:ontology in 4846) [ClassicSimilarity], result of:
        0.04171497 = score(doc=4846,freq=1.0), product of:
          0.12066225 = queryWeight, product of:
            1.9838657 = boost
            5.5314693 = idf(docFreq=475, maxDocs=44218)
            0.010995592 = queryNorm
          0.34571683 = fieldWeight in 4846, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            5.5314693 = idf(docFreq=475, maxDocs=44218)
            0.0625 = fieldNorm(doc=4846)
      0.09062228 = weight(abstract_txt:knowledge in 4846) [ClassicSimilarity], result of:
        0.09062228 = score(doc=4846,freq=5.0), product of:
          0.18251584 = queryWeight, product of:
            4.672105 = boost
            3.5527887 = idf(docFreq=3442, maxDocs=44218)
            0.010995592 = queryNorm
          0.49651733 = fieldWeight in 4846, product of:
            2.236068 = tf(freq=5.0), with freq of:
              5.0 = termFreq=5.0
            3.5527887 = idf(docFreq=3442, maxDocs=44218)
            0.0625 = fieldNorm(doc=4846)
      0.23330541 = weight(abstract_txt:graph in 4846) [ClassicSimilarity], result of:
        0.23330541 = score(doc=4846,freq=1.0), product of:
          0.5679188 = queryWeight, product of:
            7.8579464 = boost
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.010995592 = queryNorm
          0.4108077 = fieldWeight in 4846, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.0625 = fieldNorm(doc=4846)
    0.28 = coord(7/25)
  5. Wei, F.; Li, W.; Lu, Q.; He, Y.: Applying two-level reinforcement ranking in query-oriented multidocument summarization (2009) 0.11 
    0.11416183 = sum of:
  0.11416183 = product of:
    0.5708091 = sum of:
      0.021902153 = weight(abstract_txt:framework in 3120) [ClassicSimilarity], result of:
        0.021902153 = score(doc=3120,freq=2.0), product of:
          0.054449543 = queryWeight, product of:
            1.0881232 = boost
            4.550903 = idf(docFreq=1268, maxDocs=44218)
            0.010995592 = queryNorm
          0.40224677 = fieldWeight in 3120, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            4.550903 = idf(docFreq=1268, maxDocs=44218)
            0.0625 = fieldNorm(doc=3120)
      0.016570155 = weight(abstract_txt:traditional in 3120) [ClassicSimilarity], result of:
        0.016570155 = score(doc=3120,freq=1.0), product of:
          0.056959227 = queryWeight, product of:
            1.1129175 = boost
            4.654601 = idf(docFreq=1143, maxDocs=44218)
            0.010995592 = queryNorm
          0.29091257 = fieldWeight in 3120, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.654601 = idf(docFreq=1143, maxDocs=44218)
            0.0625 = fieldNorm(doc=3120)
      0.06111447 = weight(abstract_txt:algorithms in 3120) [ClassicSimilarity], result of:
        0.06111447 = score(doc=3120,freq=4.0), product of:
          0.08565559 = queryWeight, product of:
            1.3647679 = boost
            5.707926 = idf(docFreq=398, maxDocs=44218)
            0.010995592 = queryNorm
          0.7134907 = fieldWeight in 3120, product of:
            2.0 = tf(freq=4.0), with freq of:
              4.0 = termFreq=4.0
            5.707926 = idf(docFreq=398, maxDocs=44218)
            0.0625 = fieldNorm(doc=3120)
      0.06712552 = weight(abstract_txt:property in 3120) [ClassicSimilarity], result of:
        0.06712552 = score(doc=3120,freq=1.0), product of:
          0.16569214 = queryWeight, product of:
            2.3247569 = boost
            6.481951 = idf(docFreq=183, maxDocs=44218)
            0.010995592 = queryNorm
          0.40512195 = fieldWeight in 3120, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            6.481951 = idf(docFreq=183, maxDocs=44218)
            0.0625 = fieldNorm(doc=3120)
      0.4040968 = weight(abstract_txt:graph in 3120) [ClassicSimilarity], result of:
        0.4040968 = score(doc=3120,freq=3.0), product of:
          0.5679188 = queryWeight, product of:
            7.8579464 = boost
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.010995592 = queryNorm
          0.7115398 = fieldWeight in 3120, product of:
            1.7320508 = tf(freq=3.0), with freq of:
              3.0 = termFreq=3.0
            6.572923 = idf(docFreq=167, maxDocs=44218)
            0.0625 = fieldNorm(doc=3120)
    0.2 = coord(5/25)