The document is a call for papers for the International Conference on Machine Learning and Data Analysis (ICMLDA 2008) to be held October 22-24, 2008 in San Francisco, USA. It provides information on submission guidelines and important dates, as well as an overview of topics that will be covered at the conference related to machine learning and data analysis techniques and applications. Accepted papers will be published in the conference proceedings and considered for publication in relevant journals.