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"This thesis explores the potential of deep learning (DL) techniques combined with multi-site functional magnetic resonance imaging (fMRI) to enable automated diagnosis and biomarker discovery for psychiatric disorders. This marks a shift from the convention in the field of applying standard machine learning techniques on hand-crafted features from a single cohort.To enable this, we have focused on three main strategies: utilizing minimally pre-processed data to maintain spatio-temporal dynamics , developing sample- efficient DL models, and applying emerging DL training techniques like self-supervised and transfer learning to leverage large population-based datasets.Our empirical results sug...
Directory of foreign diplomatic officers in Washington.
With nearly two hundred and fifty individually signed entries, the Encyclopedia of Twentieth-Century African History explores the ways in which the peoples of Africa and their politics, states, societies, economies, environments, cultures and arts were transformed during the course of that Janus-faced century. Overseen by a diverse and distinguished international team of consultant editors, the Encyclopedia provides a thorough examination of the global and local forces that shaped the changes that the continent underwent. Combining essential factual description with evaluation and analysis, the entries tease out patterns from across the continent as a whole, as well as within particular regions and countries: it is the first work of its kind to present such a comprehensive overview of twentieth-century African history. With full indexes and a thematic entry list, together with ample cross-referencing and suggestions for further reading, the Encyclopedia will be welcomed as an essential work of reference by both scholar and student of twentieth-century African history. Choice Outstanding Academic Title 2004
Directory of foreign diplomatic officers in Washington.
This book constitutes the refereed proceedings of the 5th International Workshop on Machine Learning in Clinical Neuroimaging, MLCN 2022, held in Conjunction with MICCAI 2022, Singapore in September 2022. The book includes 17 papers which were carefully reviewed and selected from 23 full-length submissions. The 5th international workshop on Machine Learning in Clinical Neuroimaging (MLCN2022) aims to bring together the top researchers in both machine learning and clinical neuroscience as well as tech-savvy clinicians to address two main challenges: 1) development of methodological approaches for analyzing complex and heterogeneous neuroimaging data (machine learning track); and 2) filling the translational gap in applying existing machine learning methods in clinical practices (clinical neuroimaging track). The papers are categorzied into topical sub-headings: Morphometry; Diagnostics, and Aging, and Neurodegeneration.
Questions national identity by investigating the creation of memory and meaning.
This book, now in its fourth edition, aims to promote a deeper understanding of the scientific and clinical basis of nuclear medicine and the new directions in medical imaging. The new edition has been revised and updated significantly to reflect recent changes and to ensure that the contents are in line with likely future directions. In addition to that, chapters have been reorganized in order to simplify the contents and to increase the readability. The book starts by providing essential information on general pathophysiology, cell biology and biologic effects of ionizing radiation followed by the mechanisms of radiopharmaceutical localization in different tissues and cells. This is follow...
Includes "Who's who in the Middle East."