🏢 China University of Geosciences
KFNN: K-Free Nearest Neighbor For Crowdsourcing
·1335 words·7 mins·
loading
·
loading
AI Applications
Healthcare
🏢 China University of Geosciences
KFNN dynamically determines optimal neighborhood sizes for label integration in crowdsourcing, significantly boosting accuracy and robustness, especially with limited noisy labels.
IWBVT: Instance Weighting-based Bias-Variance Trade-off for Crowdsourcing
·1247 words·6 mins·
loading
·
loading
AI Applications
Education
🏢 China University of Geosciences
IWBVT: A novel instance weighting approach significantly improves model quality in crowdsourcing by mitigating the impact of intractable instances and achieving a bias-variance trade-off.