I am a lecturer and researcher at Bournemouth University, UK. My
research focuses on online predictive systems. I
am interested in adaptive predictive modeling, mining evolving streaming data, detecting and characterizing changes, integrating
detection and adaptation mechanisms into predictive models.
Keywords: adaptive learning, concept drift, evolving data streams, change detection, discrimination free data mining.
Keywords: adaptive learning, concept drift, evolving data streams, change detection, discrimination free data mining.
NEWS
- From mid June to mid August 2012 I will be on a secondment at Evonik Industries in Germany. We are building adaptive soft sensors.
- We are organizing a workshop on Discrimination and Privacy-Aware Data Mining at ICDM'12 in Brussels, Belgium.
- We are presenting a tutorial on Advanced Topics in Data Stream Mining at ECMLPKDD'12 in Bristol, UK.
- We are in progress of editing a special issue of HaCDAIS within the Evolving Systems journal, Springer.
2012
- Fully funded PhD studentship at Bournemouth University within INFER.eu project is now closed for applications.
2011
- 4 fully funded PhD studentships at Bournemouth University within INFER.eu project:
- Data Pre-processing and Predictive Modelling for the Development of Adaptive Soft Sensors
- Handling Multiple Adaptive Elements in Predictive Modelling with Streaming Data
- Meta-level Learning in the Context of Multi-component, Multi-level Evolving Prediction Systems
- Design of Effective User Interfaces for Incorporation of Expert Knowledge, Visualisation and Decision Making in the Context of Evolving Prediction Systems
- Application deadline has passed. More details about the studentships can be found here.
- We organized a workshop on concept drift HaCDAIS 2011 at ICDM on the 10th of December in Vancouver, Canada.
- We organized a workshop on Adaptive Prediction Systems on the 4th of August in Bournemouth as a part of the INFER.eu project.
- We presented a tutorial on Handling Concept Drift at PAKDD'11.
- I am starting as a lecturer at Bournemouth University in March, 2011. I will be involved in the INFER.eu project.
- I am visiting ML group at University of Waikato, New Zealand. I will be there until March 2011.
2010
- We created a mailing list for announcements, discussions, job postings related to the topic of concept drift in data mining / machine learning. Posts are moderated. To subscribe go to the group home page.
- We organized a workshop on concept drift HaCDAIS 2010 at ECML/PKDD on the 24th of September 2010 in Barcelona.