Leiomyoma of the Retzius space in a male patient: A case report and a diagnostic approach to Retzius space diseases.

Retzius space is a small anatomical compartment located directly posterior to the pubic symphysis and anterior to the urinary bladder. Diseases developing primarily in this space are rare; only 7 cases of leiomyomas of the Retzius space have been reported in the literature so far, all of them in female patients. We present a unique case of a leiomyoma of the Retzius space in a male patient.

SVD-NET: an algorithm that automatically selects network structure.

An algorithm is developed for training feedforward neural networks that uses singular value decomposition (SVD) to identify and eliminate redundant hidden nodes. Minimizing redundancy gives smaller networks, producing models that generalize better and thus eliminate the need of using cross-validation to avoid overfitting. The method is demonstrated by modeling a chemical reactor.