Criteria for Uncertainty-based Corner Cases Detection in Instance Segmentation. arXiv e-prints, arXiv:2404.11266, 2024. [PUMA: itegpub imported isac-www] URL
Stream-based active learning for sliding windows under the influence of verification latency. Machine Learning, (111)6:2011--2036, Springer, 2022. [PUMA: itegpub imported isac-www]
An Efficient Multi Quantile Regression Network with Ad Hoc Prevention of Quantile Crossing. International Conference on Architecture of Computing Systems (ARCS), Springer, 2024. [PUMA: Self-Awareness itegpub QuantileRegression OrganicComputing QuantileCrossing imported DifferentiableSorting isac-www]
From Structured to Unstructured: A Comparative Analysis of Computer Vision and Graph Models in solving Mesh-based PDEs. International Conference on Architecture of Computing Systems (ARCS), Springer, 2024. [PUMA: itegpub DeepLearning SurrogateModel Organic MeshTopographies Computing Self-Optimization imported PartialDifferentialEquation isac-www]
Enhancing Multi-Objective Optimization through Machine Learning-Supported Multiphysics Simulation. arXiv e-prints, arXiv:2309.13179v2, 2024. [PUMA: itegpub Deep-Learning Explainable_Artificial_Intelligence Multiobjective_Optimisation imported Surrogate-Modelling Electric_Motors isac-www] URL
DADO – Low-Cost Query Strategies for Deep Active Design Optimization. International Conference on Machine Learning and Applications (ICMLA), 1611--1618, IEEE, 2023. [PUMA: Design-Optimization Numerical-Simulation itegpub Active-Learning Self-Optimization imported Self-Supervised-Learning isac-www]
Towards Few-Shot Time Series Anomaly Detection with Temporal Attention and Dynamic Thresholding. International Conference on Machine Learning and Applications (ICMLA), 1444--1450, IEEE, 2023. [PUMA: detection few-shot temporal itegpub dynamic learning imported thresholding attention anomaly isac-www]
Context Information for Corner Case Detection in Highly Automated Driving. IEEE International Conference on Intelligent Transportation Systems (ITSC), 1522--1529, IEEE, 2023. [PUMA: itegpub imported isac-www]
Leveraging Repeated Unlabelled Noisy Measurements to Augment Supervised Learning. International Conference on Computational Intelligence and Intelligent Systems (CIIS), 1--6, ACM, 2023. [PUMA: noisy_data semi-supervised_learning itegpub imported inhomogeneous_labels neural_networks reflection_spectroscopy isac-www] URL
The Vision of Self-Management in Cognitive Organic Power Distribution Systems. Energies, (15)3:881, MDPI, 2022. [PUMA: organic_computing distribution_management_system itegpub self-optimisation self-healing self-configuration home_energy_management_system imported cognitive_energysystems power_system self-organisation isac-www] URL
Multi-Task Representation Learning for Renewable-Power Forecasting: A Comparative Analysis of Unified Autoencoder Variants and Task-Embedding Dimensions. Machine Learning and Knowledge Extraction (MAKE), (5)3:1214--1233, MDPI, 2023. [PUMA: itegpub imported isac-www] URL
Spatio-Temporal Attention Graph Neural Network for Remaining Useful Life Prediction. Computational Science and Computational Intelligence (CSCI), IEEE, 2023. [PUMA: Graph_Neural_Network itegpub Clustering_Normalization Remaining_Useful_Life imported Spatio-Temporal_Attention RUL_Prediction isac-www]
Height Change Feature Based Free Space Detection. International Conference on Control, Mechatronics and Automation (ICCMA), 171--176, IEEE, 2023. [PUMA: itegpub imported isac-www]
What Does Really Count? Estimating Relevance of Corner Cases for Semantic Segmentation in Automated Driving. Workshop on roBustness and Reliability of Autonomous Vehicles in the Open-world (BRAVO), ICCV, 3991--4000, 2023. [PUMA: itegpub imported isac-www] URL
Continuous Feature Networks: A Novel Method to Process Irregularly and Inconsistently Sampled Data With Position-Dependent Features. International Journal On Advances in Intelligent Systems, (16)3&4:43--50, ThinkMind, 2023. [PUMA: itegpub machine_learning irregularly_sampled_data imported neural_nets continuous_kernel reflection_spectroscopy isac-www] URL
Optical Detection of the Body Mass Index and Related Parameters Using Multiple Spatially Resolved Reflection Spectroscopy. International Conference on Bioinformatics and Computational Biology (ICBCB), IEEE, 2024. [PUMA: itegpub body_mass_index imported neural_networks reflection_spectroscopy continuous_feature_networks isac-www]
Corner Cases in Machine Learning Processes. AI Perspectives & Advances, (6)1:1--17, 2023. [PUMA: itegpub Taxonomy NatureOfCornerCase CornerCasesDefinitionMachineLearning imported isac-www] URL
Towards Enhancing Deep Active Learning with Weak Supervision and Constrained Clustering. Workshop on Interactive Adapative Learning (IAL), ECML PKDD, 65--73, 2023. [PUMA: itegpub imported isac-www] URL
It is the habit not the handle that affects tooth brushing. Results of a randomised counterbalanced cross over study. Research Square, 2023. [PUMA: itegpub imported isac-www] URL
Model selection, adaptation, and combination for transfer learning in wind and photovoltaic power forecasts. Energy and AI, (14):100249, 2023. [PUMA: itegpub imported isac-www] URL