Document (#31007)

Author
Vishwanath, A.
Chen, H.
Title
Technology clusters : using multidimensional scaling to evaluate and structure technology clusters
Source
Journal of the American Society for Information Science and Technology. 57(2006) no.11, S.1451-1460
Year
2006
Abstract
Empirical evidence suggests that the ownership of related products that form a technology cluster is signifIcantly better than the attributes of an innovation at predicting adoption. The treatment of technology clusters, however, has been ad hoc and study specific: Researchers often make a priori assumptions about the relationships between technologies and measure ownership using lists of functionally related technology, without any systematic reasoning. Hence, the authors set out to examine empirically the composition of technology clusters and the differences, if any, in clusters of technologies formed by adopters and nonadopters. Using the Galileo system of multidimensional scaling and the associational diffusion framework, the dissimilarities between 30 technology concepts were scored by adopters and nonadopters. Results indicate clear differences in conceptualization of clusters: Adopters tend to relate technologies based an their functional similarity; here, innovations are perceived to be complementary, and hence, adoption of one technology spurs the adoption of related technologies. On the other hand, nonadopters tend to relate technologies using a stricter ascendancy of association where the adoption of an innovation makes subsequent innovations redundant. The results question the measurement approaches and present an alternative methodology.

Similar documents (author)

  1. Chen, Y.N.; Chen, S.J.: ¬A metadata practice of the OFLA FRBR model : a case study for the National Palace Museum in Taipai (2004) 4.34
    4.3394766 = sum of:
      4.3394766 = weight(author_txt:chen in 4384) [ClassicSimilarity], result of:
        4.3394766 = score(doc=4384,freq=2.0), product of:
          0.99999994 = queryWeight, product of:
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.16294746 = queryNorm
          4.339477 = fieldWeight in 4384, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.5 = fieldNorm(doc=4384)
    
  2. Chen, C.C.; Chen, H.H.; Chen, K.H.: ¬The design of the XML/Metadata management system (2000) 3.99
    3.9860637 = sum of:
      3.9860637 = weight(author_txt:chen in 5633) [ClassicSimilarity], result of:
        3.9860637 = score(doc=5633,freq=3.0), product of:
          0.99999994 = queryWeight, product of:
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.16294746 = queryNorm
          3.986064 = fieldWeight in 5633, product of:
            1.7320508 = tf(freq=3.0), with freq of:
              3.0 = termFreq=3.0
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.375 = fieldNorm(doc=5633)
    
  3. Chen, W.Y.: Observations on cataloguing and classification (1991) 3.84
    3.8355918 = sum of:
      3.8355918 = weight(author_txt:chen in 4183) [ClassicSimilarity], result of:
        3.8355918 = score(doc=4183,freq=1.0), product of:
          0.99999994 = queryWeight, product of:
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.16294746 = queryNorm
          3.835592 = fieldWeight in 4183, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.625 = fieldNorm(doc=4183)
    
  4. Chen, H.: Knowledge-based document retrieval : framework and design (1992) 3.84
    3.8355918 = sum of:
      3.8355918 = weight(author_txt:chen in 5282) [ClassicSimilarity], result of:
        3.8355918 = score(doc=5282,freq=1.0), product of:
          0.99999994 = queryWeight, product of:
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.16294746 = queryNorm
          3.835592 = fieldWeight in 5282, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.625 = fieldNorm(doc=5282)
    
  5. Chen, P.S.: On inference rules of logic-based information retrieval systems (1994) 3.84
    3.8355918 = sum of:
      3.8355918 = weight(author_txt:chen in 6730) [ClassicSimilarity], result of:
        3.8355918 = score(doc=6730,freq=1.0), product of:
          0.99999994 = queryWeight, product of:
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.16294746 = queryNorm
          3.835592 = fieldWeight in 6730, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            6.136947 = idf(docFreq=260, maxDocs=44421)
            0.625 = fieldNorm(doc=6730)
    

Similar documents (content)

  1. Brown, S.A.; Venkatesh, V.; Hoehle, H.: Technology adoption decisions in the household : a seven-model comparison (2015) 0.22
    0.22125074 = sum of:
      0.22125074 = product of:
        0.9218781 = sum of:
          0.030510725 = weight(abstract_txt:related in 3166) [ClassicSimilarity], result of:
            0.030510725 = score(doc=3166,freq=1.0), product of:
              0.09302543 = queryWeight, product of:
                1.7147647 = boost
                4.198178 = idf(docFreq=1813, maxDocs=44421)
                0.012922196 = queryNorm
              0.32798263 = fieldWeight in 3166, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.198178 = idf(docFreq=1813, maxDocs=44421)
                0.078125 = fieldNorm(doc=3166)
          0.022712147 = weight(abstract_txt:using in 3166) [ClassicSimilarity], result of:
            0.022712147 = score(doc=3166,freq=1.0), product of:
              0.08409788 = queryWeight, product of:
                1.8826326 = boost
                3.4568708 = idf(docFreq=3806, maxDocs=44421)
                0.012922196 = queryNorm
              0.27006802 = fieldWeight in 3166, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4568708 = idf(docFreq=3806, maxDocs=44421)
                0.078125 = fieldNorm(doc=3166)
          0.16902928 = weight(abstract_txt:technologies in 3166) [ClassicSimilarity], result of:
            0.16902928 = score(doc=3166,freq=4.0), product of:
              0.2175392 = queryWeight, product of:
                3.3852975 = boost
                4.972839 = idf(docFreq=835, maxDocs=44421)
                0.012922196 = queryNorm
              0.7770061 = fieldWeight in 3166, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.972839 = idf(docFreq=835, maxDocs=44421)
                0.078125 = fieldNorm(doc=3166)
          0.24324282 = weight(abstract_txt:adoption in 3166) [ClassicSimilarity], result of:
            0.24324282 = score(doc=3166,freq=3.0), product of:
              0.28331256 = queryWeight, product of:
                3.4554608 = boost
                6.3448815 = idf(docFreq=211, maxDocs=44421)
                0.012922196 = queryNorm
              0.858567 = fieldWeight in 3166, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.3448815 = idf(docFreq=211, maxDocs=44421)
                0.078125 = fieldNorm(doc=3166)
          0.30690303 = weight(abstract_txt:adopters in 3166) [ClassicSimilarity], result of:
            0.30690303 = score(doc=3166,freq=1.0), product of:
              0.4334784 = queryWeight, product of:
                3.7015824 = boost
                9.06241 = idf(docFreq=13, maxDocs=44421)
                0.012922196 = queryNorm
              0.7080008 = fieldWeight in 3166, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.06241 = idf(docFreq=13, maxDocs=44421)
                0.078125 = fieldNorm(doc=3166)
          0.14948012 = weight(abstract_txt:technology in 3166) [ClassicSimilarity], result of:
            0.14948012 = score(doc=3166,freq=3.0), product of:
              0.25801092 = queryWeight, product of:
                4.663448 = boost
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.012922196 = queryNorm
              0.5793558 = fieldWeight in 3166, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.078125 = fieldNorm(doc=3166)
        0.24 = coord(6/25)
    
  2. Vishwanath, A.; Chen, H.: Personal communication technologies as an extension of the self : a cross-cultural comparison of people's associations with technology and their symbolic proximity with others (2008) 0.21
    0.21314602 = sum of:
      0.21314602 = product of:
        0.7612358 = sum of:
          0.11412414 = weight(abstract_txt:galileo in 3355) [ClassicSimilarity], result of:
            0.11412414 = score(doc=3355,freq=1.0), product of:
              0.15542156 = queryWeight, product of:
                1.279672 = boost
                9.398883 = idf(docFreq=9, maxDocs=44421)
                0.012922196 = queryNorm
              0.73428774 = fieldWeight in 3355, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.398883 = idf(docFreq=9, maxDocs=44421)
                0.078125 = fieldNorm(doc=3355)
          0.0334207 = weight(abstract_txt:differences in 3355) [ClassicSimilarity], result of:
            0.0334207 = score(doc=3355,freq=1.0), product of:
              0.0863535 = queryWeight, product of:
                1.3489568 = boost
                4.9538813 = idf(docFreq=851, maxDocs=44421)
                0.012922196 = queryNorm
              0.38702196 = fieldWeight in 3355, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9538813 = idf(docFreq=851, maxDocs=44421)
                0.078125 = fieldNorm(doc=3355)
          0.08234159 = weight(abstract_txt:relate in 3355) [ClassicSimilarity], result of:
            0.08234159 = score(doc=3355,freq=1.0), product of:
              0.15752484 = queryWeight, product of:
                1.8219337 = boost
                6.690832 = idf(docFreq=149, maxDocs=44421)
                0.012922196 = queryNorm
              0.5227213 = fieldWeight in 3355, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.690832 = idf(docFreq=149, maxDocs=44421)
                0.078125 = fieldNorm(doc=3355)
          0.09220091 = weight(abstract_txt:multidimensional in 3355) [ClassicSimilarity], result of:
            0.09220091 = score(doc=3355,freq=1.0), product of:
              0.16986075 = queryWeight, product of:
                1.891928 = boost
                6.9478774 = idf(docFreq=115, maxDocs=44421)
                0.012922196 = queryNorm
              0.54280293 = fieldWeight in 3355, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.9478774 = idf(docFreq=115, maxDocs=44421)
                0.078125 = fieldNorm(doc=3355)
          0.110080674 = weight(abstract_txt:scaling in 3355) [ClassicSimilarity], result of:
            0.110080674 = score(doc=3355,freq=1.0), product of:
              0.19116583 = queryWeight, product of:
                2.0070732 = boost
                7.370734 = idf(docFreq=75, maxDocs=44421)
                0.012922196 = queryNorm
              0.5758386 = fieldWeight in 3355, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.370734 = idf(docFreq=75, maxDocs=44421)
                0.078125 = fieldNorm(doc=3355)
          0.20701776 = weight(abstract_txt:technologies in 3355) [ClassicSimilarity], result of:
            0.20701776 = score(doc=3355,freq=6.0), product of:
              0.2175392 = queryWeight, product of:
                3.3852975 = boost
                4.972839 = idf(docFreq=835, maxDocs=44421)
                0.012922196 = queryNorm
              0.9516343 = fieldWeight in 3355, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.972839 = idf(docFreq=835, maxDocs=44421)
                0.078125 = fieldNorm(doc=3355)
          0.12205 = weight(abstract_txt:technology in 3355) [ClassicSimilarity], result of:
            0.12205 = score(doc=3355,freq=2.0), product of:
              0.25801092 = queryWeight, product of:
                4.663448 = boost
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.012922196 = queryNorm
              0.47304198 = fieldWeight in 3355, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.078125 = fieldNorm(doc=3355)
        0.28 = coord(7/25)
    
  3. Kim, D.; Chun, H.; Lee, H.: Determining the factors that influence college students' adoption of smartphones (2014) 0.18
    0.17703141 = sum of:
      0.17703141 = product of:
        0.88515705 = sum of:
          0.026736563 = weight(abstract_txt:differences in 2222) [ClassicSimilarity], result of:
            0.026736563 = score(doc=2222,freq=1.0), product of:
              0.0863535 = queryWeight, product of:
                1.3489568 = boost
                4.9538813 = idf(docFreq=851, maxDocs=44421)
                0.012922196 = queryNorm
              0.30961758 = fieldWeight in 2222, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9538813 = idf(docFreq=851, maxDocs=44421)
                0.0625 = fieldNorm(doc=2222)
          0.060325343 = weight(abstract_txt:innovation in 2222) [ClassicSimilarity], result of:
            0.060325343 = score(doc=2222,freq=1.0), product of:
              0.14855118 = queryWeight, product of:
                1.7692782 = boost
                6.497461 = idf(docFreq=181, maxDocs=44421)
                0.012922196 = queryNorm
              0.4060913 = fieldWeight in 2222, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.497461 = idf(docFreq=181, maxDocs=44421)
                0.0625 = fieldNorm(doc=2222)
          0.27519783 = weight(abstract_txt:adoption in 2222) [ClassicSimilarity], result of:
            0.27519783 = score(doc=2222,freq=6.0), product of:
              0.28331256 = queryWeight, product of:
                3.4554608 = boost
                6.3448815 = idf(docFreq=211, maxDocs=44421)
                0.012922196 = queryNorm
              0.9713577 = fieldWeight in 2222, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                6.3448815 = idf(docFreq=211, maxDocs=44421)
                0.0625 = fieldNorm(doc=2222)
          0.42525733 = weight(abstract_txt:adopters in 2222) [ClassicSimilarity], result of:
            0.42525733 = score(doc=2222,freq=3.0), product of:
              0.4334784 = queryWeight, product of:
                3.7015824 = boost
                9.06241 = idf(docFreq=13, maxDocs=44421)
                0.012922196 = queryNorm
              0.9810347 = fieldWeight in 2222, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                9.06241 = idf(docFreq=13, maxDocs=44421)
                0.0625 = fieldNorm(doc=2222)
          0.09764 = weight(abstract_txt:technology in 2222) [ClassicSimilarity], result of:
            0.09764 = score(doc=2222,freq=2.0), product of:
              0.25801092 = queryWeight, product of:
                4.663448 = boost
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.012922196 = queryNorm
              0.3784336 = fieldWeight in 2222, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.0625 = fieldNorm(doc=2222)
        0.2 = coord(5/25)
    
  4. Rijnsoever, F.J. Van; Castaldi, C.: Perceived technology clusters and ownership of related technologies : the case of consumer electronics (2009) 0.17
    0.1747073 = sum of:
      0.1747073 = product of:
        1.0919206 = sum of:
          0.17227826 = weight(abstract_txt:ownership in 3642) [ClassicSimilarity], result of:
            0.17227826 = score(doc=3642,freq=2.0), product of:
              0.20452507 = queryWeight, product of:
                2.076019 = boost
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.012922196 = queryNorm
              0.8423332 = fieldWeight in 3642, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.078125 = fieldNorm(doc=3642)
          0.08451464 = weight(abstract_txt:technologies in 3642) [ClassicSimilarity], result of:
            0.08451464 = score(doc=3642,freq=1.0), product of:
              0.2175392 = queryWeight, product of:
                3.3852975 = boost
                4.972839 = idf(docFreq=835, maxDocs=44421)
                0.012922196 = queryNorm
              0.38850304 = fieldWeight in 3642, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.972839 = idf(docFreq=835, maxDocs=44421)
                0.078125 = fieldNorm(doc=3642)
          0.14948012 = weight(abstract_txt:technology in 3642) [ClassicSimilarity], result of:
            0.14948012 = score(doc=3642,freq=3.0), product of:
              0.25801092 = queryWeight, product of:
                4.663448 = boost
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.012922196 = queryNorm
              0.5793558 = fieldWeight in 3642, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.078125 = fieldNorm(doc=3642)
          0.68564755 = weight(abstract_txt:clusters in 3642) [ClassicSimilarity], result of:
            0.68564755 = score(doc=3642,freq=9.0), product of:
              0.44870725 = queryWeight, product of:
                5.325989 = boost
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.012922196 = queryNorm
              1.5280509 = fieldWeight in 3642, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.078125 = fieldNorm(doc=3642)
        0.16 = coord(4/25)
    
  5. Vishwanath, A.: Impact of personality on technology adoption : an empirical model (2005) 0.17
    0.17267898 = sum of:
      0.17267898 = product of:
        0.86339486 = sum of:
          0.12796937 = weight(abstract_txt:innovation in 4676) [ClassicSimilarity], result of:
            0.12796937 = score(doc=4676,freq=2.0), product of:
              0.14855118 = queryWeight, product of:
                1.7692782 = boost
                6.497461 = idf(docFreq=181, maxDocs=44421)
                0.012922196 = queryNorm
              0.8614497 = fieldWeight in 4676, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.497461 = idf(docFreq=181, maxDocs=44421)
                0.09375 = fieldNorm(doc=4676)
          0.14618295 = weight(abstract_txt:ownership in 4676) [ClassicSimilarity], result of:
            0.14618295 = score(doc=4676,freq=1.0), product of:
              0.20452507 = queryWeight, product of:
                2.076019 = boost
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.012922196 = queryNorm
              0.71474344 = fieldWeight in 4676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.09375 = fieldNorm(doc=4676)
          0.16852356 = weight(abstract_txt:adoption in 4676) [ClassicSimilarity], result of:
            0.16852356 = score(doc=4676,freq=1.0), product of:
              0.28331256 = queryWeight, product of:
                3.4554608 = boost
                6.3448815 = idf(docFreq=211, maxDocs=44421)
                0.012922196 = queryNorm
              0.59483266 = fieldWeight in 4676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3448815 = idf(docFreq=211, maxDocs=44421)
                0.09375 = fieldNorm(doc=4676)
          0.14646 = weight(abstract_txt:technology in 4676) [ClassicSimilarity], result of:
            0.14646 = score(doc=4676,freq=2.0), product of:
              0.25801092 = queryWeight, product of:
                4.663448 = boost
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.012922196 = queryNorm
              0.5676504 = fieldWeight in 4676, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.2814875 = idf(docFreq=1668, maxDocs=44421)
                0.09375 = fieldNorm(doc=4676)
          0.274259 = weight(abstract_txt:clusters in 4676) [ClassicSimilarity], result of:
            0.274259 = score(doc=4676,freq=1.0), product of:
              0.44870725 = queryWeight, product of:
                5.325989 = boost
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.012922196 = queryNorm
              0.61122036 = fieldWeight in 4676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.09375 = fieldNorm(doc=4676)
        0.2 = coord(5/25)