1. Introduction to the special issue on empirical evaluations in reinforcement learning

   • Shimon Whiteson
   • Michael L. Littman

   Editorial Open access 03 June 2011 Pages: 1 - 6

2. On the analysis and design of software for reinforcement learning, with a survey of existing systems

   • Tim Kovacs
   • Robert Egginton

   OriginalPaper 27 February 2011 Pages: 7 - 49

3. Empirical evaluation methods for multiobjective reinforcement learning algorithms

   • Peter Vamplew
   • Richard Dazeley
   • Evan Dekker

   OriginalPaper 22 December 2010 Pages: 51 - 80

4. The first learning track of the international planning competition

   • Alan Fern
   • Roni Khardon
   • Prasad Tadepalli

   OriginalPaper 31 January 2011 Pages: 81 - 107

5. Informing sequential clinical decision-making through reinforcement learning: an empirical study

   • Susan M. Shortreed
   • Eric Laber
   • Susan A. Murphy

   OriginalPaper 22 December 2010 Pages: 109 - 136

6. Reinforcement learning in feedback control

   • Roland Hafner
   • Martin Riedmiller

   OriginalPaper 27 February 2011 Pages: 137 - 169

7. Policy search for motor primitives in robotics

   • Jens Kober
   • Jan Peters

   OriginalPaper 06 November 2010 Pages: 171 - 203

8. Characterizing reinforcement learning methods through parameterized learning problems

   • Shivaram Kalyanakrishnan
   • Peter Stone

   OriginalPaper 03 June 2011 Pages: 205 - 247