Fairly Evaluating and Scoring Items in a Data Set

Tutorial at VLDB 2020


Cite as:
Abolfazl Asudeh, H. V. Jagadish. Fairly Evaluating and Scoring Items in a Data Set. PVLDB, 13(12): 3445-3448, 2020.
DOI: https://doi.org/3415478.3415566
Link to PDF:
www.vldb.org/pvldb/vol13/p3445-asudeh.pdf
Slides:
Part 1: Motivation and Definitions
Part 2: Current State of the Art
Part 3: Possible Directions
ID Presenter Topic/Title Video
1
Basic Background for Fairness
2
Fairness in Ranking, Bias in Data
3
Score-based Evaluation explained
4
Pre-process Techniques
5
Pre-process Techniques: Coverage
6
In-process Techniques for Classification
7
In-process Techniques for Ranking
8
Possible Directions