Kenji Doya

  Professor 

  • Ph.D. (University of Tokyo, 1991)

Research Career

  • Postdoctoral Fellow, UC San Diego (1991-1993)
  • Research Associate, Howard Hughes Medical Institute at the Salk Institute (1993-1994)
  • Senior Researcher, Advanced Telecommunications Research Institute International (ATR, 1994-2011)
  • Principal Investigator, OIST (2004-2011)
  • Professor, OIST Graduate University (2011-present)

Awards

  • College of Fellows, International Neural Network Society (2013-)
  • Commendation for Science and Technology, Japanese Ministry of Education, Culture, Sports, Science and Technology (2012)
  • Brainscience Award on Creativity (2009)
  • Nakaaki Tsukahara Memorial Award (2007)
  • JSPS Award (2007)

Social Services

  • 1999-2002 Vice President, Japanese Neural Network Society
  • 1999-2003 Director, Neuro-Informatics Summer School
  • 2004- Co-organizer, Okinawa Computational Neuroscience Course
  • 2008- Co-editor in Chief, Neural Networks
  • 2009-2011 Board of Governors, International Neural Network Society
  • 2010 Program Chair, 33rd Annual Meeting of Japan Neuroscience Society
  • 2011 Executive Chair, 21st Annual Conference of Japanese Neural Network Society
  • 2011-2014 Vice Provost for Research, OIST

Selected Publications

  • Elfwing S, Doya K (2014). Emergence of polymorphic mating strategies in robot colonies. PLoS One. 9(4):e93622. doi: 10.1371/journal.pone.0093622
  • Miyazaki KW, Miyazaki K, Tanaka KF, Yamanaka A, Takahashi A, Tabuchi S, Doya K (2014). Optogenetic activation of dorsal raphe serotonin neurons enhances patience for future rewards. Current Biology. doi: 10.1016/j.cub.2014.07.041
  • Moren J, Shibata T, Doya K (2013).  The mechanism of saccade motor pattern generation investigated by a large-scale spiking neuron model of the superior colliculus. PLoS One 8, e57134.
  • Nakano T, Yoshimoto J, Doya K (2013). A model-based prediction of the calcium responses in the striatal synaptic spines depending on the timing of cortical and dopaminergic inputs and post-synaptic spikes. Frontiers in Computational Neuroscience, 7:119.
  • Miyazaki KW, Miyazaki K, Doya K  (2012). Activation of dorsal raphe serotonin neurons is necessary for waiting for delayed rewards. Journal of Neuroscience 32, 10451-10457.
  • Elfwing S, Uchibe E, Doya K, Christensen HI (2011). Darwinian embodied evolution of the learning ability for survival. Adaptive Behavior, 19, 101-120. 2011.2
  • Ito M, Doya K (2011). Multiple representations and algorithms for reinforcement learning in the cortico-basal ganglia circuit. Current Opinion in Neurobiology 21: , 2011.4
  • Miyazaki K, MiyazakiKW, Doya K (2011). Activation of dorsal raphe serotonin neurons underlies waiting for delayed rewards. Journal of Neuroscience 31: 469-479.
  • Nakano T, Doi T, Yoshimoto J, Doya K (2010). A kinetic model of dopamine- and calcium-dependent striatal synaptic plasticity. PLoS Computational Biology 6(2):e1000670.
  • Ito M, Doya K (2009). Validation of decision-making models and analysis of decision variables in the rat basal ganglia. Journal of Neuroscience 29: 9861-9874.
  • Doya K (2008). Modulators of decision making. Nature Neuroscience 11: 410-416.
  • Doya K (2007). Reinforcement learning: Computational theory and biological mechanisms. HFSP Journal 1: 30-40.
  • Doya K, Uchibe E (2005) The Cyber Rodent project: Exploration of adaptive mechanisms for self-preservation and self-reproduction. Adaptive Behavior, 13, 149-160.
  • Samejima K, Ueda K, Doya K, Kimura M (2005). Representation of action-specific reward values in the striatum. Science 301: 1337-1340.
  • Morimoto J, Doya K (2005). Robust reinforcement learning. Neural Computation, 17, 335-359.
  • Tanaka SC, Doya K, Okada G, Ueda K, Okamoto Y, and Yamawaki S (2004). Prediction of Immediate and Future Rewards Differentially Recruits Cortico-Basal Ganglia Loops. Nature Neuroscience 7 (8), 887-893.
  • Doya K (2002). Metalearning and neuromodulation. Neural Networks 15: 495-506.
  • Doya K (2000). Reinforcement learning in continuous time and space. Neural Computation, 12, 219-245. 
  • Doya K (2000). Complementary roles of basal ganglia and cerebellum in learning and motor control. Current Opinion in Neurobiology 10: 732-739.
  • Doya K (1999). What are the computations of the cerebellum, the basal ganglia, and the cerebral cortex. Neural Networks 12: 961-974.
  • Doya K., Selverston A.I. (1994). Dimension reduction of biological neuron models by artificial neural networks. Neural Computation, 6, 696-717.
  • Doya K, Yoshizawa S (1989). Adaptive neural oscillator using continuous-time back-propagation learning. Neural Networks, 2, 375-386.

Athletic Awards

  • First place in age group, Marine Road Triathlon, Okinawa (2013).
  • Third place in age group, Miyakojima Triathlon (2008, 2010, 2014).
  • Finisher, Ironman World Championship in Hawaii (2006, 2011).

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