Class information for:
Level 1: ACTIVE INFERENCE//PREDICTIVE CODING//FREE ENERGY PRINCIPLE

Basic class information

ID Publications Average number
of references
Avg. shr. active
ref. in WoS
23509 288 53.5 66%



Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)



ID, lev.
above
Publications Label for level above
256 19080 VISION RESEARCH//PERCEPTION//JOURNAL OF VISION

Terms with highest relevance score



Rank Term Type of term Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 ACTIVE INFERENCE Author keyword 16 56% 7% 20
2 PREDICTIVE CODING Author keyword 6 13% 16% 45
3 FREE ENERGY PRINCIPLE Author keyword 3 50% 2% 5
4 BAYESIAN BRAIN Author keyword 3 45% 2% 5
5 PROBABILISTIC FIRING Author keyword 2 67% 1% 2
6 COGNIT PHILOSOPHY Address 2 50% 1% 3
7 DISTRIBUTED SYNCHRONY Author keyword 1 50% 1% 2
8 ENTROPIC STATE Author keyword 1 100% 1% 2
9 SINGLE TRIAL EEG Author keyword 1 25% 1% 3
10 PERCEPTUAL INFERENCE Author keyword 1 19% 1% 4

Web of Science journal categories

Author Key Words



Rank Web of Science journal category Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
LCSH search Wikipedia search
1 ACTIVE INFERENCE 16 56% 7% 20 Search ACTIVE+INFERENCE Search ACTIVE+INFERENCE
2 PREDICTIVE CODING 6 13% 16% 45 Search PREDICTIVE+CODING Search PREDICTIVE+CODING
3 FREE ENERGY PRINCIPLE 3 50% 2% 5 Search FREE+ENERGY+PRINCIPLE Search FREE+ENERGY+PRINCIPLE
4 BAYESIAN BRAIN 3 45% 2% 5 Search BAYESIAN+BRAIN Search BAYESIAN+BRAIN
5 PROBABILISTIC FIRING 2 67% 1% 2 Search PROBABILISTIC+FIRING Search PROBABILISTIC+FIRING
6 DISTRIBUTED SYNCHRONY 1 50% 1% 2 Search DISTRIBUTED+SYNCHRONY Search DISTRIBUTED+SYNCHRONY
7 ENTROPIC STATE 1 100% 1% 2 Search ENTROPIC+STATE Search ENTROPIC+STATE
8 SINGLE TRIAL EEG 1 25% 1% 3 Search SINGLE+TRIAL+EEG Search SINGLE+TRIAL+EEG
9 PERCEPTUAL INFERENCE 1 19% 1% 4 Search PERCEPTUAL+INFERENCE Search PERCEPTUAL+INFERENCE
10 BAYESIAN SURPRISE 1 33% 1% 2 Search BAYESIAN+SURPRISE Search BAYESIAN+SURPRISE

Key Words Plus



Rank Web of Science journal category Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 ACTIVE INFERENCE 9 64% 3% 9
2 FREE ENERGY PRINCIPLE 7 28% 7% 20
3 APPARENT MOTION TRACE 2 67% 1% 2
4 PERCEPTUAL INFERENCE 1 100% 1% 2
5 WAKE SLEEP ALGORITHM 1 100% 1% 2
6 BAYESIAN BRAIN 1 50% 0% 1
7 PERCEPTUAL EXPECTATIONS 1 50% 0% 1
8 SITUATED AGENTS 1 50% 0% 1
9 THOUGHT STYLE 1 50% 0% 1
10 PROACTIVE BRAIN 0 13% 1% 3

Journals

Reviews



Title Publ. year Cit. Active references % act. ref.
to same field
Expectation in perceptual decision making: neural and computational mechanisms 2014 15 127 28%
Predictions, perception, and a sense of self 2014 5 30 43%
The free-energy principle: a unified brain theory? 2010 421 94 15%
Canonical Microcircuits for Predictive Coding 2012 146 125 13%
Getting ahead: forward models and their place in cognitive architecture 2014 8 33 27%
Computational psychiatry: the brain as a phantastic organ 2014 8 86 24%
The free-energy principle: a rough guide to the brain? 2009 180 44 23%
The history of the future of the Bayesian brain 2012 8 17 35%
Perception, Illusions and Bayesian Inference 2015 0 24 46%
Varieties of cognitive penetration in visual perception 2014 6 59 14%

Address terms



Rank Address term Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ.
in class
1 COGNIT PHILOSOPHY 2 50% 1.0% 3
2 MOTOR COGNIT GRP 1 16% 1.4% 4
3 AFDELING NEUROFYSIOL 1 50% 0.3% 1
4 BERNSTEIN MUNICH 1 50% 0.3% 1
5 CLIN PSYCHIAT NEUROSCI MED DENT H 1 50% 0.3% 1
6 FUNCT IMAGING METHODS UNIT 1 50% 0.3% 1
7 INT MAX PLANCK NEURAL BEHAV SCI 1 50% 0.3% 1
8 NEUROL NEUROBEHAV PROGRAM 1 50% 0.3% 1
9 NEUROWETEN PEN 1 50% 0.3% 1
10 WELLCOME IMAGIN NEUROSCI 1 50% 0.3% 1

Related classes at same level (level 1)



Rank Relatedness score Related classes
1 0.0000159405 DEEP LEARNING//HIERARCHICAL FEATURE LEARNING//RESTRICTED BOLTZMANN MACHINES
2 0.0000138905 NEURAL FIELD THEORY//NEURAL FIELD//NEURAL MASS MODEL
3 0.0000121305 NEUROECONOMICS//ACTION VALUE//WM KECK BRAIN PLAST COGNIT
4 0.0000116394 INFERIOR TEMPORAL VISUAL CORTEX//MVPA//INFERIOR TEMPORAL CORTEX
5 0.0000112776 PERCEPTUAL DECISION MAKING//FISIOL CELULAR NEUROCIENCIAS//HICKS LAW
6 0.0000079908 SENSE OF AGENCY//INTENTIONAL BINDING//LIBET
7 0.0000079281 MISMATCH NEGATIVITY//MISMATCH NEGATIVITY MMN//COGNIT BRAIN UNIT
8 0.0000078776 FEATURE BASED ATTENTION//PERCEPTUAL LOAD//OBJECT BASED ATTENTION
9 0.0000072570 EXTENDED MIND//EXTENDED COGNITION//DISTRIBUTED LANGUAGE
10 0.0000066079 SURROUND SUPPRESSION//CONTEXTUAL MODULATION//END STOPPING