51 citations · 96 across the 9 of their papers we have counts for
4 papers · 1 filter
Graph Neural Networks to Predict Sports Outcomes
Peter Xenopoulos, Claudio Silva
Predicting outcomes in sports is important for teams, leagues, bettors, media, and fans. Given the growing amount of player tracking data, sports analytics models are increasingly…
Calibrate: Interactive Analysis of Probabilistic Model Output
Peter Xenopoulos, Joao Rulff, Luis Gustavo Nonato +2
Analyzing classification model performance is a crucial task for machine learning practitioners. While practitioners often use count-based metrics derived from confusion matrices,…
CitySurfaces: City-Scale Semantic Segmentation of Sidewalk Materials
Maryam Hosseini, Fabio Miranda, Jianzhe Lin +1
While designing sustainable and resilient urban built environment is increasingly promoted around the world, significant data gaps have made research on pressing sustainability iss…
Topological Representations of Local Explanations
Peter Xenopoulos, Gromit Chan, Harish Doraiswamy +3
Local explainability methods -- those which seek to generate an explanation for each prediction -- are becoming increasingly prevalent due to the need for practitioners to rational…