English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

This tutorial paper provides an introduction to recently developed tools formachine learning, especially learning dynamical systems (systemidentification), with stability and robustness constraints. The main ideas aredrawn from contraction analysis and robust control, but adapted to problems inwhich large-scale models can be learnt with behavioural guarantees. Weillustrate the methods with applications in robust image recognition and systemidentification.

Contraction-Based Methods for Stable Identification and Robust Machine Learning: a Tutorial