An Analytic and Empirical Evaluation of Return-on-Investment-Based Active Learning.
Robbie HaertelEric K. RinggerKevin D. SeppiPaul FeltPublished in: LAW@NAACL-HLT (2015)
Keyphrases
- empirical evaluation
- return on investment
- active learning
- learning strategies
- decision makers
- training set
- semi supervised
- training examples
- learning algorithm
- pool based active learning
- selective sampling
- supervised learning
- semi supervised learning
- relevance feedback
- random sampling
- banking industry
- data sets
- labeled data
- batch mode
- learning process
- imbalanced data classification
- investments in information technology
- experimental design
- website
- sample selection
- active learning strategies
- music emotion classification