17 citations · 28 across the 4 of their papers we have counts for
4 papers
Statistical monitoring of European cross-border physical electricity flows using novel temporal edge network processes
Anna Malinovskaya, Rebecca Killick, Kathryn Leeming +1
Conventional modelling of networks evolving in time focuses on capturing variations in the network structure. However, the network might be static from the origin or experience onl…
Statistical process monitoring of artificial neural networks
Anna Malinovskaya, Pavlo Mozharovskyi, Philipp Otto
The rapid advancement of models based on artificial intelligence demands innovative monitoring techniques which can operate in real time with low computational costs. In machine le…
Statistical learning for change point and anomaly detection in graphs
Anna Malinovskaya, Philipp Otto, Torben Peters
Complex systems which can be represented in the form of static and dynamic graphs arise in different fields, e.g. communication, engineering and industry. One of the interesting pr…
Online network monitoring
Anna Malinovskaya, Philipp Otto
The application of network analysis has found great success in a wide variety of disciplines; however, the popularity of these approaches has revealed the difficulty in handling ne…