User: Guest  Login
Document type:
Bachelorarbeit 
Author(s):
Eric Fuchs 
Title:
Comparison of distance metrics for MDS based NLDR using CNNs 
Abstract:
The L1 and L2 distance metrics can be used when training convolutional neural nets to perform nonlinear dimensionality reduction on image datasets, generating embedded spaces in a similar manner as with multidimensional scaling. The choice between them is often made arbitrarily. We trained enocder/decoder network pairs as Regressors, Autoencoders, Siamese networks, and with a triplet loss before applying them to Classification, Outlier detection, Interpolation, and Denoising. The experimental re...    »
 
Supervisor:
Hans-Joachim Bungartz 
Advisor:
Severin Reiz 
Year:
2020 
Quarter:
1. Quartal 
Year / month:
2020-02 
Month:
Feb 
Language:
en 
University:
Technical University of Munich 
Faculty:
Fakultät für Informatik