Essays about: "gradientmetoder"

Found 2 essays containing the word gradientmetoder.

  1. 1. A Study of the Loss Landscape and Metastability in Graph Convolutional Neural Networks

    University essay from KTH/Matematisk statistik

    Author : Sofia Larsson; [2020]
    Keywords : Graph neural networks; Graph convolutional neural networks; Loss landscape; Gradient descent; Stochastic gradient descent; Stochastic gradient Langevin dynamics; Grafneurala nätverk; grafiska faltningsnätverk; lösningslandskap; gradientmetoder; stokastiska gradientmetoder; stokastisk gradient Langevin dynamik;

    Abstract : Many novel graph neural network models have reported an impressive performance on benchmark dataset, but the theory behind these networks is still being developed. In this thesis, we study the trajectory of Gradient descent (GD) and Stochastic gradient descent (SGD) in the loss landscape of Graph neural networks by replicating Xing et al. READ MORE

  3. 2. Optimal trading with transaction costs using a PMP gradient method

    University essay from KTH/Optimeringslära och systemteori

    Author : Daniel Gullberg; [2016]
    Keywords : ;

    Abstract : This thesis considers a portfolio optimization problem with linear transaction costs, as interpreted by Ampfield Aktiebolag, and analyses it by using a gradient method based on Pontryagin's maximum principle (PMP). First the problem is outlined and afterwards it turns out that a gradient PMP method is easy to employ and gives reasonable solutions. READ MORE