TY - JOUR
T1 - Mood as Representation of Momentum
AU - Eldar, Eran
AU - Rutledge, Robb B.
AU - Dolan, Raymond J.
AU - Niv, Yael
N1 - Publisher Copyright:
© 2015 The Authors.
PY - 2016/1/1
Y1 - 2016/1/1
N2 - Experiences affect mood, which in turn affects subsequent experiences. Recent studies suggest two specific principles. First, mood depends on how recent reward outcomes differ from expectations. Second, mood biases the way we perceive outcomes (e.g., rewards), and this bias affects learning about those outcomes. We propose that this two-way interaction serves to mitigate inefficiencies in the application of reinforcement learning to real-world problems. Specifically, we propose that mood represents the overall momentum of recent outcomes, and its biasing influence on the perception of outcomes 'corrects' learning to account for environmental dependencies. We describe potential dysfunctions of this adaptive mechanism that might contribute to the symptoms of mood disorders.
AB - Experiences affect mood, which in turn affects subsequent experiences. Recent studies suggest two specific principles. First, mood depends on how recent reward outcomes differ from expectations. Second, mood biases the way we perceive outcomes (e.g., rewards), and this bias affects learning about those outcomes. We propose that this two-way interaction serves to mitigate inefficiencies in the application of reinforcement learning to real-world problems. Specifically, we propose that mood represents the overall momentum of recent outcomes, and its biasing influence on the perception of outcomes 'corrects' learning to account for environmental dependencies. We describe potential dysfunctions of this adaptive mechanism that might contribute to the symptoms of mood disorders.
KW - Decision making
KW - Mood
KW - Reinforcement learning
UR - http://www.scopus.com/inward/record.url?scp=84951774934&partnerID=8YFLogxK
U2 - 10.1016/j.tics.2015.07.010
DO - 10.1016/j.tics.2015.07.010
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C2 - 26545853
AN - SCOPUS:84951774934
SN - 1364-6613
VL - 20
SP - 15
EP - 24
JO - Trends in Cognitive Sciences
JF - Trends in Cognitive Sciences
IS - 1
ER -