Title :
Designing players´ emotional reaction models: A generic method towards adaptive affective gaming
Author :
Nogueira, Pedro A. ; Aguiar, Rui ; Rodrigues, Rodrigo ; Oliveira, Eunice
Author_Institution :
Artificial Intell. & Comput. Sci. Lab., Univ. of Porto, Porto, Portugal
Abstract :
Current approaches to game design improvements rely on gameplay testing, an iterative process following the test, try and fix pattern, relying on target audience feedback via standard questionnaires. Besides being a very time consuming phase, it is also highly subjective. In this paper, we demonstrate a generalizable approach for building predictive models of players´ affective reactions across games and genres. Our aim is two-fold: 1) That game developers can use these models to more easily and accurately tune game parameters, allowing improved gaming experiences, and 2) That these models can be used as the basis for parameterisable and adaptive affective gaming. This paper describes our preliminary results regarding a novel, physiological-based method for emotional player profiling, which consists on the following three phases: (i) monitoring players´ emotional states and game events, (ii) identifying player´s emotional reactions to game events and (iii) individual and cluster-based modelling of players emotional reactions.
Keywords :
computer games; human factors; adaptive affective gaming; audience feedback; cluster-based modelling; emotional player profiling; game design improvements; game parameter; gameplay testing; gaming experiences; physiological-based method; player emotional reaction models; player emotional state; player game events; Adaptation models; Biological system modeling; Brain modeling; Computational modeling; Games; Mathematical model; Predictive models; Affective Gaming; Biofeedback; Digital Games; Game Design; Gameplay Testing; Player Experience; Player Models;
Conference_Titel :
Information Systems and Technologies (CISTI), 2014 9th Iberian Conference on
Conference_Location :
Barcelona
DOI :
10.1109/CISTI.2014.6877079