33 citations · 34 across the 4 of their papers we have counts for
4 papers
Periodic Spectral Ergodicity: A Complexity Measure for Deep Neural Networks and Neural Architecture Search
Mehmet Süzen, J. J. Cerdà, Cornelius Weber
Establishing associations between the structure and the generalisation ability of deep neural networks (DNNs) is a challenging task in modern machine learning. Producing solutions…
Evaluating Gaussian processes for sparse irregular spatio-temporal data
Mehmet Süzen, Abed Ajraou
A practical approach to evaluate performance of a Gaussian process regression models (GPR) for irregularly sampled sparse time-series is introduced. The approach entails constructi…
Ensemble Inequivalence in Single Molecule Experiments
M. Süzen, M. Sega, C. Holm
In bulk systems the calculation of the main thermodynamic quantities leads to the same expectation values in the thermodynamic limit, regardless of the choice of the statistical en…
Adaptive Dynamic Congestion Avoidance with Master Equation
Mehmet Süzen, Ziya Süzen
This paper proposes an adaptive variant of Random Early Detection (RED) gateway queue management for packet-switched networks via a discrete state analog of the non-stationary Mast…