Die Urlaubszeit ist vorbei und die digitalen Fotos sind auf der Festplatte. Jetzt ist es Zeit, ihnen mit Hilfe von The Gimp den letzten Schliff zu geben. In diesem Artikel zeigen wir anhand von einigen Beispielen, was man durch die Fotobearbeitung mit The Gimp (die zur Zeit des Schreibens aktuelle Version is Gimp 1.2.5) alles erreichen kann.
In order to develop machine learning and deep learning models that take into account the guidelines and principles of trustworthy AI, a novel information theoretic approach is introduced in this article. A unified approach to privacy-preserving interpretable and transferable learning is considered for studying and optimizing the trade-offs between the privacy, interpretability, and transferability aspects of trustworthy AI. A variational membership-mapping Bayesian model is used for the analytical approximation of the defined information theoretic measures for privacy leakage, interpretability, and transferability. The approach consists of approximating the information theoretic measures by maximizing a lower-bound using variational optimization. The approach is demonstrated through numerous experiments on benchmark datasets and a real-world biomedical application concerned with the detection of mental stress in individuals using heart rate variability analysis.
JSIP is an international refereed journal dedicated to the latest advancement of signal and information processing. The goal of this journal is to keep a record of the state-of-the-art research and promote the research work in the areas. This journal invites original research and review papers that address the following issues in signal and information processing.
M. Akbarzadeh-T., E. Tunstel, K. Kumbla, and M. Jamshidi. Proceedings of the 1998 IEEE World Congress on
Computational Intelligence, 2, page 1200--1205. Anchorage, Alaska, USA, IEEE Press, (5-9 May 1998)