مقاله مخروط: اثرات محدب بهینه سیناپسی برای نقشه برداری دقیق اسپایک

عنوان مقاله فارسی: مخروط: اثرات محدب بهینه-سیناپسی برای نقشه برداری دقیق اسپایک عنوان مقاله لاتین: CONE: Convex-Optimized-Synaptic Efficacies for Temporally Precise Spike Mapping نویسندگان: Wang Wei Lee; Sunil L. Kukreja; Nitish V. Thakor تعداد صفحات: 12 سال انتشار: 2017 زبان: لاتین Abstract: Spiking neural networks are well suited to perform time-dependent pattern recognition problems by encoding the temporal dimension in precise spike times. With an appropriate set of weights, a spiking neuron can emit precisely timed action potentials in response to spatiotemporal input spikes. However, deriving supervised learning rules for spike mapping is nontrivial due to the increased complexity. Existing methods rely on heuristic approaches that do not guarantee a convex objective function