Document (#39636)

Author
Bhattacharya, S.
Yang, C.
Srinivasan, P.
Boynton, B.
Title
Perceptions of presidential candidates' personalities in twitter
Source
Journal of the Association for Information Science and Technology. 67(2016) no.2, S.249-267
Year
2016
Abstract
Political sentiment analysis using social media, especially Twitter, has attracted wide interest in recent years. In such research, opinions about politicians are typically divided into positive, negative, or neutral. In our research, the goal is to mine political opinion from social media at a higher resolution by assessing statements of opinion related to the personality traits of politicians; this is an angle that has not yet been considered in social media research. A second goal is to contribute a novel retrieval-based approach for tracking public perception of personality using Gough and Heilbrun's Adjective Check List (ACL) of 110 terms describing key traits. This is in contrast to the typical lexical and machine-learning approaches used in sentiment analysis. High-precision search templates developed from the ACL were run on an 18-month span of Twitter posts mentioning Obama and Romney and these retrieved more than half a million tweets. For example, the results indicated that Romney was perceived as more of an achiever and Obama was perceived as somewhat more friendly. The traits were also aggregated into 14 broad personality dimensions. For example, Obama rated far higher than Romney on the Moderation dimension and lower on the Machiavellianism dimension. The temporal variability of such perceptions was explored.
Content
Vgl.: http://onlinelibrary.wiley.com/doi/10.1002/asi.23377/abstract.
Theme
Internet
Field
Politikwissenschaft
Object
Twitter

Similar documents (author)

  1. Srinivasan, P.: Expert interface to Library of Congress Subject Headings (1990/91) 2.23
    2.231088 = sum of:
      2.231088 = product of:
        4.462176 = sum of:
          4.462176 = weight(author_txt:srinivasan in 2208) [ClassicSimilarity], result of:
            4.462176 = score(doc=2208,freq=1.0), product of:
              0.8247114 = queryWeight, product of:
                1.207575 = boost
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.078890234 = queryNorm
              5.4105906 = fieldWeight in 2208, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.625 = fieldNorm(doc=2208)
        0.5 = coord(1/2)
    
  2. Srinivasan, P.: Query expansion and MEDLINE (1996) 2.23
    2.231088 = sum of:
      2.231088 = product of:
        4.462176 = sum of:
          4.462176 = weight(author_txt:srinivasan in 67) [ClassicSimilarity], result of:
            4.462176 = score(doc=67,freq=1.0), product of:
              0.8247114 = queryWeight, product of:
                1.207575 = boost
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.078890234 = queryNorm
              5.4105906 = fieldWeight in 67, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.625 = fieldNorm(doc=67)
        0.5 = coord(1/2)
    
  3. Srinivasan, P.: Intelligent information retrieval using rough set approximations (1989) 2.23
    2.231088 = sum of:
      2.231088 = product of:
        4.462176 = sum of:
          4.462176 = weight(author_txt:srinivasan in 2594) [ClassicSimilarity], result of:
            4.462176 = score(doc=2594,freq=1.0), product of:
              0.8247114 = queryWeight, product of:
                1.207575 = boost
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.078890234 = queryNorm
              5.4105906 = fieldWeight in 2594, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.625 = fieldNorm(doc=2594)
        0.5 = coord(1/2)
    
  4. Srinivasan, P.: On generalizing the Two-Poisson Model (1990) 2.23
    2.231088 = sum of:
      2.231088 = product of:
        4.462176 = sum of:
          4.462176 = weight(author_txt:srinivasan in 2948) [ClassicSimilarity], result of:
            4.462176 = score(doc=2948,freq=1.0), product of:
              0.8247114 = queryWeight, product of:
                1.207575 = boost
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.078890234 = queryNorm
              5.4105906 = fieldWeight in 2948, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.625 = fieldNorm(doc=2948)
        0.5 = coord(1/2)
    
  5. Srinivasan, P.: Optimal document-indexing vocabulary for MEDLINE (1996) 2.23
    2.231088 = sum of:
      2.231088 = product of:
        4.462176 = sum of:
          4.462176 = weight(author_txt:srinivasan in 6702) [ClassicSimilarity], result of:
            4.462176 = score(doc=6702,freq=1.0), product of:
              0.8247114 = queryWeight, product of:
                1.207575 = boost
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.078890234 = queryNorm
              5.4105906 = fieldWeight in 6702, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.656945 = idf(docFreq=20, maxDocs=44421)
                0.625 = fieldNorm(doc=6702)
        0.5 = coord(1/2)
    

Similar documents (content)

  1. Bronstein, J.; Gazit, T.; Perez, O.; Bar-Ilan, J.; Aharony, N.; Amichai-Hamburger, Y.: ¬An examination of the factors contributing to participation in online social platforms (2016) 0.17
    0.17039497 = sum of:
      0.17039497 = product of:
        0.70997906 = sum of:
          0.034267392 = weight(abstract_txt:higher in 4364) [ClassicSimilarity], result of:
            0.034267392 = score(doc=4364,freq=1.0), product of:
              0.102100894 = queryWeight, product of:
                1.2990572 = boost
                5.3699656 = idf(docFreq=561, maxDocs=44421)
                0.014636248 = queryNorm
              0.33562285 = fieldWeight in 4364, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.3699656 = idf(docFreq=561, maxDocs=44421)
                0.0625 = fieldNorm(doc=4364)
          0.07274293 = weight(abstract_txt:political in 4364) [ClassicSimilarity], result of:
            0.07274293 = score(doc=4364,freq=2.0), product of:
              0.13385236 = queryWeight, product of:
                1.4873958 = boost
                6.148508 = idf(docFreq=257, maxDocs=44421)
                0.014636248 = queryNorm
              0.54345644 = fieldWeight in 4364, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.148508 = idf(docFreq=257, maxDocs=44421)
                0.0625 = fieldNorm(doc=4364)
          0.06521268 = weight(abstract_txt:social in 4364) [ClassicSimilarity], result of:
            0.06521268 = score(doc=4364,freq=7.0), product of:
              0.09382703 = queryWeight, product of:
                1.5251871 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.014636248 = queryNorm
              0.69503087 = fieldWeight in 4364, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=4364)
          0.04341522 = weight(abstract_txt:media in 4364) [ClassicSimilarity], result of:
            0.04341522 = score(doc=4364,freq=1.0), product of:
              0.13684657 = queryWeight, product of:
                1.8419427 = boost
                5.076075 = idf(docFreq=753, maxDocs=44421)
                0.014636248 = queryNorm
              0.3172547 = fieldWeight in 4364, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.076075 = idf(docFreq=753, maxDocs=44421)
                0.0625 = fieldNorm(doc=4364)
          0.22906822 = weight(abstract_txt:personality in 4364) [ClassicSimilarity], result of:
            0.22906822 = score(doc=4364,freq=2.0), product of:
              0.32918432 = queryWeight, product of:
                2.8567927 = boost
                7.872826 = idf(docFreq=45, maxDocs=44421)
                0.014636248 = queryNorm
              0.6958661 = fieldWeight in 4364, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.872826 = idf(docFreq=45, maxDocs=44421)
                0.0625 = fieldNorm(doc=4364)
          0.26527262 = weight(abstract_txt:traits in 4364) [ClassicSimilarity], result of:
            0.26527262 = score(doc=4364,freq=2.0), product of:
              0.3630147 = queryWeight, product of:
                3.0 = boost
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.014636248 = queryNorm
              0.73074895 = fieldWeight in 4364, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.0625 = fieldNorm(doc=4364)
        0.24 = coord(6/25)
    
  2. Gruda, D.; Karanatsiou, D.; Mendhekar, K.; Golbeck, J.; Vakali, A.: I alone can fix it : examining interactions between narcissistic leaders and anxious followers on Twitter using a machine learning approach (2021) 0.16
    0.16130006 = sum of:
      0.16130006 = product of:
        0.6720836 = sum of:
          0.0130875 = weight(abstract_txt:research in 1409) [ClassicSimilarity], result of:
            0.0130875 = score(doc=1409,freq=1.0), product of:
              0.053019673 = queryWeight, product of:
                1.1465095 = boost
                3.159582 = idf(docFreq=5124, maxDocs=44421)
                0.014636248 = queryNorm
              0.24684234 = fieldWeight in 1409, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.159582 = idf(docFreq=5124, maxDocs=44421)
                0.078125 = fieldNorm(doc=1409)
          0.022986582 = weight(abstract_txt:more in 1409) [ClassicSimilarity], result of:
            0.022986582 = score(doc=1409,freq=2.0), product of:
              0.061259322 = queryWeight, product of:
                1.2323817 = boost
                3.3962307 = idf(docFreq=4044, maxDocs=44421)
                0.014636248 = queryNorm
              0.375234 = fieldWeight in 1409, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3962307 = idf(docFreq=4044, maxDocs=44421)
                0.078125 = fieldNorm(doc=1409)
          0.062427104 = weight(abstract_txt:perceived in 1409) [ClassicSimilarity], result of:
            0.062427104 = score(doc=1409,freq=1.0), product of:
              0.13124546 = queryWeight, product of:
                1.4728403 = boost
                6.0883393 = idf(docFreq=273, maxDocs=44421)
                0.014636248 = queryNorm
              0.4756515 = fieldWeight in 1409, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.0883393 = idf(docFreq=273, maxDocs=44421)
                0.078125 = fieldNorm(doc=1409)
          0.13664277 = weight(abstract_txt:twitter in 1409) [ClassicSimilarity], result of:
            0.13664277 = score(doc=1409,freq=1.0), product of:
              0.25327384 = queryWeight, product of:
                2.5058455 = boost
                6.905677 = idf(docFreq=120, maxDocs=44421)
                0.014636248 = queryNorm
              0.539506 = fieldWeight in 1409, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.905677 = idf(docFreq=120, maxDocs=44421)
                0.078125 = fieldNorm(doc=1409)
          0.20246962 = weight(abstract_txt:personality in 1409) [ClassicSimilarity], result of:
            0.20246962 = score(doc=1409,freq=1.0), product of:
              0.32918432 = queryWeight, product of:
                2.8567927 = boost
                7.872826 = idf(docFreq=45, maxDocs=44421)
                0.014636248 = queryNorm
              0.61506456 = fieldWeight in 1409, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.872826 = idf(docFreq=45, maxDocs=44421)
                0.078125 = fieldNorm(doc=1409)
          0.23447007 = weight(abstract_txt:traits in 1409) [ClassicSimilarity], result of:
            0.23447007 = score(doc=1409,freq=1.0), product of:
              0.3630147 = queryWeight, product of:
                3.0 = boost
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.014636248 = queryNorm
              0.6458969 = fieldWeight in 1409, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.078125 = fieldNorm(doc=1409)
        0.24 = coord(6/25)
    
  3. Chung, W.; Zeng, D.: Social-media-based public policy informatics : sentiment and network analyses of U.S. immigration and border security (2016) 0.16
    0.16049096 = sum of:
      0.16049096 = product of:
        0.6687124 = sum of:
          0.01047 = weight(abstract_txt:research in 4969) [ClassicSimilarity], result of:
            0.01047 = score(doc=4969,freq=1.0), product of:
              0.053019673 = queryWeight, product of:
                1.1465095 = boost
                3.159582 = idf(docFreq=5124, maxDocs=44421)
                0.014636248 = queryNorm
              0.19747387 = fieldWeight in 4969, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.159582 = idf(docFreq=5124, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.049296156 = weight(abstract_txt:social in 4969) [ClassicSimilarity], result of:
            0.049296156 = score(doc=4969,freq=4.0), product of:
              0.09382703 = queryWeight, product of:
                1.5251871 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.014636248 = queryNorm
              0.52539396 = fieldWeight in 4969, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.10161311 = weight(abstract_txt:opinion in 4969) [ClassicSimilarity], result of:
            0.10161311 = score(doc=4969,freq=2.0), product of:
              0.16726254 = queryWeight, product of:
                1.662696 = boost
                6.8731537 = idf(docFreq=124, maxDocs=44421)
                0.014636248 = queryNorm
              0.6075067 = fieldWeight in 4969, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.8731537 = idf(docFreq=124, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.23116492 = weight(abstract_txt:sentiment in 4969) [ClassicSimilarity], result of:
            0.23116492 = score(doc=4969,freq=6.0), product of:
              0.20060405 = queryWeight, product of:
                1.8208885 = boost
                7.5270805 = idf(docFreq=64, maxDocs=44421)
                0.014636248 = queryNorm
              1.1523442 = fieldWeight in 4969, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                7.5270805 = idf(docFreq=64, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.08683044 = weight(abstract_txt:media in 4969) [ClassicSimilarity], result of:
            0.08683044 = score(doc=4969,freq=4.0), product of:
              0.13684657 = queryWeight, product of:
                1.8419427 = boost
                5.076075 = idf(docFreq=753, maxDocs=44421)
                0.014636248 = queryNorm
              0.6345094 = fieldWeight in 4969, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.076075 = idf(docFreq=753, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.18933776 = weight(abstract_txt:twitter in 4969) [ClassicSimilarity], result of:
            0.18933776 = score(doc=4969,freq=3.0), product of:
              0.25327384 = queryWeight, product of:
                2.5058455 = boost
                6.905677 = idf(docFreq=120, maxDocs=44421)
                0.014636248 = queryNorm
              0.74756145 = fieldWeight in 4969, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.905677 = idf(docFreq=120, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
        0.24 = coord(6/25)
    
  4. Kriesberg, A.; Acker, A.: ¬The second US presidential social media transition : how private platforms impact the digital preservation of public records (2022) 0.16
    0.1579711 = sum of:
      0.1579711 = product of:
        0.7898555 = sum of:
          0.1393963 = weight(abstract_txt:presidential in 1752) [ClassicSimilarity], result of:
            0.1393963 = score(doc=1752,freq=2.0), product of:
              0.16390404 = queryWeight, product of:
                1.1638402 = boost
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.014636248 = queryNorm
              0.850475 = fieldWeight in 1752, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.0625 = fieldNorm(doc=1752)
          0.049296156 = weight(abstract_txt:social in 1752) [ClassicSimilarity], result of:
            0.049296156 = score(doc=1752,freq=4.0), product of:
              0.09382703 = queryWeight, product of:
                1.5251871 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.014636248 = queryNorm
              0.52539396 = fieldWeight in 1752, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=1752)
          0.08683044 = weight(abstract_txt:media in 1752) [ClassicSimilarity], result of:
            0.08683044 = score(doc=1752,freq=4.0), product of:
              0.13684657 = queryWeight, product of:
                1.8419427 = boost
                5.076075 = idf(docFreq=753, maxDocs=44421)
                0.014636248 = queryNorm
              0.6345094 = fieldWeight in 1752, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.076075 = idf(docFreq=753, maxDocs=44421)
                0.0625 = fieldNorm(doc=1752)
          0.21862842 = weight(abstract_txt:twitter in 1752) [ClassicSimilarity], result of:
            0.21862842 = score(doc=1752,freq=4.0), product of:
              0.25327384 = queryWeight, product of:
                2.5058455 = boost
                6.905677 = idf(docFreq=120, maxDocs=44421)
                0.014636248 = queryNorm
              0.8632096 = fieldWeight in 1752, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                6.905677 = idf(docFreq=120, maxDocs=44421)
                0.0625 = fieldNorm(doc=1752)
          0.29570422 = weight(abstract_txt:obama in 1752) [ClassicSimilarity], result of:
            0.29570422 = score(doc=1752,freq=1.0), product of:
              0.49171215 = queryWeight, product of:
                3.4915206 = boost
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.014636248 = queryNorm
              0.60137665 = fieldWeight in 1752, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.622026 = idf(docFreq=7, maxDocs=44421)
                0.0625 = fieldNorm(doc=1752)
        0.2 = coord(5/25)
    
  5. Williamson, J.M.; Pemberton, A.E.; Lounsbury, J.W.: Personality traits of individuals in different specialties of librarianship (2008) 0.10
    0.10452362 = sum of:
      0.10452362 = product of:
        0.8710302 = sum of:
          0.014806816 = weight(abstract_txt:research in 2739) [ClassicSimilarity], result of:
            0.014806816 = score(doc=2739,freq=2.0), product of:
              0.053019673 = queryWeight, product of:
                1.1465095 = boost
                3.159582 = idf(docFreq=5124, maxDocs=44421)
                0.014636248 = queryNorm
              0.27927023 = fieldWeight in 2739, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.159582 = idf(docFreq=5124, maxDocs=44421)
                0.0625 = fieldNorm(doc=2739)
          0.39675778 = weight(abstract_txt:personality in 2739) [ClassicSimilarity], result of:
            0.39675778 = score(doc=2739,freq=6.0), product of:
              0.32918432 = queryWeight, product of:
                2.8567927 = boost
                7.872826 = idf(docFreq=45, maxDocs=44421)
                0.014636248 = queryNorm
              1.2052754 = fieldWeight in 2739, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                7.872826 = idf(docFreq=45, maxDocs=44421)
                0.0625 = fieldNorm(doc=2739)
          0.45946565 = weight(abstract_txt:traits in 2739) [ClassicSimilarity], result of:
            0.45946565 = score(doc=2739,freq=6.0), product of:
              0.3630147 = queryWeight, product of:
                3.0 = boost
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.014636248 = queryNorm
              1.2656944 = fieldWeight in 2739, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.0625 = fieldNorm(doc=2739)
        0.12 = coord(3/25)