Gastrointestinal (GI) cancer precursors require frequent monitoring for risk stratification of patients. Automated segmentation methods can help to assess areas more accurately, and assist in therapeutic procedures or even removal. In clinical practice, addition the conventional white-light imaging (WLI), complimentary modalities such as narrow-band (NBI) fluorescence are used. While, today mos...

david j. bird, sabine duquesne, steeg d. hoeksema, william j. langston and ian c. potter Department of Life Sciences, University of the West of England, Coldharbour Lane, Bristol, BS16 1QY, UK, Department of System Ecotoxicology, Helmholtz Centre for Environmental Research, UFZ Permoserstrasse 15, D-04318 Leipzig, Germany, Centre for Fish and Fisheries Research, School of Biology and Biotechnol...

Deep learning is usually data starved, and the unsupervised domain adaptation (UDA) developed to introduce knowledge in labeled source unlabeled target domain. Recently, deep self-training presents a powerful means for UDA, involving an iterative process of predicting then taking confident predictions as hard pseudo-labels retraining. However, are unreliable, thus easily leading deviated soluti...

While a large number of causal inference models for estimating individualized treatment effects (ITE) have been developed, selecting the best one poses unique challenge, since counterfactuals are never observed. The problem is challenged further in unsupervised domain adaptation (UDA) setting where we access to labeled samples source but desire an ITE model that achieves good performance on tar...

Gale was founded in 1954 as a publishing company. Our flagship publication, the Encyclopedia of Associations, began a tradition of excellence in reference that has continued for more than sixty years. Gale’s focus on innovation and quality has led to expanded and increasingly/digital products, including online research databases, digital archives, virtual education courses, and, of course, Libr...

The estimated health impact of naturally occurring fluoride is considered to be more widespread than arsenic (WHO, 2004). From the known global distribution of endemic fluorosis, the most affected regions are in arid to semi-arid climatic zones. Fluoride (F) in its most common form is found in several geological environments including igneous, sedimentary and metamorphic rocks and leaching of F...