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Archetype-Based Modeling of Persona for Comprehensive Personality Computing from Personal Big Data.
Ao Guo1, Jianhua Ma2
1Graduate School of Computer and Information Sciences, Hosei University, Tokyo 184-8584, Japan. guo.ao.33@stu.hosei.ac.jp.
Sensors (Basel, Switzerland)
|March 3, 2018
Summary
Researchers are developing a new personality model using big data from digital devices. This approach integrates diverse data sources and Carl Jung
Area of Science:
- Psychology
- Computer Science
- Data Science
Background:
- The rise of personal big data from digital devices has spurred interest in automatic personality computing.
- Current methods lack the integrity and accuracy for comprehensive individual modeling, such as creating a Cyber-I (cyber individual).
- Existing approaches often rely on insufficient data sources, limiting the depth of psychological descriptions.
Purpose of the Study:
- To establish a unique and comprehensive individual description for personalized services.
- To enhance the accuracy and integrity of personality models by incorporating heterogeneous data.
- To develop an archetype-based persona modeling approach grounded in Carl Gustav Jung's theories.
Main Methods:
- Utilizing personal big data from digital devices (smartphones, wearables).
- Integrating heterogeneous data sources, including physiological and Internet data.
- Applying an archetype-based modeling approach derived from Carl Gustav Jung's psychological theories.
Main Results:
- The study proposes a novel method for persona modeling that accounts for individual facets in different situations.
- The research aims to improve the accuracy and integrity of personality models through comprehensive data integration.
- The developed model is designed to provide a more elaborate and accurate psychological description of individuals.
Conclusions:
- An archetype-based persona modeling approach using heterogeneous big data offers a more comprehensive understanding of individual personality.
- This method addresses the limitations of current automatic personality computing, paving the way for advanced Cyber-I applications.
- Accurate and integrated personality modeling is crucial for developing sophisticated personalized services and digital representations.
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