Document (#25121)

Author

Jurisica, I.

Title

Knowledge organization by systematic knowledge management and discovery

Source

Dynamism and stability in knowledge organization: Proceedings of the 6th International ISKO-Conference, 10-13 July 2000, Toronto, Canada. Ed.: C. Beghtol et al

Imprint

Würzburg : Ergon

Year

2000

Pages

S.366-371

Series

Advances in knowledge organization; vol.7

Abstract

We need to use dynamic knowledge organization approaches in order to facilitate effective access and use of domain knowledge. Although there are many approaches to knowledge organization available, it is a challenge to systematically organize evolving domains, because it is not feasible to rely only on humans to create relationships among individual knowledge sources. Additional problems arise because knowledge may not be consistently and completely described, and quality control may not always be in place in distributed knowledge environments. In this article we describe a generic approach to knowledge organization by using systematic knowledge management and applying knowledge-discovery techniques. We use a case-based reasoning system, called TA3, as a core component for knowledge management. Application of symbolic knowledge-discovery component of TA3 supports three main tasks: system optimization, knowledge evolution and evidence creation. To explain advantages of this approach, we use our experience from biomedical domains

Theme

Information Resources Management

Similar documents (content)

1. Networked knowledge organization systems (2001) 0.22

   0.2248687 = sum of:
     0.2248687 = product of:
       0.93695295 = sum of:
         0.05741032 = weight(abstract_txt:approaches in 473) [ClassicSimilarity], result of:
           0.05741032 = score(doc=473,freq=1.0), product of:
             0.13317907 = queryWeight, product of:
               1.4641602 = boost
               4.5981455 = idf(docFreq=1215, maxDocs=44421)
               0.019781748 = queryNorm
             0.43107614 = fieldWeight in 473, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.5981455 = idf(docFreq=1215, maxDocs=44421)
               0.09375 = fieldNorm(doc=473)
         0.11714734 = weight(abstract_txt:systematic in 473) [ClassicSimilarity], result of:
           0.11714734 = score(doc=473,freq=1.0), product of:
             0.21425499 = queryWeight, product of:
               1.8571033 = boost
               5.8321705 = idf(docFreq=353, maxDocs=44421)
               0.019781748 = queryNorm
             0.546766 = fieldWeight in 473, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.8321705 = idf(docFreq=353, maxDocs=44421)
               0.09375 = fieldNorm(doc=473)
         0.06751147 = weight(abstract_txt:management in 473) [ClassicSimilarity], result of:
           0.06751147 = score(doc=473,freq=1.0), product of:
             0.1698471 = queryWeight, product of:
               2.0250945 = boost
               4.239827 = idf(docFreq=1739, maxDocs=44421)
               0.019781748 = queryNorm
             0.3974838 = fieldWeight in 473, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.239827 = idf(docFreq=1739, maxDocs=44421)
               0.09375 = fieldNorm(doc=473)
         0.22200052 = weight(abstract_txt:discovery in 473) [ClassicSimilarity], result of:
           0.22200052 = score(doc=473,freq=2.0), product of:
             0.2981026 = queryWeight, product of:
               2.6828668 = boost
               5.616968 = idf(docFreq=438, maxDocs=44421)
               0.019781748 = queryNorm
             0.7447118 = fieldWeight in 473, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.616968 = idf(docFreq=438, maxDocs=44421)
               0.09375 = fieldNorm(doc=473)
         0.10413467 = weight(abstract_txt:organization in 473) [ClassicSimilarity], result of:
           0.10413467 = score(doc=473,freq=1.0), product of:
             0.24956456 = queryWeight, product of:
               2.834504 = boost
               4.450832 = idf(docFreq=1408, maxDocs=44421)
               0.019781748 = queryNorm
             0.41726547 = fieldWeight in 473, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.450832 = idf(docFreq=1408, maxDocs=44421)
               0.09375 = fieldNorm(doc=473)
         0.36874858 = weight(abstract_txt:knowledge in 473) [ClassicSimilarity], result of:
           0.36874858 = score(doc=473,freq=4.0), product of:
             0.55455196 = queryWeight, product of:
               7.9047976 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.019781748 = queryNorm
             0.66494864 = fieldWeight in 473, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.09375 = fieldNorm(doc=473)
       0.24 = coord(6/25)
   

2. Zhitomirsky-Geffet, M.: Towards a diversified knowledge organization system (2019) 0.22

   0.22040558 = sum of:
     0.22040558 = product of:
       0.68876743 = sum of:
         0.04389676 = weight(abstract_txt:reasoning in 459) [ClassicSimilarity], result of:
           0.04389676 = score(doc=459,freq=1.0), product of:
             0.12660274 = queryWeight, product of:
               1.0094322 = boost
               6.3401756 = idf(docFreq=212, maxDocs=44421)
               0.019781748 = queryNorm
             0.34672835 = fieldWeight in 459, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.3401756 = idf(docFreq=212, maxDocs=44421)
               0.0546875 = fieldNorm(doc=459)
         0.06394766 = weight(abstract_txt:generic in 459) [ClassicSimilarity], result of:
           0.06394766 = score(doc=459,freq=2.0), product of:
             0.12913023 = queryWeight, product of:
               1.0194585 = boost
               6.40315 = idf(docFreq=199, maxDocs=44421)
               0.019781748 = queryNorm
             0.4952184 = fieldWeight in 459, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.40315 = idf(docFreq=199, maxDocs=44421)
               0.0546875 = fieldNorm(doc=459)
         0.013216631 = weight(abstract_txt:system in 459) [ClassicSimilarity], result of:
           0.013216631 = score(doc=459,freq=1.0), product of:
             0.071654804 = queryWeight, product of:
               1.0739727 = boost
               3.372775 = idf(docFreq=4140, maxDocs=44421)
               0.019781748 = queryNorm
             0.18444863 = fieldWeight in 459, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.372775 = idf(docFreq=4140, maxDocs=44421)
               0.0546875 = fieldNorm(doc=459)
         0.025508612 = weight(abstract_txt:approach in 459) [ClassicSimilarity], result of:
           0.025508612 = score(doc=459,freq=2.0), product of:
             0.08816158 = queryWeight, product of:
               1.1912702 = boost
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.019781748 = queryNorm
             0.28933933 = fieldWeight in 459, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.0546875 = fieldNorm(doc=459)
         0.07494721 = weight(abstract_txt:component in 459) [ClassicSimilarity], result of:
           0.07494721 = score(doc=459,freq=1.0), product of:
             0.22786018 = queryWeight, product of:
               1.915159 = boost
               6.014492 = idf(docFreq=294, maxDocs=44421)
               0.019781748 = queryNorm
             0.32891753 = fieldWeight in 459, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.014492 = idf(docFreq=294, maxDocs=44421)
               0.0546875 = fieldNorm(doc=459)
         0.039381694 = weight(abstract_txt:management in 459) [ClassicSimilarity], result of:
           0.039381694 = score(doc=459,freq=1.0), product of:
             0.1698471 = queryWeight, product of:
               2.0250945 = boost
               4.239827 = idf(docFreq=1739, maxDocs=44421)
               0.019781748 = queryNorm
             0.23186556 = fieldWeight in 459, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.239827 = idf(docFreq=1739, maxDocs=44421)
               0.0546875 = fieldNorm(doc=459)
         0.10521382 = weight(abstract_txt:organization in 459) [ClassicSimilarity], result of:
           0.10521382 = score(doc=459,freq=3.0), product of:
             0.24956456 = queryWeight, product of:
               2.834504 = boost
               4.450832 = idf(docFreq=1408, maxDocs=44421)
               0.019781748 = queryNorm
             0.42158958 = fieldWeight in 459, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.450832 = idf(docFreq=1408, maxDocs=44421)
               0.0546875 = fieldNorm(doc=459)
         0.32265502 = weight(abstract_txt:knowledge in 459) [ClassicSimilarity], result of:
           0.32265502 = score(doc=459,freq=9.0), product of:
             0.55455196 = queryWeight, product of:
               7.9047976 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.019781748 = queryNorm
             0.5818301 = fieldWeight in 459, product of:
               3.0 = tf(freq=9.0), with freq of:
                 9.0 = termFreq=9.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.0546875 = fieldNorm(doc=459)
       0.32 = coord(8/25)
   

3. Speel, P.-H.; Schreiber, G.; Van Joolingen, W.; Van Heijst, G.; Beijer, G.: Conceptual modeling for knowledge-based systems (2002) 0.21

   0.20813243 = sum of:
     0.20813243 = product of:
       0.6504139 = sum of:
         0.045217827 = weight(abstract_txt:generic in 5254) [ClassicSimilarity], result of:
           0.045217827 = score(doc=5254,freq=1.0), product of:
             0.12913023 = queryWeight, product of:
               1.0194585 = boost
               6.40315 = idf(docFreq=199, maxDocs=44421)
               0.019781748 = queryNorm
             0.35017228 = fieldWeight in 5254, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.40315 = idf(docFreq=199, maxDocs=44421)
               0.0546875 = fieldNorm(doc=5254)
         0.018691137 = weight(abstract_txt:system in 5254) [ClassicSimilarity], result of:
           0.018691137 = score(doc=5254,freq=2.0), product of:
             0.071654804 = queryWeight, product of:
               1.0739727 = boost
               3.372775 = idf(docFreq=4140, maxDocs=44421)
               0.019781748 = queryNorm
             0.26084974 = fieldWeight in 5254, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.372775 = idf(docFreq=4140, maxDocs=44421)
               0.0546875 = fieldNorm(doc=5254)
         0.065557905 = weight(abstract_txt:feasible in 5254) [ClassicSimilarity], result of:
           0.065557905 = score(doc=5254,freq=1.0), product of:
             0.16541371 = queryWeight, product of:
               1.1538287 = boost
               7.2471204 = idf(docFreq=85, maxDocs=44421)
               0.019781748 = queryNorm
             0.3963269 = fieldWeight in 5254, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.2471204 = idf(docFreq=85, maxDocs=44421)
               0.0546875 = fieldNorm(doc=5254)
         0.018037314 = weight(abstract_txt:approach in 5254) [ClassicSimilarity], result of:
           0.018037314 = score(doc=5254,freq=1.0), product of:
             0.08816158 = queryWeight, product of:
               1.1912702 = boost
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.019781748 = queryNorm
             0.20459381 = fieldWeight in 5254, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.0546875 = fieldNorm(doc=5254)
         0.047361095 = weight(abstract_txt:approaches in 5254) [ClassicSimilarity], result of:
           0.047361095 = score(doc=5254,freq=2.0), product of:
             0.13317907 = queryWeight, product of:
               1.4641602 = boost
               4.5981455 = idf(docFreq=1215, maxDocs=44421)
               0.019781748 = queryNorm
             0.35561967 = fieldWeight in 5254, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.5981455 = idf(docFreq=1215, maxDocs=44421)
               0.0546875 = fieldNorm(doc=5254)
         0.05974618 = weight(abstract_txt:domains in 5254) [ClassicSimilarity], result of:
           0.05974618 = score(doc=5254,freq=1.0), product of:
             0.1959017 = queryWeight, product of:
               1.7757822 = boost
               5.576784 = idf(docFreq=456, maxDocs=44421)
               0.019781748 = queryNorm
             0.3049804 = fieldWeight in 5254, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.576784 = idf(docFreq=456, maxDocs=44421)
               0.0546875 = fieldNorm(doc=5254)
         0.05569412 = weight(abstract_txt:management in 5254) [ClassicSimilarity], result of:
           0.05569412 = score(doc=5254,freq=2.0), product of:
             0.1698471 = queryWeight, product of:
               2.0250945 = boost
               4.239827 = idf(docFreq=1739, maxDocs=44421)
               0.019781748 = queryNorm
             0.32790738 = fieldWeight in 5254, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.239827 = idf(docFreq=1739, maxDocs=44421)
               0.0546875 = fieldNorm(doc=5254)
         0.34010825 = weight(abstract_txt:knowledge in 5254) [ClassicSimilarity], result of:
           0.34010825 = score(doc=5254,freq=10.0), product of:
             0.55455196 = queryWeight, product of:
               7.9047976 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.019781748 = queryNorm
             0.61330277 = fieldWeight in 5254, product of:
               3.1622777 = tf(freq=10.0), with freq of:
                 10.0 = termFreq=10.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.0546875 = fieldNorm(doc=5254)
       0.32 = coord(8/25)
   

4. Zhitomirsky-Geffet, M.; Avidan, G.: ¬A new framework for systematic analysis and classification of inconsistencies in multi-viewpoint ontologies (2021) 0.18

   0.1833941 = sum of:
     0.1833941 = product of:
       0.65497893 = sum of:
         0.07308304 = weight(abstract_txt:generic in 1590) [ClassicSimilarity], result of:
           0.07308304 = score(doc=1590,freq=2.0), product of:
             0.12913023 = queryWeight, product of:
               1.0194585 = boost
               6.40315 = idf(docFreq=199, maxDocs=44421)
               0.019781748 = queryNorm
             0.56596386 = fieldWeight in 1590, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.40315 = idf(docFreq=199, maxDocs=44421)
               0.0625 = fieldNorm(doc=1590)
         0.06282504 = weight(abstract_txt:arise in 1590) [ClassicSimilarity], result of:
           0.06282504 = score(doc=1590,freq=1.0), product of:
             0.14708962 = queryWeight, product of:
               1.0880444 = boost
               6.8339334 = idf(docFreq=129, maxDocs=44421)
               0.019781748 = queryNorm
             0.42712083 = fieldWeight in 1590, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.8339334 = idf(docFreq=129, maxDocs=44421)
               0.0625 = fieldNorm(doc=1590)
         0.029152699 = weight(abstract_txt:approach in 1590) [ClassicSimilarity], result of:
           0.029152699 = score(doc=1590,freq=2.0), product of:
             0.08816158 = queryWeight, product of:
               1.1912702 = boost
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.019781748 = queryNorm
             0.33067352 = fieldWeight in 1590, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.0625 = fieldNorm(doc=1590)
         0.096564405 = weight(abstract_txt:domains in 1590) [ClassicSimilarity], result of:
           0.096564405 = score(doc=1590,freq=2.0), product of:
             0.1959017 = queryWeight, product of:
               1.7757822 = boost
               5.576784 = idf(docFreq=456, maxDocs=44421)
               0.019781748 = queryNorm
             0.49292272 = fieldWeight in 1590, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.576784 = idf(docFreq=456, maxDocs=44421)
               0.0625 = fieldNorm(doc=1590)
         0.07809823 = weight(abstract_txt:systematic in 1590) [ClassicSimilarity], result of:
           0.07809823 = score(doc=1590,freq=1.0), product of:
             0.21425499 = queryWeight, product of:
               1.8571033 = boost
               5.8321705 = idf(docFreq=353, maxDocs=44421)
               0.019781748 = queryNorm
             0.36451066 = fieldWeight in 1590, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.8321705 = idf(docFreq=353, maxDocs=44421)
               0.0625 = fieldNorm(doc=1590)
         0.06942312 = weight(abstract_txt:organization in 1590) [ClassicSimilarity], result of:
           0.06942312 = score(doc=1590,freq=1.0), product of:
             0.24956456 = queryWeight, product of:
               2.834504 = boost
               4.450832 = idf(docFreq=1408, maxDocs=44421)
               0.019781748 = queryNorm
             0.278177 = fieldWeight in 1590, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.450832 = idf(docFreq=1408, maxDocs=44421)
               0.0625 = fieldNorm(doc=1590)
         0.24583237 = weight(abstract_txt:knowledge in 1590) [ClassicSimilarity], result of:
           0.24583237 = score(doc=1590,freq=4.0), product of:
             0.55455196 = queryWeight, product of:
               7.9047976 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.019781748 = queryNorm
             0.44329908 = fieldWeight in 1590, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.0625 = fieldNorm(doc=1590)
       0.28 = coord(7/25)
   

5. Garcia Marco, F.J.: Compatibility & heterogeneity in knowledge organization : some reflections around a case study in the field of consumer information (2008) 0.16

   0.16493237 = sum of:
     0.16493237 = product of:
       0.82466185 = sum of:
         0.018880902 = weight(abstract_txt:system in 2678) [ClassicSimilarity], result of:
           0.018880902 = score(doc=2678,freq=1.0), product of:
             0.071654804 = queryWeight, product of:
               1.0739727 = boost
               3.372775 = idf(docFreq=4140, maxDocs=44421)
               0.019781748 = queryNorm
             0.26349807 = fieldWeight in 2678, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.372775 = idf(docFreq=4140, maxDocs=44421)
               0.078125 = fieldNorm(doc=2678)
         0.08535168 = weight(abstract_txt:domains in 2678) [ClassicSimilarity], result of:
           0.08535168 = score(doc=2678,freq=1.0), product of:
             0.1959017 = queryWeight, product of:
               1.7757822 = boost
               5.576784 = idf(docFreq=456, maxDocs=44421)
               0.019781748 = queryNorm
             0.43568626 = fieldWeight in 2678, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.576784 = idf(docFreq=456, maxDocs=44421)
               0.078125 = fieldNorm(doc=2678)
         0.056259558 = weight(abstract_txt:management in 2678) [ClassicSimilarity], result of:
           0.056259558 = score(doc=2678,freq=1.0), product of:
             0.1698471 = queryWeight, product of:
               2.0250945 = boost
               4.239827 = idf(docFreq=1739, maxDocs=44421)
               0.019781748 = queryNorm
             0.33123648 = fieldWeight in 2678, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.239827 = idf(docFreq=1739, maxDocs=44421)
               0.078125 = fieldNorm(doc=2678)
         0.22959538 = weight(abstract_txt:organization in 2678) [ClassicSimilarity], result of:
           0.22959538 = score(doc=2678,freq=7.0), product of:
             0.24956456 = queryWeight, product of:
               2.834504 = boost
               4.450832 = idf(docFreq=1408, maxDocs=44421)
               0.019781748 = queryNorm
             0.9199839 = fieldWeight in 2678, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               4.450832 = idf(docFreq=1408, maxDocs=44421)
               0.078125 = fieldNorm(doc=2678)
         0.43457434 = weight(abstract_txt:knowledge in 2678) [ClassicSimilarity], result of:
           0.43457434 = score(doc=2678,freq=8.0), product of:
             0.55455196 = queryWeight, product of:
               7.9047976 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.019781748 = queryNorm
             0.78364944 = fieldWeight in 2678, product of:
               2.828427 = tf(freq=8.0), with freq of:
                 8.0 = termFreq=8.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.078125 = fieldNorm(doc=2678)
       0.2 = coord(5/25)