Document (#34700)

Author
Chung, W.
Chen, H.
Reid, E.
Title
Business stakeholder analyzer : an experiment of classifying stakeholders on the Web
Source
Journal of the American Society for Information Science and Technology. 60(2009) no.1, S.59-74
Year
2009
Abstract
As the Web is used increasingly to share and disseminate information, business analysts and managers are challenged to understand stakeholder relationships. Traditional stakeholder theories and frameworks employ a manual approach to analysis and do not scale up to accommodate the rapid growth of the Web. Unfortunately, existing business intelligence (BI) tools lack analysis capability, and research on BI systems is sparse. This research proposes a framework for designing BI systems to identify and to classify stakeholders on the Web, incorporating human knowledge and machine-learned information from Web pages. Based on the framework, we have developed a prototype called Business Stakeholder Analyzer (BSA) that helps managers and analysts to identify and to classify their stakeholders on the Web. Results from our experiment involving algorithm comparison, feature comparison, and a user study showed that the system achieved better within-class accuracies in widespread stakeholder types such as partner/sponsor/supplier and media/reviewer, and was more efficient than human classification. The student and practitioner subjects in our user study strongly agreed that such a system would save analysts' time and help to identify and classify stakeholders. This research contributes to a better understanding of how to integrate information technology with stakeholder theory, and enriches the knowledge base of BI system design.
Area
Informationswirtschaft

Similar documents (author)

  1. Chen, H.; Chung, W.; Qin, J.; Reid, E.; Sageman, M.; Weimann, G.: Uncovering the dark Web : a case study of Jihad on the Web (2008) 3.41
    3.4087024 = sum of:
      3.4087024 = sum of:
        0.5086949 = weight(author_txt:chen in 1880) [ClassicSimilarity], result of:
          0.5086949 = score(doc=1880,freq=1.0), product of:
            0.3307665 = queryWeight, product of:
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.053768225 = queryNorm
            1.5379274 = fieldWeight in 1880, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.25 = fieldNorm(doc=1880)
        1.1918457 = weight(author_txt:chung in 1880) [ClassicSimilarity], result of:
          1.1918457 = score(doc=1880,freq=1.0), product of:
            0.58348536 = queryWeight, product of:
              1.3281717 = boost
              8.1705265 = idf(docFreq=33, maxDocs=44218)
              0.053768225 = queryNorm
            2.0426316 = fieldWeight in 1880, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.1705265 = idf(docFreq=33, maxDocs=44218)
              0.25 = fieldNorm(doc=1880)
        1.7081617 = weight(author_txt:reid in 1880) [ClassicSimilarity], result of:
          1.7081617 = score(doc=1880,freq=1.0), product of:
            0.7417131 = queryWeight, product of:
              1.4974668 = boost
              9.211981 = idf(docFreq=11, maxDocs=44218)
              0.053768225 = queryNorm
            2.3029952 = fieldWeight in 1880, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              9.211981 = idf(docFreq=11, maxDocs=44218)
              0.25 = fieldNorm(doc=1880)
    
  2. Chung, W.; Chen, H.: Browsing the underdeveloped Web : an experiment on the Arabic Medical Web Directory (2009) 2.27
    2.2673874 = sum of:
      2.2673874 = product of:
        3.401081 = sum of:
          1.0173898 = weight(author_txt:chen in 2733) [ClassicSimilarity], result of:
            1.0173898 = score(doc=2733,freq=1.0), product of:
              0.3307665 = queryWeight, product of:
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.053768225 = queryNorm
              3.0758548 = fieldWeight in 2733, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.5 = fieldNorm(doc=2733)
          2.3836913 = weight(author_txt:chung in 2733) [ClassicSimilarity], result of:
            2.3836913 = score(doc=2733,freq=1.0), product of:
              0.58348536 = queryWeight, product of:
                1.3281717 = boost
                8.1705265 = idf(docFreq=33, maxDocs=44218)
                0.053768225 = queryNorm
              4.0852633 = fieldWeight in 2733, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.1705265 = idf(docFreq=33, maxDocs=44218)
                0.5 = fieldNorm(doc=2733)
        0.6666667 = coord(2/3)
    
  3. Huang, Z.; Chung, Z.W.; Chen, H.: ¬A graph model for e-commerce recommender systems (2004) 1.70
    1.7005405 = sum of:
      1.7005405 = product of:
        2.5508108 = sum of:
          0.7630423 = weight(author_txt:chen in 501) [ClassicSimilarity], result of:
            0.7630423 = score(doc=501,freq=1.0), product of:
              0.3307665 = queryWeight, product of:
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.053768225 = queryNorm
              2.306891 = fieldWeight in 501, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.375 = fieldNorm(doc=501)
          1.7877685 = weight(author_txt:chung in 501) [ClassicSimilarity], result of:
            1.7877685 = score(doc=501,freq=1.0), product of:
              0.58348536 = queryWeight, product of:
                1.3281717 = boost
                8.1705265 = idf(docFreq=33, maxDocs=44218)
                0.053768225 = queryNorm
              3.0639474 = fieldWeight in 501, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.1705265 = idf(docFreq=33, maxDocs=44218)
                0.375 = fieldNorm(doc=501)
        0.6666667 = coord(2/3)
    
  4. Cho, H.; Chen, M.-H.; Chung, S.: Testing an integrative theoretical model of knowledge-sharing behavior in the context of Wikipedia (2010) 1.70
    1.7005405 = sum of:
      1.7005405 = product of:
        2.5508108 = sum of:
          0.7630423 = weight(author_txt:chen in 3460) [ClassicSimilarity], result of:
            0.7630423 = score(doc=3460,freq=1.0), product of:
              0.3307665 = queryWeight, product of:
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.053768225 = queryNorm
              2.306891 = fieldWeight in 3460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1517096 = idf(docFreq=255, maxDocs=44218)
                0.375 = fieldNorm(doc=3460)
          1.7877685 = weight(author_txt:chung in 3460) [ClassicSimilarity], result of:
            1.7877685 = score(doc=3460,freq=1.0), product of:
              0.58348536 = queryWeight, product of:
                1.3281717 = boost
                8.1705265 = idf(docFreq=33, maxDocs=44218)
                0.053768225 = queryNorm
              3.0639474 = fieldWeight in 3460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.1705265 = idf(docFreq=33, maxDocs=44218)
                0.375 = fieldNorm(doc=3460)
        0.6666667 = coord(2/3)
    
  5. Reid, H.T.: CD-ROM as a library equivalent (1992) 1.42
    1.4234681 = sum of:
      1.4234681 = product of:
        4.2704043 = sum of:
          4.2704043 = weight(author_txt:reid in 3752) [ClassicSimilarity], result of:
            4.2704043 = score(doc=3752,freq=1.0), product of:
              0.7417131 = queryWeight, product of:
                1.4974668 = boost
                9.211981 = idf(docFreq=11, maxDocs=44218)
                0.053768225 = queryNorm
              5.7574883 = fieldWeight in 3752, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.211981 = idf(docFreq=11, maxDocs=44218)
                0.625 = fieldNorm(doc=3752)
        0.33333334 = coord(1/3)
    

Similar documents (content)

  1. Chau, M.; Shiu, B.; Chan, M.; Chen, H.: Redips: backlink search and analysis on the Web for business intelligence analysis (2007) 0.17
    0.1708607 = sum of:
      0.1708607 = product of:
        0.8543035 = sum of:
          0.04942881 = weight(abstract_txt:experiment in 142) [ClassicSimilarity], result of:
            0.04942881 = score(doc=142,freq=2.0), product of:
              0.09877815 = queryWeight, product of:
                1.4390515 = boost
                5.6614056 = idf(docFreq=417, maxDocs=44218)
                0.012124401 = queryNorm
              0.5004023 = fieldWeight in 142, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.6614056 = idf(docFreq=417, maxDocs=44218)
                0.0625 = fieldNorm(doc=142)
          0.12983695 = weight(abstract_txt:business in 142) [ClassicSimilarity], result of:
            0.12983695 = score(doc=142,freq=5.0), product of:
              0.17457001 = queryWeight, product of:
                2.7054887 = boost
                5.321862 = idf(docFreq=586, maxDocs=44218)
                0.012124401 = queryNorm
              0.74375284 = fieldWeight in 142, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                5.321862 = idf(docFreq=586, maxDocs=44218)
                0.0625 = fieldNorm(doc=142)
          0.16299757 = weight(abstract_txt:analysts in 142) [ClassicSimilarity], result of:
            0.16299757 = score(doc=142,freq=1.0), product of:
              0.315623 = queryWeight, product of:
                3.1504736 = boost
                8.2629 = idf(docFreq=30, maxDocs=44218)
                0.012124401 = queryNorm
              0.5164313 = fieldWeight in 142, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.2629 = idf(docFreq=30, maxDocs=44218)
                0.0625 = fieldNorm(doc=142)
          0.15480515 = weight(abstract_txt:stakeholders in 142) [ClassicSimilarity], result of:
            0.15480515 = score(doc=142,freq=1.0), product of:
              0.33564824 = queryWeight, product of:
                3.751484 = boost
                7.3793993 = idf(docFreq=74, maxDocs=44218)
                0.012124401 = queryNorm
              0.46121246 = fieldWeight in 142, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.3793993 = idf(docFreq=74, maxDocs=44218)
                0.0625 = fieldNorm(doc=142)
          0.35723498 = weight(abstract_txt:stakeholder in 142) [ClassicSimilarity], result of:
            0.35723498 = score(doc=142,freq=1.0), product of:
              0.6709557 = queryWeight, product of:
                6.4961114 = boost
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.012124401 = queryNorm
              0.5324271 = fieldWeight in 142, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.0625 = fieldNorm(doc=142)
        0.2 = coord(5/25)
    
  2. Hagen, L.; Patel, M.; Luna-Reyes, L.: Human-supervised data science framework for city governments : a design science approach (2023) 0.09
    0.09300516 = sum of:
      0.09300516 = product of:
        0.58128226 = sum of:
          0.022693168 = weight(abstract_txt:framework in 1016) [ClassicSimilarity], result of:
            0.022693168 = score(doc=1016,freq=1.0), product of:
              0.063827455 = queryWeight, product of:
                1.156777 = boost
                4.550903 = idf(docFreq=1268, maxDocs=44218)
                0.012124401 = queryNorm
              0.3555393 = fieldWeight in 1016, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.550903 = idf(docFreq=1268, maxDocs=44218)
                0.078125 = fieldNorm(doc=1016)
          0.024870118 = weight(abstract_txt:human in 1016) [ClassicSimilarity], result of:
            0.024870118 = score(doc=1016,freq=1.0), product of:
              0.0678468 = queryWeight, product of:
                1.1926433 = boost
                4.692005 = idf(docFreq=1101, maxDocs=44218)
                0.012124401 = queryNorm
              0.3665629 = fieldWeight in 1016, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.692005 = idf(docFreq=1101, maxDocs=44218)
                0.078125 = fieldNorm(doc=1016)
          0.08717527 = weight(abstract_txt:managers in 1016) [ClassicSimilarity], result of:
            0.08717527 = score(doc=1016,freq=2.0), product of:
              0.12425952 = queryWeight, product of:
                1.6140268 = boost
                6.3497796 = idf(docFreq=209, maxDocs=44218)
                0.012124401 = queryNorm
              0.7015581 = fieldWeight in 1016, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.3497796 = idf(docFreq=209, maxDocs=44218)
                0.078125 = fieldNorm(doc=1016)
          0.44654372 = weight(abstract_txt:stakeholder in 1016) [ClassicSimilarity], result of:
            0.44654372 = score(doc=1016,freq=1.0), product of:
              0.6709557 = queryWeight, product of:
                6.4961114 = boost
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.012124401 = queryNorm
              0.66553384 = fieldWeight in 1016, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.078125 = fieldNorm(doc=1016)
        0.16 = coord(4/25)
    
  3. Wei, J.; Wang, F.; Lindell, M.K.: ¬The evolution of stakeholders' perceptions of disaster : a model of information flow (2016) 0.09
    0.09147825 = sum of:
      0.09147825 = product of:
        1.1434782 = sum of:
          0.5119699 = weight(abstract_txt:stakeholders in 2648) [ClassicSimilarity], result of:
            0.5119699 = score(doc=2648,freq=7.0), product of:
              0.33564824 = queryWeight, product of:
                3.751484 = boost
                7.3793993 = idf(docFreq=74, maxDocs=44218)
                0.012124401 = queryNorm
              1.5253168 = fieldWeight in 2648, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                7.3793993 = idf(docFreq=74, maxDocs=44218)
                0.078125 = fieldNorm(doc=2648)
          0.6315082 = weight(abstract_txt:stakeholder in 2648) [ClassicSimilarity], result of:
            0.6315082 = score(doc=2648,freq=2.0), product of:
              0.6709557 = queryWeight, product of:
                6.4961114 = boost
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.012124401 = queryNorm
              0.94120693 = fieldWeight in 2648, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.078125 = fieldNorm(doc=2648)
        0.08 = coord(2/25)
    
  4. Zhang, Y.: Developing a holistic model for digital library evaluation (2010) 0.09
    0.08691437 = sum of:
      0.08691437 = product of:
        0.5432148 = sum of:
          0.018154534 = weight(abstract_txt:framework in 2360) [ClassicSimilarity], result of:
            0.018154534 = score(doc=2360,freq=1.0), product of:
              0.063827455 = queryWeight, product of:
                1.156777 = boost
                4.550903 = idf(docFreq=1268, maxDocs=44218)
                0.012124401 = queryNorm
              0.28443143 = fieldWeight in 2360, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.550903 = idf(docFreq=1268, maxDocs=44218)
                0.0625 = fieldNorm(doc=2360)
          0.01302013 = weight(abstract_txt:research in 2360) [ClassicSimilarity], result of:
            0.01302013 = score(doc=2360,freq=2.0), product of:
              0.046463802 = queryWeight, product of:
                1.2087846 = boost
                3.170338 = idf(docFreq=5046, maxDocs=44218)
                0.012124401 = queryNorm
              0.28022093 = fieldWeight in 2360, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.170338 = idf(docFreq=5046, maxDocs=44218)
                0.0625 = fieldNorm(doc=2360)
          0.15480515 = weight(abstract_txt:stakeholders in 2360) [ClassicSimilarity], result of:
            0.15480515 = score(doc=2360,freq=1.0), product of:
              0.33564824 = queryWeight, product of:
                3.751484 = boost
                7.3793993 = idf(docFreq=74, maxDocs=44218)
                0.012124401 = queryNorm
              0.46121246 = fieldWeight in 2360, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.3793993 = idf(docFreq=74, maxDocs=44218)
                0.0625 = fieldNorm(doc=2360)
          0.35723498 = weight(abstract_txt:stakeholder in 2360) [ClassicSimilarity], result of:
            0.35723498 = score(doc=2360,freq=1.0), product of:
              0.6709557 = queryWeight, product of:
                6.4961114 = boost
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.012124401 = queryNorm
              0.5324271 = fieldWeight in 2360, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.0625 = fieldNorm(doc=2360)
        0.16 = coord(4/25)
    
  5. Yeoh, W.; Popovic, A.: Extending the understanding of critical success factors for implementing business intelligence systems (2016) 0.08
    0.08290591 = sum of:
      0.08290591 = product of:
        0.41452953 = sum of:
          0.022693168 = weight(abstract_txt:framework in 2488) [ClassicSimilarity], result of:
            0.022693168 = score(doc=2488,freq=1.0), product of:
              0.063827455 = queryWeight, product of:
                1.156777 = boost
                4.550903 = idf(docFreq=1268, maxDocs=44218)
                0.012124401 = queryNorm
              0.3555393 = fieldWeight in 2488, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.550903 = idf(docFreq=1268, maxDocs=44218)
                0.078125 = fieldNorm(doc=2488)
          0.026007857 = weight(abstract_txt:better in 2488) [ClassicSimilarity], result of:
            0.026007857 = score(doc=2488,freq=1.0), product of:
              0.069900535 = queryWeight, product of:
                1.2105595 = boost
                4.76249 = idf(docFreq=1026, maxDocs=44218)
                0.012124401 = queryNorm
              0.3720695 = fieldWeight in 2488, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.76249 = idf(docFreq=1026, maxDocs=44218)
                0.078125 = fieldNorm(doc=2488)
          0.01958802 = weight(abstract_txt:system in 2488) [ClassicSimilarity], result of:
            0.01958802 = score(doc=2488,freq=2.0), product of:
              0.052572448 = queryWeight, product of:
                1.2857918 = boost
                3.3723085 = idf(docFreq=4123, maxDocs=44218)
                0.012124401 = queryNorm
              0.372591 = fieldWeight in 2488, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3723085 = idf(docFreq=4123, maxDocs=44218)
                0.078125 = fieldNorm(doc=2488)
          0.07258105 = weight(abstract_txt:business in 2488) [ClassicSimilarity], result of:
            0.07258105 = score(doc=2488,freq=1.0), product of:
              0.17457001 = queryWeight, product of:
                2.7054887 = boost
                5.321862 = idf(docFreq=586, maxDocs=44218)
                0.012124401 = queryNorm
              0.41577047 = fieldWeight in 2488, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.321862 = idf(docFreq=586, maxDocs=44218)
                0.078125 = fieldNorm(doc=2488)
          0.27365944 = weight(abstract_txt:stakeholders in 2488) [ClassicSimilarity], result of:
            0.27365944 = score(doc=2488,freq=2.0), product of:
              0.33564824 = queryWeight, product of:
                3.751484 = boost
                7.3793993 = idf(docFreq=74, maxDocs=44218)
                0.012124401 = queryNorm
              0.81531614 = fieldWeight in 2488, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.3793993 = idf(docFreq=74, maxDocs=44218)
                0.078125 = fieldNorm(doc=2488)
        0.2 = coord(5/25)