The Proceedings of the 3rd Workshop on Scalable Decision Making: Uncertainty, Imperfection, Deliberation (SCALE) held in conjunction with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2013) can be uploaded below.

This page contains algorithms published in different papers.

Bayesian non-negative matrix factorization with adaptive prior covariance (NMF-APC) algorithm

Toolbox with NMF-APC method submitted to IEEE Signal Processing Letters can be downloaded here.

Variational BSS Toolbox

Toolbox with algorithms presented in EUSIPCO 2015 conference. The code can be downloaded from here here.

The workshop aims to exploit the knowledge and experience of multi-disciplinary scientific community and to extract a set of fundamental concepts describing a phenomenon of dynamic decision making with interacting imperfect selfish participants. Devices (e.g. robots), computer algorithms (e.g. controllers), humans (e.g. experts) and their combination will be considered. This challenging aim requires a deep understanding the main discrepancies between normative and descriptive theories as well as the imperfection phenomenon.

• NIPS Workshop on Probabilistic Approaches for Robotics and Control 2009, Vancouver, Canada
• The 1^st NIPS Workshop on Decision Making with Multiple Imperfect Decision Makers 2010, Vancouver, Canada
• The 2^nd NIPS Workshop on Decision Making with Multiple Imperfect Decision Makers 2011, Sierra Nevada, Spain

Attendance of the workshop requires registration to ECML PKDD 2013. More information can be found at the conference site.  Please visit the ECML/PKDD 2013 Registration page for more information.