Explanatory Data Analysis

Useful insights from data

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

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

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!

In the news

18 July 2019

Two of our researchers, both part of the Data Science Research Programme, are featured in Leiden University news articles: read the interviews with Daniela and Manon.

More group changes

1 July 2019

Three people have finished: Marlo Brochard has completed his Bachelor thesis, and Laura Leising and Martijn Hoogland have finished their research internships. Congratulations!

Group changes

23 May 2019

Congratulations to Juliëtte Meeuwsen, who successfully defended her MSc thesis! Almost at the same time, Zhe Wang has joined the EDA group as MSc student working on his thesis research project. Welcome!

Vacancy for PhD student or postdoc

23 April 2019

We have a vacancy for the research project titled Human-Guided Data Science by Interactive Model Selection, funded by a NWO TOP grant.

Read more

NWO TOP grant

18 January 2019

Matthijs van Leeuwen was awarded an NWO TOP grant (module 2) for his research project titled Human-Guided Data Science by Interactive Model Selection.

News article @ leidenuniv.nl

EDA is part of

LIACS
Leiden Institute of Advanced Computer Science

DSRP
Data Science Research Programme

LCDS
Leiden Centre of Data Science

Leiden University
Leiden, the Netherlands