Dear colleagues, You are invited to submit a paper to DECIDE 2025 Special Session<https://biostec.scitevents.org/DECIDE.aspx> hosted by the BIOSIGNALS 2025<https://biosignals.scitevents.org/Home.aspx> conference to be held on 20-22 February 2025 in Porto, Portugal Title: Data- and Theory-Driven Approaches in Personalized Brain Medicine: from Diagnosis to Treatment (DECIDE) Scope: Deciding the right diagnosis, the best treatment and predicting the evolution of the disease is of paramount importance in personalized medicine. Diseases are dynamic and very heterogeneous. Etiologies are complex and often several hypotheses are needed to explain their pathogenesis. This is because studies carried out isolate the effects of a single mechanism and not the interaction of many mechanisms. This leads to a set of conflicting results difficult to interpret. Data-driven (ML/DL) and theory driven (Dynamical models) approaches dealing with diverse data are increasingly used in medicine. Bridging the gap between data- and theory-driven approaches is the central theme of the special session. Real progress in personalized medicine can only be made via such cross-disciplinary interactions. Topics of interest Topics of interest include, but are not limited to: * Computational/mathematical models of drug and stimulation treatments and therapies * Data processing, image and signal reconstruction and enhancement and cross-modality synthesis * Development of a culture of mathematical and computational modelling of brain diseases that will benefit those in clinical practice * Extraction of biomarkers from ‘omics’, signal and imaging data * Machine learning algorithms for prediction of disease evolution * Machine learning algorithms in disease detection and diagnosis * Multi-scale, multi-level models of disease understanding * Translation research on the dynamics of diseases into treatments for age related illnesses Important Dates Paper Submission: December 18, 2024 Authors Notification: January 14, 2025 Camera Ready and Registration: January 22, 2025 Publications Extensions of selected papers will be hosted in a Cognitive Computation journal (Springer-Nature)<https://link.springer.com/journal/12559> special issue organized by the event organizers. Kind regards, Vassilis --- Dr Vassilis Cutsuridis Associate Professor in Computer Science School of Engineering, Computing and Mathematics University of Plymouth, Drake Circus, Plymouth, UK, PL4 8AA Email: vassilis.cutsuridis@plymouth.ac.uk Web: https://www.plymouth.ac.uk/staff/vassilis-cutsuridis ________________________________ [https://www.plymouth.ac.uk/images/email_footer.gif]<http://www.plymouth.ac.uk/worldclass> This email and any files with it are confidential and intended solely for the use of the recipient to whom it is addressed. If you are not the intended recipient then copying, distribution or other use of the information contained is strictly prohibited and you should not rely on it. If you have received this email in error please let the sender know immediately and delete it from your system(s). Internet emails are not necessarily secure. While we take every care, University of Plymouth accepts no responsibility for viruses and it is your responsibility to scan emails and their attachments. University of Plymouth does not accept responsibility for any changes made after it was sent. Nothing in this email or its attachments constitutes an order for goods or services unless accompanied by an official order form.