Explanatory Data Analysis

Useful insights from data

Dr. Matthijs van Leeuwen, group leader
Dr. Matthijs van Leeuwen
Associate professor
Group leader

The EDA group at LIACS, headed by dr. Matthijs van Leeuwen, develops algorithms and theory that enable domain experts to explain data by finding interpretable patterns and models.

Our main focus is on exploratory data analysis, often in the form of discovering novel and unexpected patterns that may give useful insights. Even when predictive modelling is the final goal, it is essential to first get a solid grasp on the data. Regardless of the analysis task, we aim for algorithms that are accurate, provide interpretable results, and can be guided by the analyst (to exploit prior knowledge).

Our research builds on the state of the art in information theoretic data mining (e.g., using the minimum description length (MDL) and maximum entropy principles), statistical pattern mining, and interactive data exploration and analytics. More broadly speaking, our research can be situated in the fields of data mining, machine learning, data science, and artificial intelligence (AI).

We mostly work on multidisciplinary data science projects, as we strongly believe that this leads to interesting, fundamental data mining problems for which the solutions we propose have the potential to positively impact society.

News and updates

Looking for two PhD students

15 June 2020

We have a vacancy for two PhD candidates on Machine Learning for Digital Twins.

Teddy Etoeharnowo, MSc

27 March 2020

Congratulations to Teddy, who successfully defended his MSc thesis today!

New students

1 March 2020

Five students have recently started working on their thesis projects in our group: welcome Floyd, Frederick, Koen, Michiel, and Wai-Yip!

Zhe Wang, MSc

18 December 2019

Congratulations to Zhe Wang, who successfully defended his MSc thesis today!

TTW Perspectief grant

7 November 2019

NWO has awarded a TTW Perspectief grant to the Digital Twin research programme, a 5.7 million euros programme that will hire 17 PhD students and 2 postdocs across the Netherlands, including 2 PhD students in the EDA group. Read more

New PhD student

1 August 2019

Lincen Yang, who previously did his Master thesis project in our group, has joined the EDA group as PhD student working on human-guided data science. Welcome!

EDA is part of

Leiden Institute of Advanced Computer Science

Data Science Research Programme

Leiden Centre of Data Science

Leiden University
Leiden, the Netherlands