Case study #3
Description
Title
Modeling XXX from comparative judgements
Abstract
- What is the problem to solve?
- How is the problem solved previously?
- What are the difficulties (too much human effort)?
- How are you going to solve it (with comparative judgement)?
- Results?
Introduction
Extended version of the abstract
Background and Related Work
Related work for the use case
- How others have tried to solve the problem (literature review)
- Especially the baseline regression approach, describe how it works in details.
Related work for learning from comparative judgements
- Literature review on learning to rank
- Existing work on learning from comparative judgements (Learning User Preferences By Adaptive Pairwise Comparison)
Methodology
Describe how the proposed framework works.
Experiment
Data
Evaluation
- Comparative accuracy
- MAE
- Pearson Correlation Coefficient
- Spearman's ranking Correlation Coefficient
Treatments
- Baseline1: regression model
- Baseline2: linear comparative (SVM)
- Your approach
Results
Discussion
Limitations
Conclusion
conclusions and future work