Lecture 9: Relation extraction and evaluation, 17 Oct.
Presentation
Recordings
- First hour: video | audio only
- Second hour: video | audio only
Mandatory reading
Relation extraction
- Jurafsky and Martin, Speech and Language Processing, 3. ed. (edition of 29. Aug. 2019)
- Ch. 17, sec. 17.2
Evaluation
- Christopher D. Manning, Prabhakar Raghavan, Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press. 2008. (online edition)
- Ch. 13 Text classification and Naive Bayes, section 13.6 Evaluation
- OpenIntro Ch. 6, "Inferences for categorical data"
- Sec. 6.5,
- some of Sec. 6.1 and 6.2
-
Miroslav Kubat, An Introduction to Machine Learning (accessible within the uio domain)
- Chapter 11 Performance, sec. 11.4 Learning Curves
- Chapter 12 Statistical significance, sec. 12.0-12.4
- Chapter 13, section 13.7 Criteria for performance evaluation