Time Series

The Lab's missions

Monitoring of new methods or algorithms to stay on the cutting edge of technology in forecasting, classification, clustering, and anomaly detection
Knowledge management to accelerate the development of future projects thanks to our reusable source code base
Detailed and documented packages on topics such as data quality, preprocessing, and modeling

Our research topics

Forecasting

By developing benchmarks we compare the performance of different use cases such as power consumption forecasting, wind productivity and call center activity forecasting. This is made possible by testing and researching the performance with classical static methods (LASSO, GAM...), machine learning methods (random forest, boosting...), or expert aggregates. But also with more complex approaches, notably via Deep Learning (LSTM, transformers...).

Classification/Clustering

With a repertoire supporting the development of future projects (customer segmentation, clustering of load curves or dimension reduction). But also through writing best practice guides and articles on the main steps of a clustering project.

Anomaly detection

The variety of methods being important, feedback on data quality missions or anomaly detection via sensors (industrial, IoT, etc.) allows us to capitalize on our knowledge. And therefore to direct research on the methods likely to be the most efficient (ML, probabilistic...).

Our publications

- Financial Services & Compliance

Sia US FS - Weekly Regulatory Update

2025

- Marketing & Sales

Generative.AI

Data Science & AI expertise combined with consulting services enable customers to embrace all aspects of Generative AI.

1 Our Generative AI Approach
2 Generative AI at a glance
3 Use cases for Generative AI
4 How should companies prepare for Generative AI adoption?

2025

- Marketing & Sales

SiaGPT : Harness the Power of Generative AI to…

An on-demand SaaS product designed to expedite consulting workflows. By harnessing the power of Generative AI, the tool offers a cutting-edge information extractor, and intuitive prompt interface.

Original Atricle: https://www.sia-partners.com/en/trending-insights/siagpt

2025

See our publications

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