Document (#43452)

Author
Miah, S.J.
Vu, H.Q.
Alahakoon, D.
Title
¬A social media analytics perspective for human-oriented smart city planning and management
Source
Journal of the Association for Information Science and Technology. 73(2022) no.1, S.119-135
Year
2022
Abstract
Understanding how people engage in daily activities within a region can provide valuable information for smart city planners and strategic partners to use to assist in their decision-making processes. Such insights may relate to economic activities, sustainable city design, environmental impacts, and responses to climate change, contributing to the improvement in the quality of human life. Considerable attention is recently directed towards smart city initiatives that benefit majority of people, rather than projects that cater to the political, architectural, or vanity needs of a minority. However, understanding citizen requirements, behaviors, and opinions is difficult, and requires the use of technology and appropriate information sources. While social-media big data have provided opportunities to develop evidence-based insights into human daily activities, effective analytical methods to harness these opportunities remain in development. We propose a new analytical method to provide a deeper understanding of citizen activities by constructing building blocks in their activity storylines, with analysis of these storylines providing evidence-based insights into their activities. Results demonstrate the usefulness of our method to smart city planners and strategic partners, providing invaluable insights to assist them in making decisions regarding sustainable smart city development.
Content
Vgl.: https://asistdl.onlinelibrary.wiley.com/doi/10.1002/asi.24550.

Similar documents (content)

  1. Pietruch-Reizes, D.: Smart cities and knowledge organization (2014) 0.29
    0.29493394 = sum of:
      0.29493394 = product of:
        1.2288915 = sum of:
          0.027429426 = weight(abstract_txt:social in 2461) [ClassicSimilarity], result of:
            0.027429426 = score(doc=2461,freq=3.0), product of:
              0.060283855 = queryWeight, product of:
                1.00008 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.014341389 = queryNorm
              0.4550045 = fieldWeight in 2461, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=2461)
          0.026553124 = weight(abstract_txt:making in 2461) [ClassicSimilarity], result of:
            0.026553124 = score(doc=2461,freq=1.0), product of:
              0.08508259 = queryWeight, product of:
                1.1881044 = boost
                4.9933834 = idf(docFreq=818, maxDocs=44421)
                0.014341389 = queryNorm
              0.31208646 = fieldWeight in 2461, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9933834 = idf(docFreq=818, maxDocs=44421)
                0.0625 = fieldNorm(doc=2461)
          0.032818228 = weight(abstract_txt:human in 2461) [ClassicSimilarity], result of:
            0.032818228 = score(doc=2461,freq=1.0), product of:
              0.11216847 = queryWeight, product of:
                1.6707646 = boost
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.014341389 = queryNorm
              0.2925798 = fieldWeight in 2461, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.0625 = fieldNorm(doc=2461)
          0.13547613 = weight(abstract_txt:sustainable in 2461) [ClassicSimilarity], result of:
            0.13547613 = score(doc=2461,freq=2.0), product of:
              0.20013766 = queryWeight, product of:
                1.8222109 = boost
                7.6584163 = idf(docFreq=56, maxDocs=44421)
                0.014341389 = queryNorm
              0.67691475 = fieldWeight in 2461, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.6584163 = idf(docFreq=56, maxDocs=44421)
                0.0625 = fieldNorm(doc=2461)
          0.5675181 = weight(abstract_txt:smart in 2461) [ClassicSimilarity], result of:
            0.5675181 = score(doc=2461,freq=6.0), product of:
              0.48941773 = queryWeight, product of:
                4.5055113 = boost
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.014341389 = queryNorm
              1.1595782 = fieldWeight in 2461, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.0625 = fieldNorm(doc=2461)
          0.43909648 = weight(abstract_txt:city in 2461) [ClassicSimilarity], result of:
            0.43909648 = score(doc=2461,freq=4.0), product of:
              0.5017538 = queryWeight, product of:
                4.997355 = boost
                7.000987 = idf(docFreq=109, maxDocs=44421)
                0.014341389 = queryNorm
              0.8751234 = fieldWeight in 2461, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                7.000987 = idf(docFreq=109, maxDocs=44421)
                0.0625 = fieldNorm(doc=2461)
        0.24 = coord(6/25)
    
  2. Marcus, R.S.: Computer and human understanding in intelligent retrieval assistance (1991) 0.15
    0.14891182 = sum of:
      0.14891182 = product of:
        0.74455905 = sum of:
          0.01753797 = weight(abstract_txt:their in 3693) [ClassicSimilarity], result of:
            0.01753797 = score(doc=3693,freq=1.0), product of:
              0.050865293 = queryWeight, product of:
                1.1250987 = boost
                3.1523883 = idf(docFreq=5161, maxDocs=44421)
                0.014341389 = queryNorm
              0.3447925 = fieldWeight in 3693, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1523883 = idf(docFreq=5161, maxDocs=44421)
                0.109375 = fieldNorm(doc=3693)
          0.044521984 = weight(abstract_txt:providing in 3693) [ClassicSimilarity], result of:
            0.044521984 = score(doc=3693,freq=1.0), product of:
              0.082690306 = queryWeight, product of:
                1.1712822 = boost
                4.922683 = idf(docFreq=878, maxDocs=44421)
                0.014341389 = queryNorm
              0.5384184 = fieldWeight in 3693, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.922683 = idf(docFreq=878, maxDocs=44421)
                0.109375 = fieldNorm(doc=3693)
          0.051667865 = weight(abstract_txt:understanding in 3693) [ClassicSimilarity], result of:
            0.051667865 = score(doc=3693,freq=1.0), product of:
              0.104531944 = queryWeight, product of:
                1.6128886 = boost
                4.5191154 = idf(docFreq=1315, maxDocs=44421)
                0.014341389 = queryNorm
              0.49427825 = fieldWeight in 3693, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5191154 = idf(docFreq=1315, maxDocs=44421)
                0.109375 = fieldNorm(doc=3693)
          0.057431895 = weight(abstract_txt:human in 3693) [ClassicSimilarity], result of:
            0.057431895 = score(doc=3693,freq=1.0), product of:
              0.11216847 = queryWeight, product of:
                1.6707646 = boost
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.014341389 = queryNorm
              0.5120146 = fieldWeight in 3693, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.109375 = fieldNorm(doc=3693)
          0.5733993 = weight(abstract_txt:smart in 3693) [ClassicSimilarity], result of:
            0.5733993 = score(doc=3693,freq=2.0), product of:
              0.48941773 = queryWeight, product of:
                4.5055113 = boost
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.014341389 = queryNorm
              1.1715949 = fieldWeight in 3693, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.109375 = fieldNorm(doc=3693)
        0.2 = coord(5/25)
    
  3. Mainka, A.: Smart world cities in the 21st century (2018) 0.12
    0.11560322 = sum of:
      0.11560322 = product of:
        0.9633602 = sum of:
          0.19841388 = weight(abstract_txt:planners in 516) [ClassicSimilarity], result of:
            0.19841388 = score(doc=516,freq=1.0), product of:
              0.28024527 = queryWeight, product of:
                2.1562712 = boost
                9.06241 = idf(docFreq=13, maxDocs=44421)
                0.014341389 = queryNorm
              0.7080008 = fieldWeight in 516, 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=516)
          0.2896104 = weight(abstract_txt:smart in 516) [ClassicSimilarity], result of:
            0.2896104 = score(doc=516,freq=1.0), product of:
              0.48941773 = queryWeight, product of:
                4.5055113 = boost
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.014341389 = queryNorm
              0.5917448 = fieldWeight in 516, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.078125 = fieldNorm(doc=516)
          0.4753359 = weight(abstract_txt:city in 516) [ClassicSimilarity], result of:
            0.4753359 = score(doc=516,freq=3.0), product of:
              0.5017538 = queryWeight, product of:
                4.997355 = boost
                7.000987 = idf(docFreq=109, maxDocs=44421)
                0.014341389 = queryNorm
              0.94734883 = fieldWeight in 516, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.000987 = idf(docFreq=109, maxDocs=44421)
                0.078125 = fieldNorm(doc=516)
        0.12 = coord(3/25)
    
  4. Mann, M.; Mitchell, P.; Foth, M.; Anastasiu, I.: #BlockSidewalk to Barcelona : technological sovereignty and the social license to operate smart cities (2020) 0.10
    0.102747455 = sum of:
      0.102747455 = product of:
        0.8562288 = sum of:
          0.015836386 = weight(abstract_txt:social in 935) [ClassicSimilarity], result of:
            0.015836386 = score(doc=935,freq=1.0), product of:
              0.060283855 = queryWeight, product of:
                1.00008 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.014341389 = queryNorm
              0.26269698 = fieldWeight in 935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=935)
          0.40129593 = weight(abstract_txt:smart in 935) [ClassicSimilarity], result of:
            0.40129593 = score(doc=935,freq=3.0), product of:
              0.48941773 = queryWeight, product of:
                4.5055113 = boost
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.014341389 = queryNorm
              0.81994563 = fieldWeight in 935, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.0625 = fieldNorm(doc=935)
          0.43909648 = weight(abstract_txt:city in 935) [ClassicSimilarity], result of:
            0.43909648 = score(doc=935,freq=4.0), product of:
              0.5017538 = queryWeight, product of:
                4.997355 = boost
                7.000987 = idf(docFreq=109, maxDocs=44421)
                0.014341389 = queryNorm
              0.8751234 = fieldWeight in 935, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                7.000987 = idf(docFreq=109, maxDocs=44421)
                0.0625 = fieldNorm(doc=935)
        0.12 = coord(3/25)
    
  5. Rieks, A.R.; Dedrick, J.; Stanton, J.: Risks, benefits, and control of information : two studies of smart electric meter privacy (2020) 0.10
    0.095472164 = sum of:
      0.095472164 = product of:
        0.596701 = sum of:
          0.017358089 = weight(abstract_txt:their in 937) [ClassicSimilarity], result of:
            0.017358089 = score(doc=937,freq=3.0), product of:
              0.050865293 = queryWeight, product of:
                1.1250987 = boost
                3.1523883 = idf(docFreq=5161, maxDocs=44421)
                0.014341389 = queryNorm
              0.34125605 = fieldWeight in 937, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.1523883 = idf(docFreq=5161, maxDocs=44421)
                0.0625 = fieldNorm(doc=937)
          0.025441134 = weight(abstract_txt:providing in 937) [ClassicSimilarity], result of:
            0.025441134 = score(doc=937,freq=1.0), product of:
              0.082690306 = queryWeight, product of:
                1.1712822 = boost
                4.922683 = idf(docFreq=878, maxDocs=44421)
                0.014341389 = queryNorm
              0.30766767 = fieldWeight in 937, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.922683 = idf(docFreq=878, maxDocs=44421)
                0.0625 = fieldNorm(doc=937)
          0.090525165 = weight(abstract_txt:insights in 937) [ClassicSimilarity], result of:
            0.090525165 = score(doc=937,freq=1.0), product of:
              0.24282114 = queryWeight, product of:
                2.8385234 = boost
                5.9648952 = idf(docFreq=309, maxDocs=44421)
                0.014341389 = queryNorm
              0.37280595 = fieldWeight in 937, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.9648952 = idf(docFreq=309, maxDocs=44421)
                0.0625 = fieldNorm(doc=937)
          0.4633766 = weight(abstract_txt:smart in 937) [ClassicSimilarity], result of:
            0.4633766 = score(doc=937,freq=4.0), product of:
              0.48941773 = queryWeight, product of:
                4.5055113 = boost
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.014341389 = queryNorm
              0.94679165 = fieldWeight in 937, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                7.574333 = idf(docFreq=61, maxDocs=44421)
                0.0625 = fieldNorm(doc=937)
        0.16 = coord(4/25)