this collection of 13 selected papers originates from the international seminar on local pattern detection, held in dagstuhl castle, germany in april 2004. this state-of-the-art survey on the emerging field local pattern detection addresses four main topics. three papers cover frequent set mining, four cover subgroup discovery, three cover the statistical view, and three papers are devoted to time phenomena.