Essays about: "HIROYUKI VINCENT YAMAZAKI"

Found 2 essays containing the words HIROYUKI VINCENT YAMAZAKI.

  1. 1. On Depth and Complexity of Generative Adversarial Networks

    University essay from KTH/Skolan för datavetenskap och kommunikation (CSC)

    Author : Hiroyuki Vincent Yamazaki; [2017]
    Keywords : Neural Network; Generative Adversarial Network; GAN;

    Abstract : Although generative adversarial networks (GANs) have achieved state-of-the-art results in generating realistic look- ing images, they are often parameterized by neural net- works with relatively few learnable weights compared to those that are used for discriminative tasks. We argue that this is suboptimal in a generative setting where data is of- ten entangled in high dimensional space and models are ex- pected to benefit from high expressive power. READ MORE

  2. 2. Scalability of a Genetic Algorithm that solves a UniversityCourse Scheduling Problem Inspired by KTH

    University essay from KTH/Skolan för datavetenskap och kommunikation (CSC)

    Author : HIROYUKI VINCENT YAMAZAKI; John Pertoft; [2014]
    Keywords : ;

    Abstract : Scheduling university courses is a combinatorial optimization problem where a set of events such as lectures, seminars and labs have to be scheduled into certain time slots while taking various constraints into account. The problem is considered dicult by conventional methods andthe amount of required computations usually increases exponentially with the size of the problem. READ MORE