2 papers
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.…
cs.LG2024
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…