output
20162024
most citedSurvey on Misbehavior Detection in Cooperative Intelligent Transportation Systems

257 citations

Showing 2024Show all

5 papers · 1 filter

eess.SY2024★ 6 cited

Predictive Energy Management for Battery Electric Vehicles with Hybrid Models

Yu-Wen Huang, Christian Prehofer, William Lindskog +3

This paper addresses the problem of predicting the energy consumption for the drivers of Battery electric vehicles (BEVs). Several external factors (e.g., weather) are shown to hav…

cs.LG2024★ 7 cited

A Federated Learning Benchmark on Tabular Data: Comparing Tree-Based Models and Neural Networks

William Lindskog, Christian Prehofer

Federated Learning (FL) has lately gained traction as it addresses how machine learning models train on distributed datasets. FL was designed for parametric models, namely Deep Neu…

cs.LG2024★ 2 cited

Histogram-Based Federated XGBoost using Minimal Variance Sampling for Federated Tabular Data

William Lindskog, Christian Prehofer, Sarandeep Singh

Federated Learning (FL) has gained considerable traction, yet, for tabular data, FL has received less attention. Most FL research has focused on Neural Networks while Tree-Based Mo…

cs.LG2024★ 11 cited

Federated Learning for Tabular Data using TabNet: A Vehicular Use-Case

William Lindskog, Christian Prehofer

In this paper, we show how Federated Learning (FL) can be applied to vehicular use-cases in which we seek to classify obstacles, irregularities and pavement types on roads. Our pro…

cs.CV2024★ 1 cited

EC-IoU: Orienting Safety for Object Detectors via Ego-Centric Intersection-over-Union

Brian Hsuan-Cheng Liao, Chih-Hong Cheng, Hasan Esen +1

This paper presents Ego-Centric Intersection-over-Union (EC-IoU), addressing the limitation of the standard IoU measure in characterizing safety-related performance for object dete…