Deep learning for time series analysis with application on human motion. (Apprentissage profond pour l'analyse des séries temporelles avec application au mouvement humain).

[BibT_eX]

[DOI]

Ali Ismail-Fawaz

PhD thesis, 2025

Establishing a unified evaluation framework for human motion generation: A comparative analysis of metrics.

[BibT_eX]

[DOI]

Comput. Vis. Image Underst., 2025

Time Series Machine Learning with Aeon: Classification and Regression.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track and Demo Track, 2025

Enhancing Time Series Classification with Diversity-Driven Neural Network Ensembles.

[BibT_eX]

[DOI]

Proceedings of the International Joint Conference on Neural Networks, 2025

A Deep Dive into Alternatives to the Global Average Pooling for Time Series Classification.

[BibT_eX]

[DOI]

Proceedings of the Advanced Analytics and Learning on Temporal Data, 2025

Re-framing Time Series Augmentation Through the Lens of Generative Models.

[BibT_eX]

[DOI]

Proceedings of the Advanced Analytics and Learning on Temporal Data, 2025

2024

aeon: a Python Toolkit for Learning from Time Series.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2024

Finding Foundation Models for Time Series Classification with a PreText Task.

[BibT_eX]

[DOI]

Proceedings of the Trends and Applications in Knowledge Discovery and Data Mining, 2024

A Hands-on Introduction to Time Series Classification and Regression.

[BibT_eX]

[DOI]

Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

A Supervised Variational Auto-encoder for Human Motion Generation Using Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition and Artificial Intelligence, 2024

LITE: Light Inception avec des Techniques de Boosting pour la Classification de Séries Temporelles.

[BibT_eX]

[DOI]

Proceedings of the Extraction et Gestion des Connaissances, 2024

COCALITE: A Hybrid Model COmbining CAtch22 and LITE for Time Series Classification.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Big Data, 2024

Weighted Average of Human Motion Sequences for Improving Rehabilitation Assessment.

[BibT_eX]

[DOI]

Proceedings of the Advanced Analytics and Learning on Temporal Data, 2024

2023

An Approach to Multiple Comparison Benchmark Evaluations that is Stable Under Manipulation of the Comparate Set.

[BibT_eX]

[DOI]

CoRR, 2023

Enhancing Time Series Classification with Self-Supervised Learning.

[BibT_eX]

[DOI]

Proceedings of the 15th International Conference on Agents and Artificial Intelligence, 2023

LITE: Light Inception with boosTing tEchniques for Time Series Classification.

[BibT_eX]

[DOI]

Proceedings of the 10th IEEE International Conference on Data Science and Advanced Analytics, 2023

ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging.

[BibT_eX]

[DOI]

Proceedings of the Advanced Analytics and Learning on Temporal Data, 2023

2022

Deep Learning For Time Series Classification Using New Hand-Crafted Convolution Filters.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Big Data, 2022

Ali Ismail-Fawaz

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