Temporal modeling of basic human values from social network usage
Bibliographic Data
| ID | 7521050 |
|---|---|
| Authors | Md Saddam Hossain Mukta (0000-0003-2675-5471, Bangladesh University of Engineering & Technology Dhaka 1000 Bangladesh, corresponding author), Mohammed Eunus Ali (0000-0002-0384-7616, Bangladesh University of Engineering & Technology Dhaka 1000 Bangladesh, corresponding author), Jalal Mahmud (IBM Research‐Almaden San Jose CA 95120, corresponding author) |
| Year | 2018 |
| Volume | 70 |
| Issue | 2 |
| Pages | 151-163 |
| Publication date | 2018-12-08 |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Journal of the Association for Information Science and Technology (JOURNAL) |
| Journal identifiers | ISSN: 2330-1635 • E-ISSN: 2330-1643 |
| Publisher | Wiley (PUBLISHER • GB) |
| DOI | 10.1002/asi.24099 |
| OpenAlex | W2905176657 |
| Language | EN |
| Citations received | 1 |
| References cited | 40 |
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
Automatic Time Series Forecasting
Measuring Values With the Short Schwartz's Value Survey
Choosing Prediction Over Explanation in Psychology
Statsmodels
Long Short-Term Memory
A tale of two sites
Stability and Change in Personality Traits From Late Adolescence to Early Adulthood
Television, Disordered Eating, and Young Women in Fiji
Are There Universal Aspects in the Structure and Contents of Human Values
The structure of intraindividual value change
Social influence and opinions
Motivated decision making
Adolescent Development
Patterns of mean-level change in personality traits across the life course
Values and Upward Influence Strategies in Transition
Extending the Cross-Cultural Validity of the Theory of Basic Human Values with a Different Method of Measurement
| Citations per year | 1 |
|---|---|
| Citation span | 2025 - 2025 (1) |
| Highly cited | No |