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    Brain damage is an injury that causes the destruction or deterioration of brain cells. S., every year, about 2.6 million people have some type of brain injury -- whether as a result of trauma, stroke, tumor, or other illnesses, according to the Brain Injury Association of America. There is a kind of brain damage that results from genetics or birth trauma. It is not included, though, within the standard definition of brain damage or traumatic brain injury. About 52,000 die as a result of traumatic brain injury, and more than 5 million Americans who've suffered traumatic brain injury require assistance in performing daily activities. There are two types of brain injury: traumatic brain injury and acquired brain injury. Both traumatic brain injury and acquired brain injury occur after birth. Some brain injuries cause focal -- or localized -- brain damage, such as the damage caused when a bullet enters the brain. Approximately 130,000 Americans die of stroke each year, according to the National Stroke Association. In other words, the damage is confined to a small area. Closed head injuries frequently cause diffuse brain damage, which means damage to several areas of the brain. For example, both sides of the brain are damaged and the nerves are stretched throughout the brain. The severity of brain damage can vary with the type of brain injury. It causes headaches, confusion, memory problems, and nausea. In a moderate brain injury, symptoms can last longer and be more pronounced. In both cases, most patients make a good recovery, although even in mild brain injury 15% of people will have persistent problems after one year. cialis and heart stents Innovations in imaging technology have helped alcohol researchers study how alcohol damages internal organs, such as the brain and the liver. Using computed tomography (CT), magnetic resonance imaging (MRI), and diffusion tensor imaging (DTI), researchers are finding direct effects of chronic drinking. Imaging studies have revealed a consistent association between heavy drinking and physical brain damage, even in the absence of other usual symptoms of severe alcoholism—chronic liver disease or alcohol-induced dementia. The shrinkage observed seems to be more extensive in the cortex of the frontal lobe, which is believed to be the seat of higher intellectual functions. This shrinkage generally increases with age, at least in men. Repeated imaging of a group of alcoholics who continued drinking over a five-year period revealed progressive brain shrinkage that significantly exceeded normal age-related shrinkage. The rate of frontal cortex shrinkage correlates closely with the amount of alcohol consumed.

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    optimal brain surgery) — метод упрощения структуры регрессионной модели, например, нейронной сети. pruning) заключается в том, что те элементы модели или те нейроны сети, которые оказывают малое влияние на ошибку аппроксимации, можно исключить из модели без значительного ухудшения качества аппроксимации. Описание основных показателей чувствительности представлено в обзоре. Для подготовки нейронной сети к упрощению оказывается полезным ввести в оценку её работы, минимизируемую при обучении, штрафные слагаемые (англ. Предполагается, что функция достигает своего минимума при значении параметров и ее поверхность квадратична. Кроме задачи удаления элементов решались также другие проблемы упрощения: уменьшение разрядности весов и сигналов (огрубление), упрощение функций активации нейронов, получение интерпретируемого знания и т. Вся совокупность подходов получила также название «контрастирование нейронных сетей». Миркес в проекте «Идеального нейрокомпьютера» на основе подхода Горбаня и опыта разработки прикладного программного обеспечения ввёл элемент «Контрастёр», построил библиотеку его основных функций и разработал язык описания. Найдем локальную аппроксимацию функции в окрестности точки с помощью разложения в ряд Тейлора: где — возмущение вектора параметров , — градиент , и — матрица вторых производных (матрица Гессе) . Горбаня Рассмотрим регрессионную модель , в которой — независимая переменная, — зависимая переменная, — параметры регрессионной модели , и — аддитивная случайная величина. Для построения регрессии требуется найти такие параметры , которые доставляли бы наименьшее значение функции ошибки . Таким образом, предыдущее выражение можно упростить и представить в виде Пусть исключение элемента модели есть исключение одного параметра модели, . Это самое сильное ограничение, не позволяющее применять данный метод для регрессионных моделей произвольного вида. Исключение элемента эквивалентно выражению , иначе где — вектор, -й элемент которого равен единице, все остальные элементы равны нулю. Для нахождения исключаемого элемента требуется минимизировать квадратичную форму относительно при ограничениях , для всех значений . Индекс , который доставляет минимум квадратичной форме, задает номер исключаемого элемента: Полученное выражение называется мерой выпуклости функции ошибки при изменении параметра . Это что говорит о том, что параметр с малым значением скорее всего будет удален из модели. The following information is NOT intended to endorse drugs or recommend therapy. While these reviews might be helpful, they are not a substitute for the expertise, skill, knowledge and judgement of healthcare practitioners in patient care. "Not only has my hair grown back but the dry hard skin on my feet has gone back to soft skin like I had before my 30’s! I think I have a slight increase in irritation and am a little less patient then before taking the medication however it is manageable for the results I am getting.""I started taking Finastride about 6 months ago because of my thinning crown. After a few months I started seeing a difference, My hair looked thicker but my crown is still thin and I'm continuously trying to wave my hair over it. I hope further down the line my crown will get thicker, will stick to it and see how it goes.""I moved to the Philippines about a year ago, and 6 months ago found out the pharmacies sell it over the counter so I bought every box they had. For me I've had no side effects in the 6 months I've been using.

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