Badre D, Kayser AS, D'Esposito M. (2010). Frontal cortex and the discovery of abstract action rules. Neuron. 66 [PubMed]
Barto AG, Ravindran B. (2003). An algebraic approach to abstraction in reinforcement learning..
Givan RDT, Grieg M. (2003). Equivalence notions and model minimization in Markov decision processes Artifical Intelligence. 147
Hasselmo ME. (2005). A model of prefrontal cortical mechanisms for goal-directed behavior. Journal of cognitive neuroscience. 17 [PubMed]
Hinton GE. (2009). Deep belief networks Scholarpedia. 4
Hinton GE, Osindero S, Teh YW. (2006). A fast learning algorithm for deep belief nets. Neural computation. 18 [PubMed]
Hyman JM, Zilli EA, Paley AM, Hasselmo ME. (2005). Medial prefrontal cortex cells show dynamic modulation with the hippocampal theta rhythm dependent on behavior. Hippocampus. 15 [PubMed]
Igel C, Fischer A. (2012). An introduction to restricted boltzmann machines Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications.
Kaelbling LP, Chapman D. (1991). Input generalization in delayed reinforcement learning: an algorithm and performance comparisons Proceedings of the 12th international joint conference on artificial intelligence.
Koene RA, Hasselmo ME. (2005). An integrate-and-fire model of prefrontal cortex neuronal activity during performance of goal-directed decision making. Cerebral cortex (New York, N.Y. : 1991). 15 [PubMed]
Kumaran D, Summerfield JJ, Hassabis D, Maguire EA. (2009). Tracking the emergence of conceptual knowledge during human decision making. Neuron. 63 [PubMed]
McCallum RA. (1995). Reinforcement learning with selective perception and hidden state Unpublished doctoral dissertation, University of Rochester.
McClelland JL, McNaughton BL, O'Reilly RC. (1995). Why there are complementary learning systems in the hippocampus and neocortex: insights from the successes and failures of connectionist models of learning and memory. Psychological review. 102 [PubMed]
Miller EK. (1999). The prefrontal cortex: complex neural properties for complex behavior. Neuron. 22 [PubMed]
Miller EK, Cohen JD. (2001). An integrative theory of prefrontal cortex function. Annual review of neuroscience. 24 [PubMed]
Navawongse R, Eichenbaum H. (2013). Distinct pathways for rule-based retrieval and spatial mapping of memory representations in hippocampal neurons. The Journal of neuroscience : the official journal of the Society for Neuroscience. 33 [PubMed]
Petrides M. (1996). Specialized systems for the processing of mnemonic information within the primate frontal cortex. Philosophical transactions of the Royal Society of London. Series B, Biological sciences. 351 [PubMed]
Pyeatt LD, Howe AE. (1998). Decision tree function approximation in reinforcement learning Tech. Rep. No. CS-98-112.
Ranganath CRB. (2008). Prefrontal cortex and memory Learning & memory: a comprehensive reference.
Ravindran B, Narayanamurthy SM. (2008). On the hardness of finding symmetries in Markov decision processes Proceedings of the Twenty-Fifth International Conference (ICML 2008), Helsinki, Finland, June 5–9.
Rich EL, Shapiro M. (2009). Rat prefrontal cortical neurons selectively code strategy switches. The Journal of neuroscience : the official journal of the Society for Neuroscience. 29 [PubMed]
Rich EL, Shapiro ML. (2007). Prelimbic/infralimbic inactivation impairs memory for multiple task switches, but not flexible selection of familiar tasks. The Journal of neuroscience : the official journal of the Society for Neuroscience. 27 [PubMed]
Rumelhart DE, Hinton GE, Williams RJ. (1986). Learning representations by back-propagating errors. Nature. 323
Scholkopf B, Chapelle O, Zien A. (2006). Semi-Supervised Learning.
Stone P, Taylor ME. (2009). Transfer learning for reinforcement learning domains: a survey J Mach Learning Research. 10
Tse D et al. (2007). Schemas and memory consolidation. Science (New York, N.Y.). 316 [PubMed]
Wallis JD, Anderson KC, Miller EK. (2001). Single neurons in prefrontal cortex encode abstract rules. Nature. 411 [PubMed]
Wallis JD, Miller EK. (2003). From rule to response: neuronal processes in the premotor and prefrontal cortex. Journal of neurophysiology. 90 [PubMed]
Young JJ, Shapiro ML. (2009). Double dissociation and hierarchical organization of strategy switches and reversals in the rat PFC. Behavioral neuroscience. 123 [PubMed]
Zilli EA, Hasselmo ME. (2008). Modeling the role of working memory and episodic memory in behavioral tasks. Hippocampus. 18 [PubMed]
Zilli EA, Hasselmo ME. (2008). The influence of Markov decision process structure on the possible strategic use of working memory and episodic memory. PloS one. 3 [PubMed]