1. On evaluating stream learning algorithms

   • João Gama
   • Raquel Sebastião
   • Pedro Pereira Rodrigues

   OriginalPaper 24 October 2012 Pages: 317 - 346

   

2. Multiclass classification with bandit feedback using adaptive regularization

   • Koby Crammer
   • Claudio Gentile

   OriginalPaper 24 October 2012 Pages: 347 - 383

   

3. TEXPLORE: real-time sample-efficient reinforcement learning for robots

   • Todd Hester
   • Peter Stone

   OriginalPaper 24 October 2012 Pages: 385 - 429

   

4. Computational complexity of kernel-based density-ratio estimation: a condition number analysis

   • Takafumi Kanamori
   • Taiji Suzuki
   • Masashi Sugiyama

   OriginalPaper 12 December 2012 Pages: 431 - 460