| 2 | -- | 7 | James T. Yurkovich, Bernhard O. Palsson. Solving Puzzles With Missing Pieces: The Power of Systems Biology [Point of View] |
| 8 | -- | 10 | Simon Haykin, Stephen J. Wright, Yoshua Bengio. Big Data: Theoretical Aspects [Scanning the Issue] |
| 11 | -- | 33 | Maximilian Nickel, Kevin Murphy 0002, Volker Tresp, Evgeniy Gabrilovich. A Review of Relational Machine Learning for Knowledge Graphs |
| 34 | -- | 57 | Jun Wang, Wei Liu, Sanjiv Kumar, Shih-Fu Chang. Learning to Hash for Indexing Big Data - A Survey |
| 58 | -- | 92 | Jiyan Yang, Xiangrui Meng, Michael W. Mahoney. Implementing Randomized Matrix Algorithms in Parallel and Distributed Environments |
| 93 | -- | 110 | Alfred Olivier Hero, Bala Rajaratnam. Foundational Principles for Large-Scale Inference: Illustrations Through Correlation Mining |
| 111 | -- | 125 | Quentin Berthet, Venkat Chandrasekaran. Resource Allocation for Statistical Estimation |
| 126 | -- | 135 | Peter Buhlmann, Nicolai Meinshausen. Magging: Maximin Aggregation for Inhomogeneous Large-Scale Data |
| 136 | -- | 147 | Alina Beygelzimer, Hal Daumé III, John Langford, Paul Mineiro. Learning Reductions That Really Work |
| 148 | -- | 175 | Bobak Shahriari, Kevin Swersky, Ziyu Wang, Ryan P. Adams, Nando de Freitas. Taking the Human Out of the Loop: A Review of Bayesian Optimization |
| 176 | -- | 197 | Michael K. K. Leung, Andrew Delong, Babak Alipanahi, Brendan J. Frey. Machine Learning in Genomic Medicine: A Review of Computational Problems and Data Sets |
| 198 | -- | 209 | Simon Reif-Acherman. Georg Simon Ohm and the First Comprehensive Theory of Electrical Conductivity in Metals [Scanning our Past] |