Simulating Emotions: An Active Inference Model of Emotional State Inference and Emotion Concept Learning
نویسندگان
چکیده
منابع مشابه
Active Inference in Concept Learning
People are active experimenters, constantly seeking new information relevant to their goals. A reasonable approach to active information gathering is to ask questions and conduct experiments that minimize the expected state of uncertainty, or maximize the expected information gain, given current beliefs (Fedorov, 1972; MacKay, 1992; Oaksford & Chater, 1994). In this paper we present results on ...
متن کاملActive inference and learning
This paper offers an active inference account of choice behaviour and learning. It focuses on the distinction between goal-directed and habitual behaviour and how they contextualise each other. We show that habits emerge naturally (and autodidactically) from sequential policy optimisation when agents are equipped with state-action policies. In active inference, behaviour has explorative (episte...
متن کاملActive inference in concept induction
People are active information gatherers, constantly experimenting and seeking information relevant to their goals. A reasonable approach to active information gathering is to ask questions and conduct experiments that maximize the expected information gain, given current beliefs (Lindley, 1956; Good, 1966; MacKay, 1992). In this paper we compare the behavior of human subjects with that of an op...
متن کاملAn Introduction to Inference and Learning in Bayesian Networks
Bayesian networks (BNs) are modern tools for modeling phenomena in dynamic and static systems and are used in different subjects such as disease diagnosis, weather forecasting, decision making and clustering. A BN is a graphical-probabilistic model which represents causal relations among random variables and consists of a directed acyclic graph and a set of conditional probabilities. Structure...
متن کاملActive interoceptive inference and the emotional brain
We review a recent shift in conceptions of interoception and its relationship to hierarchical inference in the brain. The notion of interoceptive inference means that bodily states are regulated by autonomic reflexes that are enslaved by descending predictions from deep generative models of our internal and external milieu. This re-conceptualization illuminates several issues in cognitive and c...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Frontiers in Psychology
سال: 2019
ISSN: 1664-1078
DOI: 10.3389/fpsyg.2019.02844