Document Type
Theses, Ph.D
Rights
Available under a Creative Commons Attribution Non-Commercial Share Alike 4.0 International Licence
Disciplines
1.2 COMPUTER AND INFORMATION SCIENCE
Abstract
One of the critical success factors for supervised machine learning is the quality of target values, or predictions, associated with training instances. Predictions can be discrete labels (such as a binary variable specifying whether a blog post is positive or negative) or continuous ratings (for instance, how boring a video is on a 10-point scale). In some areas, predictions are readily available, while in others, the eort of human workers has to be involved. For instance, in the task of emotion recognition from speech, a large corpus of speech recordings is usually available, and humans denote which emotions are present in which recordings.
DOI
https://doi.org/10.21427/D7T59S
Recommended Citation
Tarasov, A. (2014). Dynamic Estimation of Rater Reliability using Multi-Armed Bandits. Doctoral Thesis, Technological University Dublin. doi:10.21427/D7T59S
Publication Details
Successfully submitted for the award of Doctor of Philosophy (Ph.D) to the Technological University Dublin, 2014.