2 papers
cs.LG2025
Training Gradient Boosted Decision Trees on Tabular Data Containing Label Noise for Classification Tasks
Anita Eisenbürger, Daniel Otten, Anselm Hudde +1
Label noise, which refers to the mislabeling of instances in a dataset, can significantly impair classifier performance, increase model complexity, and affect feature selection. Wh…
cs.LG2024
Backdoor attacks on DNN and GBDT -- A Case Study from the insurance domain
Robin Kühlem, Daniel Otten, Daniel Ludwig +3
Machine learning (ML) will likely play a large role in many processes in the future, also for insurance companies. However, ML models are at risk of being attacked and manipulated.…