Temporal modeling of basic human values from social network usage

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

Baseline (sea · Data mining · Data science · Event (particle physics · Independence (probability theory · Kindness · Machine learning · Social media · Social network (sociolinguistics · Statistics · Value (mathematics · World Wide Web · Advanced Text Analysis Techniques · Complex Network Analysis Techniques · Computer Science · Mathematics · Opinion Dynamics and Social Influence · Artificial Intelligence

• A stakeholder analysis based on project managers’ perceptions

  Open Access•Ruxandra Malina Petrescu-Mag, Kinga-Olga Réti et al.•Environmental Science & Policy•2025

  Incluir item

• Automatic Time Series Forecasting

  Open Access•Rob J Hyndman, Yeasmin Khandakar•Journal of Statistical Software•2008

  Incluir item

• Measuring Values With the Short Schwartz's Value Survey

  Michael Lindeman, Marjaana Lindeman et al.•Journal of Personality Assessment•2005

  Incluir item

• Choosing Prediction Over Explanation in Psychology

  Open Access•Tal Yarkoni, Jacob Westfall•Perspectives on Psychological…•2017

  Incluir item

• Statsmodels

  Open Access•Skipper Seabold, Josef Perktold•Proceedings of the Python in…•2010

  Incluir item

• Long Short-Term Memory

  Sepp Hochreiter, Jurgen Schmidhuber•Neural Computation•1997

  Incluir item

• A tale of two sites

  Open Access•David J Hughes, Moss Rowe et al.•Computers in Human Behavior•2011

  Incluir item

• Stability and Change in Personality Traits From Late Adolescence to Early Adulthood

  Open Access•Daniel M Blonigen, Marie D Carlson et al.•Journal of Personality•2008

  Incluir item

• Television, Disordered Eating, and Young Women in Fiji

  Open Access•Anne E Becker•Culture Medicine and Psychiatry•2004

  Incluir item

• Are There Universal Aspects in the Structure and Contents of Human Values

  Open Access•Shalom H Schwartz•Journal of Social Issues•1994

  Incluir item

• The structure of intraindividual value change

  Anat Bardi, John Alan Lee et al.•Journal of Personality and Social…•2009

  Incluir item

• Social influence and opinions

  N E Friedkin, Eugene C Johnsen•Journal of Mathematical Sociology•1990

  Incluir item

• Motivated decision making

  Bas Verplanken, Rob W Holland•Journal of Personality and Social…•2002

  Incluir item

• Adolescent Development

  Laurence Steinberg, Amanda S Morris•Annual Review of Psychology•2001

  Incluir item

• Patterns of mean-level change in personality traits across the life course

  Brent W Roberts, Kate E Walton et al.•Psychological Bulletin•2006

  Incluir item

• Values and Upward Influence Strategies in Transition

  Open Access•Wade M Danis, Wade Danis et al.•Journal of Cross-Cultural…•2011

  Incluir item

• Extending the Cross-Cultural Validity of the Theory of Basic Human Values with a Different Method of Measurement

  Open Access•Shalom H Schwartz, Gila Melech et al.•Journal of Cross-Cultural…•2001

  Incluir item