Continued from page 1 nationwide protest called by the Vietnam Moratorium Committe, the New Mobilization Committee to End the War in Vietnam, and the Student Mobilization Committee to End the War in Vietnam. Sponsoring the protest in Albany will be Albany SANE (Citizens' Organization for a Sane World), the Capital Area Peace Center, War Resisters' League, Women's International League for Peace ...

We witnessed the low quality of IT solutions in Paris hospitals. The price paid to private companies for these solutions and the cost incurred from their inefficiency constitute a gross and appalling waste of public resources. We propose to bootstrap a change in IT policy by having heads of department hire IT workers ; we give advice to the central decision making body on how to incentivize the...

In this paper we introduce EuSANE, a novel reinforcement learning algorithm based on the SANE neuro-evolution method. It uses a global search algorithm, the Eugenic Algorithm, to optimize the selection of neurons to the hidden layer of SANE networks. The performance of EuSANE is evaluated in the two-pole balancing benchmark task, showing that EuSANE is signiicantly stronger than other reinforce...

This article presents a novel reinforcement learning method called SANE (Symbiotic, Adaptive Neuro-Evolution), which evolves a population of neurons through genetic algorithms to form a neural network capable of performing a task. Symbiotic evolution promotes both cooperation and specialization, which results in a fast, eecient genetic search and prevents convergence to subopti-mal solutions. I...

There has been a considerable effort in the design of evolutionary systems for the automatic generation of neural networks. Symbiotic Adaptive Neuro Evolution (SANE) is a novel approach that carries co-evolution of neural networks at two levels of neuron and network. The SANE network is likely to face problems when the applied data set has high number of attributes or a high dimensionality. In ...

This article presents a novel reinforcement learning method called SANE (Symbiotic, Adaptive Neuro-Evolution), which evolves a population of neurons through genetic algorithms to form a neural network capable of performing a task. Symbiotic evolution promotes both cooperation and specialization, which results in a fast, eecient genetic search and prevents convergence to subopti-mal solutions. I...

The Constant-Murley (Constant) score, Western Ontario Osteoarthritis of the Shoulder (WOOS) index, American Shoulder and Elbow Surgeons (ASES) score, and Single Assessment Numeric Evaluation (SANE) score are commonly used to assess patient-reported function following shoulder surgery. However, psychometric properties for these tools are mostly unknown for patients with primary glenohumeral arth...