Essays about: "low-rank tensor decomposition"

Found 2 essays containing the words low-rank tensor decomposition.

  1. 1. An Investigation of Low-Rank Decomposition for Increasing Inference Speed in Deep Neural Networks With Limited Training Data

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Victor Wikén; [2018]
    Keywords : deep neural networks; convolutional neural networks; AlexNet; inference speed; optimization; low-rank tensor decomposition; fine-grained classification problem; dog breed classification; transfer learning;

    Abstract : In this study, to increase inference speed of convolutional neural networks, the optimization technique low-rank tensor decomposition has been implemented and applied to AlexNet which had been trained to classify dog breeds. Due to a small training set, transfer learning was used in order to be able to classify dog breeds. READ MORE

  3. 2. Analysis of 2 x 2 x 2 Tensors

    University essay from Matematiska institutionen

    Author : Ana Rovi; [2010]
    Keywords : Tensor decomposition. PARAFAC decomposition. Alternating Least Squares. Tensor Rank. Typical and generic rank. Best lower-rank approximation. Tensor Toolbox for MATLAB. Degeneracy. Uniqueness. Tensor classification.;

    Abstract : The question about how to determine the rank of a tensor has been widely studied in the literature. However the analytical methods to compute the decomposition of tensors have not been so much developed even for low-rank tensors. READ MORE