Sökning: "Markos Katsoulakis"
Hittade 2 avhandlingar innehållade orden Markos Katsoulakis.
1. Parallelism in Event-Based Computations with Applications in Biology
Sammanfattning : Event-based models find frequent usage in fields such as computational physics and biology as they may contain both continuous and discrete state variables and may incorporate both deterministic and stochastic state transitions. If the state transitions are stochastic, computer-generated random numbers are used to obtain the model solution. LÄS MER
2. Numerical algorithms for high dimensional integration with application to machine learning and molecular dynamics
Sammanfattning : This thesis contains results on high dimensional integration with two papers, paper I and paper II, presenting applications in machine learning and two papers, paper III and paper IV, presenting applications to molecular dynamics.In paper I we present algorithms based on a Metropolis test for training shallow neural networks with trigonometric activation functions. LÄS MER