2. Changes in Behavior
▸ Post daily routines
▸ Share opinion, thoughts, and
information
▸ Communication
3. Activities on social media is stored as a digital trace
It provides us a new data resources
User also unconsciously reveal their personality through their writing and
linguistic text usage
- G. Stemmler, and J. Wacker, “Personality, emotions and individual differences in physiological responses,” Journal of Biological Psychology,
vol. 84, pp. 541-551, July 2010.
4. Today’s Personality Measurement
▸ Via Interviews, Test, or
Questionnaire Suvey
▸ Most likely answer by what
is socially acceptable.
Thehrdepartemenet.ie. Advantages dan Disadvantages of Employee Personality Tests, 2 October 2010.
5. OCEAN: Personality Traits
CO A NE
OPENNES CONSCIENTIOUSNESS EXTRAVERSION AGREEABLENESS NEUROTICSM
Do they like new
experiences?
Do they prefer planning and
regularity?
Do they like to spend a
lot of time with others?
Do they put concern
of others interests?
Do they tend to
worry?
OCEAN classifies human personality traits into 5 dimensions
and supported in over 50 societies across 6 continents
10. Twitter Conversational Data
We use 8 samples i.e. actors to examine the performance of ontology model.
Account Real Name
Raw
Data
Filtered
Data
@aMrazing Alexander Thian 299 101
@jokoanwar Joko Anwar 124 66
@ulil Ulil Abshar-Abdalla 543 210
@gm_gm Goenawan Mohamad 83 36
@adelladellaide Adellina Fitriyani 741 243
@popokman Wandy Ghani 801 204
@duniamanji Anji 709 239
@pandji Pandji Pragiwaksono 145 71
Total
3.445 1.170
12. Words Collection
Collecting words that are able to reflect personality traits
from Twitter’s Universe.
▸i.e. colloquial expression, slang, and phrases.
13. Ontology Construction and Ontology Model
Text
(Instance)
Facet
(Sub-Class)
Personality
(Class)
Neuroticsm
Anxiety
ribet aduh
Vulnerability
bingung
17. Conclusion
▸ Measuring human personality based on social media
activity can be modelled using ontology approach.
▸ The components of ontology model are personality traits
as a class, facets of the personality as a subclass, and
the words that represent personality as an instance.
18. Benefits of Research
▸ Able to integrate with machine learning for automatic
classification.
▸ Bridge the gap between ontology and psychology research.
▸ Ontology model construction based on Bahasa Indonesia
for measuring human personality.
▸ Gives minimal effort to measure human personality.
▸ Gives cheaper and faster option to measure human
personality.