PhD student or postdoctoral researcher Human-Guided Data Science
University Leiden, the Faculty of Science, Leiden Institute of Advanced Computer Science is looking for a
PhD student or postdoctoral researcher Human-Guided Data Science (1.0fte).
- Einsteinweg, Leiden, Zuid-Holland
- Tijdelijk contract / Tijdelijke opdracht
- Uren per week:
- 38 - 40 uur
- € 2222 - € 4166 per maand
The goal of the project, titled Human-Guided Data Science by Interactive Model Selection, is to develop theory and methods that allow domain experts to guide the data mining process. This is motivated by the observation that although there is a strong trend towards automated, data-driven modelling, it is not possible to fully automate all data science tasks. In particular, experts often have relevant knowledge that is not captured in the data. Hence, there is a strong need for human-guided data science that integrates knowledge-driven and data-driven modelling.
To this end, the researcher will develop theory and algorithms for interactive model selection that allows to exploit domain knowledge through interactive learning. For this we will build on both the minimum description length (MDL) principle and interactive data mining approaches. The resulting methods will be evaluated on real-world case studies in the health care and aviation domains, to demonstrate the potential to interactively discover novel insights from data.
There is funding for either a PhD student (4 years) or a postdoctoral researcher (3 years); the position will depend on the experience of the successful candidate. The project is funded by a NWO TOP grant and will be embedded in the Explanatory Data Analysis group at the Leiden Institute of Advanced Computer Science. The group develops algorithms and theory that enable domain experts to explain data by finding interpretable patterns and models. More information about the group can be found at http://eda.liacs.nl/
- Conduct original and novel research in the field of human-guided data science;
- Publish scientific articles in international journals and conferences;
- Write a dissertation (PhD student only).
- A MSc or PhD degree in Computer Science, Statistics, Data Science, Artificial Intelligence, or a related field;
- Good knowledge of and interest in data mining, machine learning, and statistics;
- Knowledge of the minimum description length principle and/or interactive data mining is a plus;
- Creative thinking and highly motivated to do foundational data mining research;
- Good programming skills;
- Excellent proficiency in English;
- Excellent grades and good reference letters.
When applying for the position of PhD student: We offer a full-time 1 year term position for initially one year. After a positive evaluation of the progress of the thesis, personal capabilities and compatibility the appointment will be extended by a further three years. Salary range from € 2.222,- to €2.840,- gross per month (pay scale P in accordance with the Collective Labour Agreement for Dutch Universities). All our PhD students are embedded in the Leiden University Graduate School of Science http://www.graduateschools.leidenuniv.nl. Our graduate school offers several PhD training courses at three levels: professional courses, skills training and personal effectiveness. In addition, advanced courses to deepen scientific knowledge are offered by the research school.
When applying for the position of postdoctoral researcher: We offer a full-time 2-year position, which may be extended to 3 years. Salary ranges from € 2640.- to € 4166.- gross per month for a full-time position as postdoc (pay scale 10 in accordance with the Collective Labour Agreement for Dutch Universities).
Leiden University offers an attractive benefits package with additional holiday (8%) and end-of-year bonuses(8.3 %), training and career development and sabbatical leave. Our individual choices model gives you some freedom to assemble your own set of terms and conditions. Candidates from outside the Netherlands may be eligible for a substantial tax break.
Leiden University is strongly committed to diversity within its community and especially welcomes applications from members of underrepresented groups. We wish to reflect society both in age, gender and culture, as we believe that this would optimize the dynamics in our organization. Therefore, we support and understand the need for a work/life/family balance and consequent varying working hours and places. In the Netherlands, a maternity allowance is standard for 16 weeks. Child care is available at and near the Bio Science Park.
Leiden University is strongly committed to diversity within its community and especially welcomes applications from members of underrepresented groups.
Enquiries can be made to Matthijs van Leeuwen, e-mail: firstname.lastname@example.org.