1. Metalearning and Algorithm Selection: progress, state of the art and introduction to the 2018 Special Issue

   • Pavel Brazdil
   • Christophe Giraud-Carrier

   Editorial 29 December 2017 Pages: 1 - 14

2. Efficient benchmarking of algorithm configurators via model-based surrogates

   • Katharina Eggensperger
   • Marius Lindauer
   • Kevin Leyton-Brown

   OriginalPaper 22 December 2017 Pages: 15 - 41

   

3. Scalable Gaussian process-based transfer surrogates for hyperparameter optimization

   • Martin Wistuba
   • Nicolas Schilling
   • Lars Schmidt-Thieme

   OriginalPaper 22 December 2017 Pages: 43 - 78

   

4. Speeding up algorithm selection using average ranking and active testing by introducing runtime

   • Salisu Mamman Abdulrahman
   • Pavel Brazdil
   • Joaquin Vanschoren

   OriginalPaper 14 November 2017 Pages: 79 - 108

   

5. Instance spaces for machine learning classification

   • Mario A. Muñoz
   • Laura Villanova
   • Kate Smith-Miles

   OriginalPaper 28 December 2017 Pages: 109 - 147

   

6. The online performance estimation framework: heterogeneous ensemble learning for data streams

   • Jan N. van Rijn
   • Geoffrey Holmes
   • Joaquin Vanschoren

   OriginalPaper Open access 21 December 2017 Pages: 149 - 176

   

7. Discovering predictive ensembles for transfer learning and meta-learning

   • Pavel Kordík
   • Jan Černý
   • Tomáš Frýda

   OriginalPaper 21 December 2017 Pages: 177 - 207

   

8. Data complexity meta-features for regression problems

   • Ana C. Lorena
   • Aron I. Maciel
   • Ricardo B. C. Prudêncio

   OriginalPaper 21 December 2017 Pages: 209 - 246

   

9. Empirical hardness of finding optimal Bayesian network structures: algorithm selection and runtime prediction

   • Brandon Malone
   • Kustaa Kangas
   • Petri Myllymäki

   OriginalPaper 20 December 2017 Pages: 247 - 283

   

10. Meta-QSAR: a large-scale application of meta-learning to drug design and discovery

    • Ivan Olier
    • Noureddin Sadawi
    • Ross D. King

    OriginalPaper Open access 22 December 2017 Pages: 285 - 311