We report of a 29-year-old man presented with yellow-red, scaling papules on the skin of scalp, retro-auricular folds, inguinal, axillary, chest and abdomen. The lesions had a poikilodermatious appearance in some areas, such as trunk. The patient also had diabetes insipidus and skull osteolytic lesions. The diagnosis of langerhans cell histiocytosis (LCH) was suggested based on H and E staining...

Abstract In this paper, we show that a simple, data dependent way of setting the initial vector can be used to substantially speed up training linear one-versus-all classifiers in extreme multi-label classification (XMC). We discuss problem choosing weights from perspective three goals. want start region weight space (a) with low loss value, (b) is favourable for second-order optimization, and ...