An Experimental-Psychological Approach for the Development of Character Computing

Progress in the field of computer science is paving ways for collecting and analyzing huge amounts of data from people from all over the globe almost in any situation be it at home or at work. Data collection and analysis may include the overt behavior of the user but may also explore the hidden affective, motivational and cognitive human factors. Making reliable predictions about human behavior thus means to take overt behavior as well as implicit human factors into consideration. Psychologically speaking, this means to explore the user’s whole character—his/her personality traits, his/her current cognitive, affective, and motivational states as well as the user’s cultural and social embedding—to best predict behavior in accordance with the user’s individual needs, preferences, and subjective well-being. This raises questions of how Character Computing as a novel and holistic approach of human behavior computing can be achieved without violating ethical standards and the user’s privacy. This introductory chapter will provide answers to these questions. In the first part of the chapter, it will be discussed how psychological theories of human behavior have inspired the fields of Cognitive Computing, Affective Computing, and Personality Computing. Next, a holistic psychological definition of human behavior will be provided that describes human behavior in the context of the Character–Behavior–Situation triad. It will be discussed how psychological understanding of human behavior can guide and improve future research in the domain of Character Computing. Finally, an experimental-psychological framework for Character Computing will be discussed that considers Character Computing from an interdisciplinary perspective.

[1]  Cindy K. Chung,et al.  The Psychological Functions of Function Words , 2007 .

[2]  Marilyn A. Walker,et al.  Using Linguistic Cues for the Automatic Recognition of Personality in Conversation and Text , 2007, J. Artif. Intell. Res..

[3]  J. Gregory Trafton,et al.  ACT-R/E , 2013, HRI 2013.

[4]  J. Cacioppo,et al.  The psychophysiology of emotion. , 1993 .

[5]  I. Deary,et al.  Personality traits, 2nd ed. , 2003 .

[6]  A. Glenberg,et al.  Gender, Emotion, and the Embodiment of Language Comprehension , 2009 .

[7]  P. Niedenthal,et al.  Embodied Perspective on Emotion-Cognition Interactions , 2008 .

[8]  Kristen A. Lindquist,et al.  The role of language in emotion: predictions from psychological constructionism , 2015, Front. Psychol..

[9]  J. Kissler,et al.  Motivational priming and processing interrupt: startle reflex modulation during shallow and deep processing of emotional words. , 2010, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[10]  C. Babiloni,et al.  Elevated response of human amygdala to neutral stimuli in mild post traumatic stress disorder: neural correlates of generalized emotional response , 2010, Neuroscience.

[11]  N. Schwarz,et al.  Asking Questions About Behavior: Cognition, Communication, and Questionnaire Construction , 2001 .

[12]  M. Kosinski,et al.  Computer-based personality judgments are more accurate than those made by humans , 2015, Proceedings of the National Academy of Sciences.

[13]  M. Bradley,et al.  Emotion, Motivation, and Anxiety: Brain Mechanisms and Psychophysiology the Motivational Organization of Emotion Patterns of Human Emotion Emotion and Perception the Psychophysiology of Picture Processing Neural Imaging: Motivation in the Visual Cortex Motivational Circuits in the Brain , 2022 .

[14]  W. James,et al.  What Is an Emotion , 1977 .

[15]  P. Pauli,et al.  Self-reference modulates the processing of emotional stimuli in the absence of explicit self-referential appraisal instructions. , 2011, Social cognitive and affective neuroscience.

[16]  Erik Cambria,et al.  Sentic Computing: A Common-Sense-Based Framework for Concept-Level Sentiment Analysis , 2015 .

[17]  J. Kissler,et al.  Event related potentials to emotional adjectives during reading. , 2008, Psychophysiology.

[18]  E. Cambria,et al.  Sentic Computing , 2015, Socio-Affective Computing.

[19]  A. Fallgatter,et al.  Editorial: The Janus Face of Language: Where Are the Emotions in Words and Where Are the Words in Emotions? , 2018, Front. Psychol..

[20]  Norbert Schwarz,et al.  Asking Questions About Behavior: Cognition, Communication, and Questionnaire Construction , 2001 .

[21]  Mohammad Reza Kangavari,et al.  A Computational Model of Personality , 2012 .

[22]  K. Scherer,et al.  Appraisal processes in emotion: Theory, methods, research. , 2001 .

[23]  C. Carver,et al.  Behavioral inhibition, behavioral activation, and affective responses to impending reward and punishment: The BIS/BAS Scales , 1994 .

[24]  T. Blumenthal,et al.  Your emotion or mine: labeling feelings alters emotional face perception—an ERP study on automatic and intentional affect labeling , 2013, Front. Hum. Neurosci..

[25]  Alessandro Vinciarelli,et al.  A Survey of Personality Computing , 2014, IEEE Transactions on Affective Computing.

[26]  M. Bradley,et al.  Measuring emotion: Behavior, feeling, and physiology , 2000 .

[27]  Paul Pauli,et al.  Emotional self-reference: Brain structures involved in the processing of words describing one's own emotions , 2011, Neuropsychologia.

[28]  Philipp Koehn,et al.  Cognitive Psychology , 1992, Ageing and Society.

[29]  L. A. Pervin A Dynamic Systems Approach to Personality , 2001 .

[30]  T. Ethofer,et al.  His or mine? The time course of self–other discrimination in emotion processing , 2011, Social neuroscience.

[31]  Wolfgang Grodd,et al.  Amygdala activation during reading of emotional adjectives--an advantage for pleasant content. , 2009, Social cognitive and affective neuroscience.

[32]  C. Darwin The Expression of the Emotions in Man and Animals , .

[33]  J. Gray,et al.  Précis of The neuropsychology of anxiety: An enquiry into the functions of the septo-hippocampal system , 1982, Behavioral and Brain Sciences.

[34]  W. James II.—WHAT IS AN EMOTION ? , 1884 .

[35]  C. Herbert,et al.  My Sadness – Our Happiness: Writing About Positive, Negative, and Neutral Autobiographical Life Events Reveals Linguistic Markers of Self-Positivity and Individual Well-Being , 2019, Front. Psychol..

[36]  U. Neisser Cognitive Psychology: Classic Edition , 1967 .

[37]  L. Barsalou Establishing Generalizable Mechanisms , 2019, Psychological Inquiry.

[38]  A. Bechara,et al.  The role of emotion in decision making: A cognitive neuroscience perspective , 2006 .

[39]  M. Bradley,et al.  Looking at pictures: affective, facial, visceral, and behavioral reactions. , 1993, Psychophysiology.

[40]  Margaret Wilson,et al.  Six views of embodied cognition , 2002, Psychonomic bulletin & review.

[41]  John R. Anderson,et al.  Implications of the ACT-R Learning Theory: No Magic Bullets , 2000 .

[42]  Salvatore Nigro,et al.  Surface-based morphometry reveals the neuroanatomical basis of the five-factor model of personality , 2017, Social cognitive and affective neuroscience.

[43]  Erik Cambria,et al.  A review of affective computing: From unimodal analysis to multimodal fusion , 2017, Inf. Fusion.

[44]  P. Costa,et al.  The five-factor theory of personality. , 2008 .

[45]  I. Johnsrude,et al.  Somatotopic Representation of Action Words in Human Motor and Premotor Cortex , 2004, Neuron.

[46]  John R. Anderson ACT: A simple theory of complex cognition. , 1996 .

[47]  P. Niedenthal,et al.  Embodiment of emotion concepts. , 2009, Journal of personality and social psychology.

[48]  C. Herbert,et al.  Bodily Reactions to Emotional Words Referring to Own versus Other People’s Emotions , 2017, Front. Psychol..

[49]  Lawrence W Barsalou,et al.  Abstraction in perceptual symbol systems. , 2003, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[50]  J. Smyth,et al.  The writing cure: How expressive writing promotes health and emotional well-being. , 2002 .

[51]  Roman Mouček,et al.  Heart rate and sentiment experimental data with common timeline , 2017, Data in brief.

[52]  F. Pulvermüller How neurons make meaning: brain mechanisms for embodied and abstract-symbolic semantics , 2013, Trends in Cognitive Sciences.

[53]  Allen Newell,et al.  SOAR: An Architecture for General Intelligence , 1987, Artif. Intell..

[54]  Delroy L. Paulhus,et al.  Socially Desirable Responding: Some New Solutions to Old Problems , 1989 .

[55]  Ron Sun,et al.  Cognition and Multi-Agent Interaction: The CLARION Cognitive Architecture: Extending Cognitive Modeling to Social Simulation , 2005 .

[56]  A. Kübler,et al.  Negation as a means for emotion regulation? Startle reflex modulation during processing of negated emotional words , 2011, Cognitive, affective & behavioral neuroscience.

[57]  Lawrence W. Barsalou,et al.  The Cambridge Handbook of Situated Cognition: Situating Concepts , 2008 .

[58]  Richard C. Atkinson,et al.  Human Memory: A Proposed System and its Control Processes , 1968, Psychology of Learning and Motivation.

[59]  Risk for Eating Disorders Modulates Startle-Responses to Body Words , 2013, PloS one.

[60]  L. F. Barrett,et al.  Affect is a form of cognition: A neurobiological analysis , 2007, Cognition & emotion.

[61]  Lawrence W. Barsalou,et al.  Perceptions of perceptual symbols , 1999, Behavioral and Brain Sciences.