Uncertainty Quantification for Motor Imagery BCI -- Machine Learning vs. Deep Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Suurmeijer, Joris, de Jong, Ivo Pascal, Valdenegro-Toro, Matias, Sburlea, Andreea Ioana |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Uncertainty Quantification for cross-subject Motor Imagery classification
by: Manivannan, Prithviraj, et al.
Published: (2024)
by: Manivannan, Prithviraj, et al.
Published: (2024)
Uncertainty Quantification in Machine Learning for Biosignal Applications -- A Review
by: de Jong, Ivo Pascal, et al.
Published: (2023)
by: de Jong, Ivo Pascal, et al.
Published: (2023)
The Challenge of Out-Of-Distribution Detection in Motor Imagery BCIs
by: Mulder, Merlijn Quincent, et al.
Published: (2026)
by: Mulder, Merlijn Quincent, et al.
Published: (2026)
Measuring Orthogonality as the Blind-Spot of Uncertainty Disentanglement
by: de Jong, Ivo Pascal, et al.
Published: (2024)
by: de Jong, Ivo Pascal, et al.
Published: (2024)
Transferring BCI models from calibration to control: Observing shifts in EEG features
by: de Jong, Ivo Pascal, et al.
Published: (2024)
by: de Jong, Ivo Pascal, et al.
Published: (2024)
Riemannian Geometry-Preserving Variational Autoencoder for MI-BCI Data Augmentation
by: Poļaka, Viktorija, et al.
Published: (2026)
by: Poļaka, Viktorija, et al.
Published: (2026)
Unified Uncertainties: Combining Input, Data and Model Uncertainty into a Single Formulation
by: Valdenegro-Toro, Matias, et al.
Published: (2024)
by: Valdenegro-Toro, Matias, et al.
Published: (2024)
Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models
by: Borszukovszki, Mirko, et al.
Published: (2025)
by: Borszukovszki, Mirko, et al.
Published: (2025)
Uncertainty Quantification for Gradient-based Explanations in Neural Networks
by: Mulye, Mihir, et al.
Published: (2024)
by: Mulye, Mihir, et al.
Published: (2024)
Unsupervised Adaptive Deep Learning Method For BCI Motor Imagery Decoding
by: Ouahidi, Yassine El, et al.
Published: (2024)
by: Ouahidi, Yassine El, et al.
Published: (2024)
NLP Methods May Actually Be Better Than Professors at Estimating Question Difficulty
by: Zotos, Leonidas, et al.
Published: (2025)
by: Zotos, Leonidas, et al.
Published: (2025)
Sanity Checks for Explanation Uncertainty
by: Valdenegro-Toro, Matias, et al.
Published: (2024)
by: Valdenegro-Toro, Matias, et al.
Published: (2024)
Modeling of AUV Dynamics with Limited Resources: Efficient Online Learning Using Uncertainty
by: Tešnar, Michal, et al.
Published: (2025)
by: Tešnar, Michal, et al.
Published: (2025)
Forecasting Smog Clouds With Deep Learning
by: Oldenburg, Valentijn, et al.
Published: (2024)
by: Oldenburg, Valentijn, et al.
Published: (2024)
Can Bayesian Neural Networks Explicitly Model Input Uncertainty?
by: Valdenegro-Toro, Matias, et al.
Published: (2025)
by: Valdenegro-Toro, Matias, et al.
Published: (2025)
Overconfidence is Key: Verbalized Uncertainty Evaluation in Large Language and Vision-Language Models
by: Groot, Tobias, et al.
Published: (2024)
by: Groot, Tobias, et al.
Published: (2024)
Uncertainty in Semantic Language Modeling with PIXELS
by: Radu, Stefania, et al.
Published: (2025)
by: Radu, Stefania, et al.
Published: (2025)
LGL-BCI: A Motor-Imagery-Based Brain-Computer Interface with Geometric Learning
by: Lu, Jianchao, et al.
Published: (2023)
by: Lu, Jianchao, et al.
Published: (2023)
EEGEncoder: Advancing BCI with Transformer-Based Motor Imagery Classification
by: Liao, Wangdan, et al.
Published: (2024)
by: Liao, Wangdan, et al.
Published: (2024)
EEG-based AI-BCI Wheelchair Advancement: Hybrid Deep Learning with Motor Imagery for Brain Computer Interface
by: Thapa, Bipul, et al.
Published: (2025)
by: Thapa, Bipul, et al.
Published: (2025)
Informed Learning for Estimating Drought Stress at Fine-Scale Resolution Enables Accurate Yield Prediction
by: Miranda, Miro, et al.
Published: (2025)
by: Miranda, Miro, et al.
Published: (2025)
Terrain Classification Enhanced with Uncertainty for Space Exploration Robots from Proprioceptive Data
by: Álvarez, Mariela De Lucas, et al.
Published: (2024)
by: Álvarez, Mariela De Lucas, et al.
Published: (2024)
Calibration in Machine Learning Uncertainty Quantification: beyond consistency to target adaptivity
by: Pernot, Pascal
Published: (2023)
by: Pernot, Pascal
Published: (2023)
Old Rules in a New Game: Mapping Uncertainty Quantification to Quantum Machine Learning
by: Wendlinger, Maximilian, et al.
Published: (2025)
by: Wendlinger, Maximilian, et al.
Published: (2025)
Robust Feature Engineering Techniques for Designing Efficient Motor Imagery-Based BCI-Systems
by: Gardezi, Syed Saim, et al.
Published: (2024)
by: Gardezi, Syed Saim, et al.
Published: (2024)
Uncertainty Quantification for Deep Learning
by: van Leeuwen, Peter Jan, et al.
Published: (2024)
by: van Leeuwen, Peter Jan, et al.
Published: (2024)
Geometry-Aware Deep Congruence Networks for Manifold Learning in Cross-Subject Motor Imagery
by: Manivannan, Sanjeev, et al.
Published: (2025)
by: Manivannan, Sanjeev, et al.
Published: (2025)
A Survey on Uncertainty Quantification Methods for Deep Learning
by: He, Wenchong, et al.
Published: (2023)
by: He, Wenchong, et al.
Published: (2023)
Torch-Uncertainty: A Deep Learning Framework for Uncertainty Quantification
by: Lafage, Adrien, et al.
Published: (2025)
by: Lafage, Adrien, et al.
Published: (2025)
Large-image Object Detection for Fine-grained Recognition of Punches Patterns in Medieval Panel Painting
by: Bruegger, Josh, et al.
Published: (2025)
by: Bruegger, Josh, et al.
Published: (2025)
Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage?
by: Shen, Maohao, et al.
Published: (2024)
by: Shen, Maohao, et al.
Published: (2024)
Uncertainty Quantification for Machine Learning in Healthcare: A Survey
by: López, L. Julián Lechuga, et al.
Published: (2025)
by: López, L. Julián Lechuga, et al.
Published: (2025)
Multi-fidelity Machine Learning for Uncertainty Quantification and Optimization
by: Zhang, Ruda, et al.
Published: (2024)
by: Zhang, Ruda, et al.
Published: (2024)
On the Need to Align Intent and Implementation in Uncertainty Quantification for Machine Learning
by: Trivedi, Shubhendu, et al.
Published: (2025)
by: Trivedi, Shubhendu, et al.
Published: (2025)
Probabilistic Consistency in Machine Learning and Its Connection to Uncertainty Quantification
by: Patrone, Paul, et al.
Published: (2025)
by: Patrone, Paul, et al.
Published: (2025)
Uncertainty Quantification for Machine Learning: One Size Does Not Fit All
by: Hofman, Paul, et al.
Published: (2025)
by: Hofman, Paul, et al.
Published: (2025)
Self-Improving Interference Management Based on Deep Learning With Uncertainty Quantification
by: Lee, Hyun-Suk, et al.
Published: (2024)
by: Lee, Hyun-Suk, et al.
Published: (2024)
Physics-Guided Machine Learning for Uncertainty Quantification in Turbulence Models
by: Chu, Minghan, et al.
Published: (2025)
by: Chu, Minghan, et al.
Published: (2025)
Statistical Uncertainty Quantification for Aggregate Performance Metrics in Machine Learning Benchmarks
by: Longjohn, Rachel, et al.
Published: (2025)
by: Longjohn, Rachel, et al.
Published: (2025)
Analysis of Diagnostics (Part I): Prevalence, Uncertainty Quantification, and Machine Learning
by: Patrone, Paul N., et al.
Published: (2023)
by: Patrone, Paul N., et al.
Published: (2023)
Similar Items
-
Uncertainty Quantification for cross-subject Motor Imagery classification
by: Manivannan, Prithviraj, et al.
Published: (2024) -
Uncertainty Quantification in Machine Learning for Biosignal Applications -- A Review
by: de Jong, Ivo Pascal, et al.
Published: (2023) -
The Challenge of Out-Of-Distribution Detection in Motor Imagery BCIs
by: Mulder, Merlijn Quincent, et al.
Published: (2026) -
Measuring Orthogonality as the Blind-Spot of Uncertainty Disentanglement
by: de Jong, Ivo Pascal, et al.
Published: (2024) -
Transferring BCI models from calibration to control: Observing shifts in EEG features
by: de Jong, Ivo Pascal, et al.
Published: (2024)