Development of low entropy coding in a recurrent network.

In this paper we present an unsupervised neural network which exhibits competition between units via inhibitory feedback. The operation is such as to minimize reconstruction error, both for individual patterns, and over the entire training set. A key difference from networks which perform principal components analysis, or one of its variants, is the ability to converge to non-orthogonal weight values.

The value of endorectal ultrasonography in the follow-up of intracavitary radiation treated early rectal cancer.

In selected patients with early rectal cancer, intracavitary radiation is a successful treatment. Endorectal ultrasound has proved an accurate method for staging and selecting such cancers for treatment. The value of endorectal ultrasound in the follow-up of patients with intracavitary radiation has not been previously assessed.

Hyperbaric oxygen therapy in chronic stable multiple sclerosis: double-blind study.

We carried out a randomized, double-blind, placebo-controlled trial of hyperbaric oxygen therapy (HBO) in patients with chronic stable MS. Eighty-two patients were treated in a multiplace hyperbaric chamber with gas supplied by mask. Forty-one patients received 20 consecutive daily treatments of 100% O2 followed by 7 "booster" treatments in the next 6 months; 41 control patients received "air" (12.

Medical screening of sports divers.

Sports divers encounter heavy physical exertion in a cold, stressful environment. They must also pass rapidly through large, ambient pressure changes. These stresses demand that the diver be emotionally and physically fit, and able to perform maneuvers to equalize internal and external pressures.