Search for dissertations about: "Markos Katsoulakis"

Found 2 swedish dissertations containing the words Markos Katsoulakis.

  2. 1. Parallelism in Event-Based Computations with Applications in Biology

    Author : Pavol Bauer; Stefan Engblom; Markos A. Katsoulakis; Uppsala universitet; []
    Keywords : NATURVETENSKAP; NATURAL SCIENCES; NATURVETENSKAP; NATURAL SCIENCES; Event-based computations; Parallel algorithms; Discrete-event simulation; Monte-Carlo methods; Systems biology.; Scientific Computing; Beräkningsvetenskap;

    Abstract : 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. READ MORE

  4. 2. Numerical algorithms for high dimensional integration with application to machine learning and molecular dynamics

    Author : Aku Kammonen; Anders Szepessy; Markos Katsoulakis; KTH; []
    Keywords : NATURVETENSKAP; NATURAL SCIENCES; Numerical Analysis; Numerisk analys;

    Abstract : 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. READ MORE