Document (#41684)

Author

Mukta, M.S.H.
Eunus, M.
Mahmud, A.J..

Title

Temporal modeling of basic human values from social network usage

Source

Journal of the Association for Information Science and Technology. 70(2019) no.2, S.151-163

Year

2019

Abstract

Basic human values represent what we think are important to our lives that include security, independence, success, kindness, and pleasure. Each of us holds different values with different degrees of importance. Existing studies show that values of a person can be identified from their social network usage. However, the value priority of a person may change over time due to different factors such as time, event, influence, social structure, and technology. In this research, we are the first to investigate whether the change of value priorities can be identified from social network usage. We propose a weighted hybrid time-series-based model to capture the change of values of a social network user. We conducted an experimental study with 726 Facebook users and showed that our model accurately captures the value priority changes from the social network usage and achieves significantly higher accuracy than our baseline hidden Markov model-based technique. We also validated the change of a user's value priorities in real life using a questionnaire-based technique.

Content

Vgl.: https://onlinelibrary.wiley.com/doi/10.1002/asi.24099.

Theme

Internet

Similar documents (content)

1. Xu, C.; Ma, B.; Chen, X.; Ma, F.: Social tagging in the scholarly world (2013) 0.17

   0.16823393 = sum of:
     0.16823393 = product of:
       0.60083544 = sum of:
         0.03162563 = weight(abstract_txt:human in 1091) [ClassicSimilarity], result of:
           0.03162563 = score(doc=1091,freq=1.0), product of:
             0.107845165 = queryWeight, product of:
               1.2549865 = boost
               4.692005 = idf(docFreq=1101, maxDocs=44218)
               0.01831484 = queryNorm
             0.29325032 = fieldWeight in 1091, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.692005 = idf(docFreq=1101, maxDocs=44218)
               0.0625 = fieldNorm(doc=1091)
         0.02261806 = weight(abstract_txt:different in 1091) [ClassicSimilarity], result of:
           0.02261806 = score(doc=1091,freq=1.0), product of:
             0.09872835 = queryWeight, product of:
               1.4706364 = boost
               3.6655018 = idf(docFreq=3075, maxDocs=44218)
               0.01831484 = queryNorm
             0.22909386 = fieldWeight in 1091, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.6655018 = idf(docFreq=3075, maxDocs=44218)
               0.0625 = fieldNorm(doc=1091)
         0.018283846 = weight(abstract_txt:from in 1091) [ClassicSimilarity], result of:
           0.018283846 = score(doc=1091,freq=2.0), product of:
             0.0748433 = queryWeight, product of:
               1.4785302 = boost
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.01831484 = queryNorm
             0.24429502 = fieldWeight in 1091, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.0625 = fieldNorm(doc=1091)
         0.053477064 = weight(abstract_txt:technique in 1091) [ClassicSimilarity], result of:
           0.053477064 = score(doc=1091,freq=1.0), product of:
             0.15306866 = queryWeight, product of:
               1.49514 = boost
               5.5898643 = idf(docFreq=448, maxDocs=44218)
               0.01831484 = queryNorm
             0.34936652 = fieldWeight in 1091, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5898643 = idf(docFreq=448, maxDocs=44218)
               0.0625 = fieldNorm(doc=1091)
         0.110000946 = weight(abstract_txt:usage in 1091) [ClassicSimilarity], result of:
           0.110000946 = score(doc=1091,freq=1.0), product of:
             0.31192404 = queryWeight, product of:
               3.0184093 = boost
               5.642448 = idf(docFreq=425, maxDocs=44218)
               0.01831484 = queryNorm
             0.352653 = fieldWeight in 1091, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.642448 = idf(docFreq=425, maxDocs=44218)
               0.0625 = fieldNorm(doc=1091)
         0.10699523 = weight(abstract_txt:network in 1091) [ClassicSimilarity], result of:
           0.10699523 = score(doc=1091,freq=2.0), product of:
             0.26181078 = queryWeight, product of:
               3.0917366 = boost
               4.6236176 = idf(docFreq=1179, maxDocs=44218)
               0.01831484 = queryNorm
             0.4086739 = fieldWeight in 1091, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.6236176 = idf(docFreq=1179, maxDocs=44218)
               0.0625 = fieldNorm(doc=1091)
         0.25783467 = weight(abstract_txt:social in 1091) [ClassicSimilarity], result of:
           0.25783467 = score(doc=1091,freq=14.0), product of:
             0.2614166 = queryWeight, product of:
               3.3842773 = boost
               4.2175875 = idf(docFreq=1770, maxDocs=44218)
               0.01831484 = queryNorm
             0.98629797 = fieldWeight in 1091, product of:
               3.7416575 = tf(freq=14.0), with freq of:
                 14.0 = termFreq=14.0
               4.2175875 = idf(docFreq=1770, maxDocs=44218)
               0.0625 = fieldNorm(doc=1091)
       0.28 = coord(7/25)
   

2. Yuan, Y.C.; Rickard, L.N.; Xia, L.; Scherer, C.: ¬The interplay between interpersonal and electronic resources in knowledge seeking among co-located and distributed employees (2011) 0.16

   0.16181225 = sum of:
     0.16181225 = product of:
       0.5056633 = sum of:
         0.06400029 = weight(abstract_txt:validated in 4354) [ClassicSimilarity], result of:
           0.06400029 = score(doc=4354,freq=1.0), product of:
             0.136947 = queryWeight, product of:
               7.4773793 = idf(docFreq=67, maxDocs=44218)
               0.01831484 = queryNorm
             0.4673362 = fieldWeight in 4354, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.4773793 = idf(docFreq=67, maxDocs=44218)
               0.0625 = fieldNorm(doc=4354)
         0.03162563 = weight(abstract_txt:human in 4354) [ClassicSimilarity], result of:
           0.03162563 = score(doc=4354,freq=1.0), product of:
             0.107845165 = queryWeight, product of:
               1.2549865 = boost
               4.692005 = idf(docFreq=1101, maxDocs=44218)
               0.01831484 = queryNorm
             0.29325032 = fieldWeight in 4354, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.692005 = idf(docFreq=1101, maxDocs=44218)
               0.0625 = fieldNorm(doc=4354)
         0.02261806 = weight(abstract_txt:different in 4354) [ClassicSimilarity], result of:
           0.02261806 = score(doc=4354,freq=1.0), product of:
             0.09872835 = queryWeight, product of:
               1.4706364 = boost
               3.6655018 = idf(docFreq=3075, maxDocs=44218)
               0.01831484 = queryNorm
             0.22909386 = fieldWeight in 4354, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.6655018 = idf(docFreq=3075, maxDocs=44218)
               0.0625 = fieldNorm(doc=4354)
         0.018283846 = weight(abstract_txt:from in 4354) [ClassicSimilarity], result of:
           0.018283846 = score(doc=4354,freq=2.0), product of:
             0.0748433 = queryWeight, product of:
               1.4785302 = boost
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.01831484 = queryNorm
             0.24429502 = fieldWeight in 4354, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.0625 = fieldNorm(doc=4354)
         0.03278501 = weight(abstract_txt:time in 4354) [ClassicSimilarity], result of:
           0.03278501 = score(doc=4354,freq=1.0), product of:
             0.12645088 = queryWeight, product of:
               1.6643524 = boost
               4.148331 = idf(docFreq=1897, maxDocs=44218)
               0.01831484 = queryNorm
             0.2592707 = fieldWeight in 4354, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.148331 = idf(docFreq=1897, maxDocs=44218)
               0.0625 = fieldNorm(doc=4354)
         0.110000946 = weight(abstract_txt:usage in 4354) [ClassicSimilarity], result of:
           0.110000946 = score(doc=4354,freq=1.0), product of:
             0.31192404 = queryWeight, product of:
               3.0184093 = boost
               5.642448 = idf(docFreq=425, maxDocs=44218)
               0.01831484 = queryNorm
             0.352653 = fieldWeight in 4354, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.642448 = idf(docFreq=425, maxDocs=44218)
               0.0625 = fieldNorm(doc=4354)
         0.10699523 = weight(abstract_txt:network in 4354) [ClassicSimilarity], result of:
           0.10699523 = score(doc=4354,freq=2.0), product of:
             0.26181078 = queryWeight, product of:
               3.0917366 = boost
               4.6236176 = idf(docFreq=1179, maxDocs=44218)
               0.01831484 = queryNorm
             0.4086739 = fieldWeight in 4354, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.6236176 = idf(docFreq=1179, maxDocs=44218)
               0.0625 = fieldNorm(doc=4354)
         0.119354255 = weight(abstract_txt:social in 4354) [ClassicSimilarity], result of:
           0.119354255 = score(doc=4354,freq=3.0), product of:
             0.2614166 = queryWeight, product of:
               3.3842773 = boost
               4.2175875 = idf(docFreq=1770, maxDocs=44218)
               0.01831484 = queryNorm
             0.45656723 = fieldWeight in 4354, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.2175875 = idf(docFreq=1770, maxDocs=44218)
               0.0625 = fieldNorm(doc=4354)
       0.32 = coord(8/25)
   

3. Zhou, Q.; Lee, C.S.; Sin, S.-C.J.; Lin, S.; Hu, H.; Ismail, M.F.F. Bin: Understanding the use of YouTube as a learning resource : a social cognitive perspective (2020) 0.15

   0.14985876 = sum of:
     0.14985876 = product of:
       0.53520983 = sum of:
         0.03642138 = weight(abstract_txt:identified in 174) [ClassicSimilarity], result of:
           0.03642138 = score(doc=174,freq=1.0), product of:
             0.11848922 = queryWeight, product of:
               1.3154615 = boost
               4.9181023 = idf(docFreq=878, maxDocs=44218)
               0.01831484 = queryNorm
             0.3073814 = fieldWeight in 174, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.9181023 = idf(docFreq=878, maxDocs=44218)
               0.0625 = fieldNorm(doc=174)
         0.018283846 = weight(abstract_txt:from in 174) [ClassicSimilarity], result of:
           0.018283846 = score(doc=174,freq=2.0), product of:
             0.0748433 = queryWeight, product of:
               1.4785302 = boost
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.01831484 = queryNorm
             0.24429502 = fieldWeight in 174, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.0625 = fieldNorm(doc=174)
         0.04113944 = weight(abstract_txt:model in 174) [ClassicSimilarity], result of:
           0.04113944 = score(doc=174,freq=2.0), product of:
             0.116761744 = queryWeight, product of:
               1.5993173 = boost
               3.986234 = idf(docFreq=2231, maxDocs=44218)
               0.01831484 = queryNorm
             0.35233662 = fieldWeight in 174, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.986234 = idf(docFreq=2231, maxDocs=44218)
               0.0625 = fieldNorm(doc=174)
         0.13516182 = weight(abstract_txt:person in 174) [ClassicSimilarity], result of:
           0.13516182 = score(doc=174,freq=3.0), product of:
             0.19692619 = queryWeight, product of:
               1.6958618 = boost
               6.340301 = idf(docFreq=211, maxDocs=44218)
               0.01831484 = queryNorm
             0.68635774 = fieldWeight in 174, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               6.340301 = idf(docFreq=211, maxDocs=44218)
               0.0625 = fieldNorm(doc=174)
         0.051186167 = weight(abstract_txt:value in 174) [ClassicSimilarity], result of:
           0.051186167 = score(doc=174,freq=1.0), product of:
             0.18730655 = queryWeight, product of:
               2.339 = boost
               4.3723974 = idf(docFreq=1516, maxDocs=44218)
               0.01831484 = queryNorm
             0.27327484 = fieldWeight in 174, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.3723974 = idf(docFreq=1516, maxDocs=44218)
               0.0625 = fieldNorm(doc=174)
         0.15556483 = weight(abstract_txt:usage in 174) [ClassicSimilarity], result of:
           0.15556483 = score(doc=174,freq=2.0), product of:
             0.31192404 = queryWeight, product of:
               3.0184093 = boost
               5.642448 = idf(docFreq=425, maxDocs=44218)
               0.01831484 = queryNorm
             0.49872664 = fieldWeight in 174, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.642448 = idf(docFreq=425, maxDocs=44218)
               0.0625 = fieldNorm(doc=174)
         0.09745234 = weight(abstract_txt:social in 174) [ClassicSimilarity], result of:
           0.09745234 = score(doc=174,freq=2.0), product of:
             0.2614166 = queryWeight, product of:
               3.3842773 = boost
               4.2175875 = idf(docFreq=1770, maxDocs=44218)
               0.01831484 = queryNorm
             0.37278557 = fieldWeight in 174, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.2175875 = idf(docFreq=1770, maxDocs=44218)
               0.0625 = fieldNorm(doc=174)
       0.28 = coord(7/25)
   

4. Intner, S.S.: Struggling toward retrieval : alternatives to standard operating procedures can help librarians and the public (2003) 0.15

   0.14973783 = sum of:
     0.14973783 = product of:
       0.6239077 = sum of:
         0.039532036 = weight(abstract_txt:human in 5507) [ClassicSimilarity], result of:
           0.039532036 = score(doc=5507,freq=1.0), product of:
             0.107845165 = queryWeight, product of:
               1.2549865 = boost
               4.692005 = idf(docFreq=1101, maxDocs=44218)
               0.01831484 = queryNorm
             0.3665629 = fieldWeight in 5507, 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=5507)
         0.01616079 = weight(abstract_txt:from in 5507) [ClassicSimilarity], result of:
           0.01616079 = score(doc=5507,freq=1.0), product of:
             0.0748433 = queryWeight, product of:
               1.4785302 = boost
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.01831484 = queryNorm
             0.21592833 = fieldWeight in 5507, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.078125 = fieldNorm(doc=5507)
         0.17653804 = weight(abstract_txt:priority in 5507) [ClassicSimilarity], result of:
           0.17653804 = score(doc=5507,freq=1.0), product of:
             0.2924557 = queryWeight, product of:
               2.0666587 = boost
               7.7265954 = idf(docFreq=52, maxDocs=44218)
               0.01831484 = queryNorm
             0.60364026 = fieldWeight in 5507, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.7265954 = idf(docFreq=52, maxDocs=44218)
               0.078125 = fieldNorm(doc=5507)
         0.090485215 = weight(abstract_txt:value in 5507) [ClassicSimilarity], result of:
           0.090485215 = score(doc=5507,freq=2.0), product of:
             0.18730655 = queryWeight, product of:
               2.339 = boost
               4.3723974 = idf(docFreq=1516, maxDocs=44218)
               0.01831484 = queryNorm
             0.48308623 = fieldWeight in 5507, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.3723974 = idf(docFreq=1516, maxDocs=44218)
               0.078125 = fieldNorm(doc=5507)
         0.113737226 = weight(abstract_txt:change in 5507) [ClassicSimilarity], result of:
           0.113737226 = score(doc=5507,freq=1.0), product of:
             0.2748609 = queryWeight, product of:
               2.833415 = boost
               5.29663 = idf(docFreq=601, maxDocs=44218)
               0.01831484 = queryNorm
             0.41379923 = fieldWeight in 5507, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.29663 = idf(docFreq=601, maxDocs=44218)
               0.078125 = fieldNorm(doc=5507)
         0.1874544 = weight(abstract_txt:values in 5507) [ClassicSimilarity], result of:
           0.1874544 = score(doc=5507,freq=1.0), product of:
             0.413122 = queryWeight, product of:
               3.88372 = boost
               5.808009 = idf(docFreq=360, maxDocs=44218)
               0.01831484 = queryNorm
             0.45375073 = fieldWeight in 5507, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.808009 = idf(docFreq=360, maxDocs=44218)
               0.078125 = fieldNorm(doc=5507)
       0.24 = coord(6/25)
   

5. Liu, Z.; Jansen, B.J.: ASK: A taxonomy of accuracy, social, and knowledge information seeking posts in social question and answering (2017) 0.15

   0.14887759 = sum of:
     0.14887759 = product of:
       0.46524248 = sum of:
         0.06400029 = weight(abstract_txt:achieves in 3345) [ClassicSimilarity], result of:
           0.06400029 = score(doc=3345,freq=1.0), product of:
             0.136947 = queryWeight, product of:
               7.4773793 = idf(docFreq=67, maxDocs=44218)
               0.01831484 = queryNorm
             0.4673362 = fieldWeight in 3345, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.4773793 = idf(docFreq=67, maxDocs=44218)
               0.0625 = fieldNorm(doc=3345)
         0.021042405 = weight(abstract_txt:based in 3345) [ClassicSimilarity], result of:
           0.021042405 = score(doc=3345,freq=2.0), product of:
             0.07467787 = queryWeight, product of:
               1.2790288 = boost
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.01831484 = queryNorm
             0.28177565 = fieldWeight in 3345, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.1879277 = idf(docFreq=4958, maxDocs=44218)
               0.0625 = fieldNorm(doc=3345)
         0.03917563 = weight(abstract_txt:different in 3345) [ClassicSimilarity], result of:
           0.03917563 = score(doc=3345,freq=3.0), product of:
             0.09872835 = queryWeight, product of:
               1.4706364 = boost
               3.6655018 = idf(docFreq=3075, maxDocs=44218)
               0.01831484 = queryNorm
             0.39680222 = fieldWeight in 3345, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               3.6655018 = idf(docFreq=3075, maxDocs=44218)
               0.0625 = fieldNorm(doc=3345)
         0.012928631 = weight(abstract_txt:from in 3345) [ClassicSimilarity], result of:
           0.012928631 = score(doc=3345,freq=1.0), product of:
             0.0748433 = queryWeight, product of:
               1.4785302 = boost
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.01831484 = queryNorm
             0.17274266 = fieldWeight in 3345, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.7638826 = idf(docFreq=7577, maxDocs=44218)
               0.0625 = fieldNorm(doc=3345)
         0.029089976 = weight(abstract_txt:model in 3345) [ClassicSimilarity], result of:
           0.029089976 = score(doc=3345,freq=1.0), product of:
             0.116761744 = queryWeight, product of:
               1.5993173 = boost
               3.986234 = idf(docFreq=2231, maxDocs=44218)
               0.01831484 = queryNorm
             0.24913962 = fieldWeight in 3345, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.986234 = idf(docFreq=2231, maxDocs=44218)
               0.0625 = fieldNorm(doc=3345)
         0.051186167 = weight(abstract_txt:value in 3345) [ClassicSimilarity], result of:
           0.051186167 = score(doc=3345,freq=1.0), product of:
             0.18730655 = queryWeight, product of:
               2.339 = boost
               4.3723974 = idf(docFreq=1516, maxDocs=44218)
               0.01831484 = queryNorm
             0.27327484 = fieldWeight in 3345, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.3723974 = idf(docFreq=1516, maxDocs=44218)
               0.0625 = fieldNorm(doc=3345)
         0.110000946 = weight(abstract_txt:usage in 3345) [ClassicSimilarity], result of:
           0.110000946 = score(doc=3345,freq=1.0), product of:
             0.31192404 = queryWeight, product of:
               3.0184093 = boost
               5.642448 = idf(docFreq=425, maxDocs=44218)
               0.01831484 = queryNorm
             0.352653 = fieldWeight in 3345, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.642448 = idf(docFreq=425, maxDocs=44218)
               0.0625 = fieldNorm(doc=3345)
         0.13781843 = weight(abstract_txt:social in 3345) [ClassicSimilarity], result of:
           0.13781843 = score(doc=3345,freq=4.0), product of:
             0.2614166 = queryWeight, product of:
               3.3842773 = boost
               4.2175875 = idf(docFreq=1770, maxDocs=44218)
               0.01831484 = queryNorm
             0.52719843 = fieldWeight in 3345, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               4.2175875 = idf(docFreq=1770, maxDocs=44218)
               0.0625 = fieldNorm(doc=3345)
       0.32 = coord(8/25)