of the respective metric in 1-question trials, first averaged by subject and then across subjects. For each metric we compared the high and low rating trials using a Wilcoxon test While higher confidence tended to be associated with fewer saccades, fewer fixations and larger saccade amplitudes during the anticipation period, these trends did not reach statistical significance (p-values of For all other comparisons Of bits and wows: A Bayesian theory of surprise with applications to attention, Each entry shows the average (SEM, pp.649-666, 2010. ,
A THEORY OF HUMAN CURIOSITY, British Journal of Psychology. General Section, vol.45, issue.3, pp.180-191, 1954. ,
DOI : 10.1111/j.2044-8295.1954.tb01243.x
Attention, Intention, and Priority in the Parietal Lobe, Annual Review of Neuroscience, vol.33, issue.1, pp.1-21, 2010. ,
DOI : 10.1146/annurev-neuro-060909-152823
Image Classification using Random Forests and Ferns, 2007 IEEE 11th International Conference on Computer Vision, pp.1-8, 2007. ,
DOI : 10.1109/ICCV.2007.4409066
Random forests, Machine Learning, pp.5-32, 2001. ,
Video game play, attention, and learning, Current Opinion in Neurology, vol.27, issue.2, pp.185-191, 2014. ,
DOI : 10.1097/WCO.0000000000000077
Online optimization of teaching sequences with multi-armed bandits, 7th International Conference on Educational Data Mining, 2014. ,
URL : https://hal.archives-ouvertes.fr/hal-01016428
RANDOM FORESTS FOR CLASSIFICATION IN ECOLOGY, Ecology, vol.45, issue.11, pp.88-2783, 2007. ,
DOI : 10.1016/S0034-4257(00)00145-0
Enhanced Visual Search in Infancy Predicts Emerging Autism Symptoms, Current Biology, vol.25, issue.13 ,
DOI : 10.1016/j.cub.2015.05.011
Attention, Learning, and the Value of Information, Neuron, vol.76, issue.2, pp.281-295, 2012. ,
DOI : 10.1016/j.neuron.2012.09.034
Information seeking, curiosity and attention: Computational and empirical mechanisms, Trends in Cognitive Science, 2013. ,
Attention, Reward, and Information Seeking, Journal of Neuroscience, vol.34, issue.46, pp.15497-154504, 2014. ,
DOI : 10.1523/JNEUROSCI.3270-14.2014
States of Curiosity Modulate Hippocampus-Dependent Learning via the Dopaminergic Circuit, Neuron, vol.84, issue.2, pp.486-496, 2014. ,
DOI : 10.1016/j.neuron.2014.08.060
Bayesian surprise attracts human attention, Vision Research, vol.49, issue.10, pp.1295-1306, 2009. ,
DOI : 10.1016/j.visres.2008.09.007
Physiological signals based human emotion Recognition: a review, 2011 IEEE 7th International Colloquium on Signal Processing and its Applications, pp.410-415, 2011. ,
DOI : 10.1109/CSPA.2011.5759912
The wick in the candle of learning: Epistemic curiosity activates reward circuitry and enhances memory, Psychological Science, issue.8, pp.20-963, 2009. ,
The curiosity and exploration inventory-II: Development, factor structure, and psychometrics, Journal of Research in Personality, vol.43, issue.6, pp.43-987, 2009. ,
DOI : 10.1016/j.jrp.2009.04.011
The psychology of curiosity: A review and reinterpretation., Psychological Bulletin, vol.116, issue.1, pp.75-98, 1994. ,
DOI : 10.1037/0033-2909.116.1.75
Erratum to: ???The production and recognition of emotions in speech: features and algorithms???, International Journal of Human-Computer Studies, vol.62, issue.3, pp.157-183, 2003. ,
DOI : 10.1016/j.ijhcs.2004.10.001
How evolution may work through curiositydriven developmental process, Topics in Cognitive Science ,
URL : https://hal.archives-ouvertes.fr/hal-01404334
Intrinsically Motivated Learning of Real-World Sensorimotor Skills with Developmental Constraints, Intrinsically motivated learning in natural and artificial systems, pp.303-365, 2013. ,
DOI : 10.1007/978-3-642-32375-1_13
URL : https://hal.archives-ouvertes.fr/hal-00788611
Pathway analysis using random forests classification and regression, Bioinformatics, vol.22, issue.16, pp.22-2028, 2006. ,
DOI : 10.1093/bioinformatics/btl344
Relationships between global and specified measures of novelty seeking., Journal of Consulting and Clinical Psychology, vol.34, issue.2, pp.199-204, 1970. ,
DOI : 10.1037/h0029010
Curious eyes: Individual differences in personality predict eye movement behavior in scene-viewing, Cognition, vol.122, issue.1, pp.86-90, 2012. ,
DOI : 10.1016/j.cognition.2011.08.014
Recommender systems handbook, 2011. ,
Eye guidance in natural vision: Reinterpreting salience, Journal of Vision, vol.11, issue.5, pp.5-25, 2011. ,
DOI : 10.1167/11.5.5
A visual salience map in the primate frontal eye field, Progress in Brain Research, vol.147, pp.251-262, 2005. ,
DOI : 10.1016/S0079-6123(04)47019-8
Data mining, ACM SIGMOD Record, vol.31, issue.1, 2005. ,
DOI : 10.1145/507338.507355
A new look at novelty effects: Guiding search away from old distractors. Attention Perception and Psychophysics, pp.71-554, 2009. ,
A survey of affect recognition methods, Proceedings of the ninth international conference on Multimodal interfaces , ICMI '07, pp.31-39, 2009. ,
DOI : 10.1145/1322192.1322216
Development of a sensation-seeking scale., Journal of Consulting Psychology, vol.28, issue.6, p.477, 1964. ,
DOI : 10.1037/h0040995