This book constitutes the refereed proceedings of the 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, PKDD 2007, held in Warsaw, Poland, in September 2007, co-located with ECML 2007, the 18th European Conference on Machine Learning.

The 28 revised full papers and 35 revised short papers presented together with abstracts of 4 invited talks were carefully reviewed and selected from 592 papers submitted to both, ECML and PKDD. The papers present original results on leading-edge subjects of knowledge discovery from conventional and complex data and address all current issues in the area.

This book constitutes the refereed proceedings of the 18th European Conference on Machine Learning, ECML 2007, held in Warsaw, Poland, September 17-21, 2007, jointly with PKDD 2007.

The 41 revised full papers and 37 revised short papers presented together with abstracts of 4 invited talks were carefully reviewed and selected from 592 abstracts submitted to both, ECML and PKDD. The papers present a wealth of new results in the area and address all current issues in machine learning.

The biennial European Conference on Machine Learning (ECML) series is intended to provide an international forum for the discussion of the latest high quality research results in machine learning and is the major European scienti?c event in the ?eld. The eleventh conference (ECML 2000) held in Barcelona, Catalonia, Spain from May 31 to June 2, 2000, has continued this tradition by attracting high quality papers from around the world. Scientists from 21 countries submitted 100 papers to ECML 2000, from which 20 were selected for long oral presentations and 23 for short oral presentations. This selection was based on the recommendations of at least two reviewers for each submitted paper. It is worth noticing that the number of papers reporting applications of machine learning has increased in comparison to past ECML conferences. We believe this fact shows the growing maturity of the ?eld. This volume contains the 43 accepted papers as well as the invited talks by Katharina Morik from the University of Dortmund and Pedro Domingos from the University of Washington at Seattle. In addition, three workshops were jointly organized by ECML 2000 and the European Network of Excellence - net: "Dealing with Structured Data in Machine Learning and Statistics W- stites", "Machine Learning in the New Information Age" , and "Meta-Learning: Building Automatic Advice Strategies for Model Selection and Method Com- nation".