语义神经网络与自然语言深层语义的计算

本文依照语义神经网络、语义神经元及其上深层语义计算的形式化定义,基于深层语义计算需要分布式并行处理的特点,提出运用多线程技术来模拟实现神经元的同步并行计算。我们描述了如何利用多线程中单个线程实现神经元的独立自主运行,以及如何利用多线程中的同步机制实现神经元之间的消息传递。

Semantic Neural Networks and the Deep-Seated Semantic Computing of the Natural Language

In this paper, we present the formalized definition of Semantic Neural Network, the neurons in it and the deep semantic computing on it. Based on the characteristics of the deep-seated semantic computing which needs distributed parallel processing, we use a multithreading technique to simulate and actualize synchronized parallel processing. We describe how to use a single thread of multi-thread to actualize the independent running of neurons, and how to use the synchronized mechanism in multi-thread to actualize the transfer of information between neurons.