LGI1 encephalitis manifesting as a delayed paraneoplastic response of squamous cell lung cancer on remission.

The leucine-rich glioma-inactivated protein 1 (LGI1) antibody-related autoimmune encephalitis can occur alone or in the setting of a malignancy and manifest with faciobrachial dystonic seizures (FBDS), cognitive decline, hyponatremia, and neuropsychiatric disorders. The importance of differentiating this entity from acute delirium cannot be overemphasized. This review provides a detailed account of a 71-year-old man with previous diagnosis of lung cancer who presented with subacute onset behavioural changes, urinary retention, and FBDS.

A novel stochastic deep resilient network for effective speech recognition.

Speech recognition is a subjective occurrence. This work proposes a novel stochastic deep resilient network(SDRN) for speech recognition. It uses a deep neural network (DNN) for classification to predict the input speech signal.