Dynamics of Affect and Cognition in Simulated Agents: Bridging the Gap between Experimental and Simulation Research

The purpose of this article is to propose a simulation framework combining Soft-System Methodology, System Dynamics, and the Cognitive Affective Personality System model, to facilitate the design and development of agents (e.g., agent based models, software agents) with interacting affective and cognitive units. A review of the literature supports the building of a third-order positive causal-loop model between the constructs Affectivity, Self-Efficacy, and Perceived Task Complexity. The model is evaluated to exemplify the use of this framework to study affective states in simulated agents. The behavior of the model is consistent with previous research, corroborating its utility as a tool for endowing complex agents in simulations with mechanisms of human affectivity, and as a computational artifact to develop affective computing systems. The framework, incorporating soft-constructs into simulation models and supporting the study of their process-based (dynamic) interactions, serves to bridge the gap between experimental and simulation research. The limitations of the approach and directions for future research are also discussed. Dynamics of Affect and Cognition in Simulated Agents: Bridging the Gap between Experimental and Simulation Research

[1]  Narjes Bellamine-BenSaoud,et al.  Combating Malaria: A Complex System and Agent-Based Approach , 2007 .

[2]  Rosalind W. Picard.  Affective computing: challenges , 2003, Int. J. Hum. Comput. Stud..

[3]  P. Terry,et al.  Mood, self-set goals and examination performance: the moderating effect of depressed mood , 2005 .

[4]  Hugh M. Cannon,et al.  Developments in Business Simulation and Experiential Learning, Volume 28, 2001 FIDELITY, VERIFIABILITY, AND VALIDITY OF SIMULATION: CONSTRUCTS FOR EVALUATION , 2001 .

[5]  Derek J. Koehler,et al.  People focus on optimistic scenarios and disregard pessimistic scenarios while predicting task completion times. , 2000, Journal of experimental psychology. Applied.

[6]  Rafael A. Calvo,et al.  Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications , 2010, IEEE Transactions on Affective Computing.

[7]  Mark J. Brosnan,et al.  The impact of computer anxiety and self-efficacy upon performance , 1998, J. Comput. Assist. Learn..

[8]  H. Cooper,et al.  The happy personality: a meta-analysis of 137 personality traits and subjective well-being. , 1998, Psychological bulletin.

[9]  Glenn B. Dietrich,et al.  Self-Efficacy in Software Developers: A Framework for the Study of the Dynamics of Human Cognitive Empowerment , 2009, Int. J. Inf. Technol. Syst. Approach.

[10]  H. Simon,et al.  Motivational and emotional controls of cognition. , 1967, Psychological review.

[11]  Ryan Shaun Joazeiro de Baker,et al.  The Dynamics of Affective Transitions in Simulation Problem-Solving Environments , 2007, ACII.

[12]  J. Salgado,et al.  Evidence of cross‐cultural invariance of the big five personality dimensions in work settings , 2003 .

[13]  L. Abramson,et al.  Judgment of contingency in depressed and nondepressed students: sadder but wiser? , 1979, Journal of experimental psychology. General.

[14]  Alberto Paucar-Caceres,et al.  Soft System Dynamics Methodology (SSDM): Combining Soft Systems Methodology (SSM) and System Dynamics (SD) , 2005 .

[15]  Marilyn E. Gist,et al.  Self-Efficacy: A Theoretical Analysis of Its Determinants and Malleability , 1992 .

[16]  A. Bandura.  Self-efficacy mechanism in human agency , 2024, Psihologìâ ì suspìlʹstvo.

[17]  Steve M. Jex,et al.  Efficacy beliefs and work stress: An exploratory study , 1992 .

[18]  F. Hesse,et al.  Relative effectiveness and validity of mood induction procedures : a meta-analysis , 1996 .

[19]  K. Thomas,et al.  Cognitive Elements of Empowerment: An “Interpretive” Model of Intrinsic Task Motivation , 1990 .

[20]  Mahmoud Neji,et al.  The Affective Tutoring System , 2010, Expert Syst. Appl..

[21]  Norbert Wiener,et al.  Cybernetics, or control and communication in the animal and the machine, 2nd ed. , 1961 .

[22]  J. M. Digman.  PERSONALITY STRUCTURE: EMERGENCE OF THE FIVE-FACTOR MODEL , 1990 .

[23]  Ian R. Gellatly,et al.  Conscientiousness and Task Performance: Test of Cognitive Process Model , 1996 .

[24]  Cristina Conati,et al.  Affective interactions: the computer in the affective loop , 2005, IUI.

[25]  Kathleen M. Eisenhardt,et al.  Developing Theory Through Simulation Methods , 2006 .

[26]  Alexander G. Madey.  Unmanned Aerial Vehicle Swarms: The Design and Evaluation of Command and Control Strategies using Agent-Based Modeling , 2013, Int. J. Agent Technol. Syst..

[27]  Rogelio Oliva,et al.  The greater whole: Towards a synthesis of system dynamics and soft systems methodology , 1998, Eur. J. Oper. Res..

[28]  S. Shiffman,et al.  Ecological Momentary Assessment (Ema) in Behavioral Medicine , 1994 .

[29]  M. Posner,et al.  On the genesis of abstract ideas. , 1968, Journal of experimental psychology.

[30]  V. Bruce,et al.  The prototype effect in face recognition: Extension and limits , 1999, Memory & cognition.

[31]  Robert L. Eberlein,et al.  Reality check: A bridge between systems thinking and system dynamics , 1994 .

[32]  Peter Checkland,et al.  The case for “holon” , 1988 .

[33]  Ipke Wachsmuth,et al.  Affective computing with primary and secondary emotions in a virtual human , 2009, Autonomous Agents and Multi-Agent Systems.

[34]  Takanori Shibata,et al.  Artificial emotional creature for human-machine interaction , 1997, 1997 IEEE International Conference on Systems, Man, and Cybernetics. Computational Cybernetics and Simulation.

[35]  David C. Lane,et al.  Rerum cognoscere causas: Part I — How do the ideas of system dynamics relate to traditional social theories and the voluntarism/determinism debate? , 2001 .

[36]  Tzvi Raz,et al.  Factors affecting duration and effort estimation errors in software development projects , 2007, Inf. Softw. Technol..

[37]  Elwood F. Holton,et al.  The Effects of Personality, Affectivity, and Work Commitment on Motivation to Improve Work through Learning. , 2002 .

[38]  Rosalind W. Picard.  Affective Computing , 1997 .

[39]  Walter Mischel,et al.  Influence of affect on cognitive social learning person variables. , 1982 .

[40]  Winslow Burleson,et al.  Affective agents: Sustaining motivation to learn through failure and state of "stuck" , 2004 .

[41]  P. Costa,et al.  Validation of the five-factor model of personality across instruments and observers. , 1987, Journal of personality and social psychology.

[42]  K. Höök.  Affective loop experiences: designing for interactional embodiment , 2009, Philosophical Transactions of the Royal Society B: Biological Sciences.

[43]  Stacy Marsella,et al.  A domain-independent framework for modeling emotion , 2004, Cognitive Systems Research.

[44]  T. Kubiak,et al.  Ecological Momentary Assessment in Behavioral Medicine , 2014 .

[45]  Glen Whyte,et al.  When success breeds failure: the role of self-efficacy in escalating commitment to a losing course of action , 1997 .

[46]  Goran Trajkovski,et al.  Developments in Intelligent Agent Technologies and Multi-Agent Systems: Concepts and Applications , 2010 .

[47]  Peter Checkland,et al.  Model validation in soft systems practice , 2007 .

[48]  Vijayan Sugumaran.  Application of Agents and Intelligent Information Technologies , 2007 .

[49]  D. Kahneman.  A perspective on judgment and choice: mapping bounded rationality. , 2003, The American psychologist.

[50]  W. Fleeson.  Toward a structure- and process-integrated view of personality: traits as density distribution of states. , 2001, Journal of personality and social psychology.

[51]  P. Costa,et al.  Influence of extraversion and neuroticism on subjective well-being: happy and unhappy people. , 1980, Journal of personality and social psychology.

[52]  C. Izard,et al.  Four systems for emotion activation: cognitive and noncognitive processes. , 1993, Psychological review.

[53]  Gus Koehler,et al.  Attending to Temporal Assumptions May Enrich Autonomous Agent Computer Simulations , 2009, Int. J. Agent Technol. Syst..

[54]  Tieniu Tan,et al.  Affective Computing: A Review , 2005, ACII.

[55]  S. Shiffman,et al.  Ecological momentary assessment. , 2008, Annual review of clinical psychology.

[56]  Rosalind W. Picard.  Future affective technology for autism and emotion communication , 2009, Philosophical Transactions of the Royal Society B: Biological Sciences.

[57]  W. Mischel,et al.  A cognitive-affective system theory of personality: reconceptualizing situations, dispositions, dynamics, and invariance in personality structure. , 1995, Psychological review.

[58]  D. Watson,et al.  Development and validation of brief measures of positive and negative affect: the PANAS scales. , 1988, Journal of personality and social psychology.