Leão B de F, Reátegui E B
Institute of Cardiology RS, Porto Alegre, Brazil.
Proc Annu Symp Comput Appl Med Care. 1993:461-5.
This paper describes HYCONES, a tightly-coupled Hybrid Connectionist Expert System that integrates neural networks with a symbolic approach (frames). The symbolic paradigm provides rich and flexible constructs to describe the domain knowledge, while the connectionist one provides the system with learning capabilities. The paper describes the architecture of the system, focusing on the hybrid aspects of the knowledge base and on its automatic knowledge acquisition technique from a case database. The first validation of the system is presented. At the end, a comparison with related research efforts and future developments are discussed.
本文介绍了HYCONES,这是一个紧密耦合的混合连接主义专家系统,它将神经网络与符号方法(框架)集成在一起。符号范式提供了丰富且灵活的结构来描述领域知识,而连接主义范式为系统提供了学习能力。本文描述了该系统的架构,重点关注知识库的混合方面及其从案例数据库中自动获取知识的技术。展示了该系统的首次验证。最后,讨论了与相关研究工作的比较以及未来的发展。