Computational psychiatry needs time and context
Why has computational psychiatry yet to influence routine clinical practice? One reason may
be that it has neglected context and temporal dynamics in the models of certain mental …
be that it has neglected context and temporal dynamics in the models of certain mental …
Computational psychiatry: towards a mathematically informed understanding of mental illness
Computational Psychiatry aims to describe the relationship between the brain's
neurobiology, its environment and mental symptoms in computational terms. In so doing, it …
neurobiology, its environment and mental symptoms in computational terms. In so doing, it …
A roadmap for the development of applied computational psychiatry
Computational psychiatry (CP) is a burgeoning field that uses mathematical approaches to
investigate psychiatric disorders, derive quantitative predictions, and integrate data across …
investigate psychiatric disorders, derive quantitative predictions, and integrate data across …
Computational psychiatry as a bridge from neuroscience to clinical applications
Translating advances in neuroscience into benefits for patients with mental illness presents
enormous challenges because it involves both the most complex organ, the brain, and its …
enormous challenges because it involves both the most complex organ, the brain, and its …
Advances in the computational understanding of mental illness
Computational psychiatry is a rapidly growing field attempting to translate advances in
computational neuroscience and machine learning into improved outcomes for patients …
computational neuroscience and machine learning into improved outcomes for patients …
Computational psychiatry
Computational ideas pervade many areas of science and have an integrative explanatory
role in neuroscience and cognitive science. However, computational depictions of cognitive …
role in neuroscience and cognitive science. However, computational depictions of cognitive …
Computational phenotyping in psychiatry: a worked example
P Schwartenbeck, K Friston - eneuro, 2016 - eneuro.org
Computational psychiatry is a rapidly emerging field that uses model-based quantities to
infer the behavioral and neuronal abnormalities that underlie psychopathology. If successful …
infer the behavioral and neuronal abnormalities that underlie psychopathology. If successful …
[HTML][HTML] Computational psychosomatics and computational psychiatry: toward a joint framework for differential diagnosis
This article outlines how a core concept from theories of homeostasis and cybernetics, the
inference-control loop, may be used to guide differential diagnosis in computational …
inference-control loop, may be used to guide differential diagnosis in computational …
[HTML][HTML] Individual differences in computational psychiatry: A review of current challenges
Bringing precision to the understanding and treatment of mental disorders requires
instruments for studying clinically relevant individual differences. One promising approach is …
instruments for studying clinically relevant individual differences. One promising approach is …
Computational approaches to psychiatry
KE Stephan, C Mathys - Current opinion in neurobiology, 2014 - Elsevier
Highlights•We summarize recent progress in computational and physiological
models.•These advances provide a basis for future diagnostic applications in psychiatry.•A …
models.•These advances provide a basis for future diagnostic applications in psychiatry.•A …