A brief overview and introduction to artificial neural networks

被引:51
作者
Buscema, M [1 ]
机构
[1] Seme Res Ctr Sci & Commun, I-00144 Rome, Italy
关键词
artificial neural networks;
D O I
10.1081/JA-120004171
中图分类号
R194 [卫生标准、卫生检查、医药管理];
学科分类号
摘要
This article is designed to acquaint professionals working in the field of substance use intervention with a range of artificial intelligence nonlinear, powerful tools, artificial neural networks, concepts, and paradigms. The family of ANNs, when appropriately selected and used, permits the maximization of what can be derived from available data as well as our studying and understanding the many people, processes, and phenomena which comprise substance use and its intervention. The latter represent complex, dynamic, multidimensional phenomena which are unpredictable and uncontrollable in the traditional "cause and effect" sense. As such they are likely to be nonlinear in their very essence. Using linear-based paradigms for planned intervention with nonlinear phenomena brooks the all-too-common possibility of using inappropriate intervention paradigms and/or drawing misleading conclusions about what is and/or has happened.
引用
收藏
页码:1093 / 1148
页数:56
相关论文
共 45 条
[1]   INFORMATION-STORAGE IN NEURAL NETWORKS WITH LOW-LEVELS OF ACTIVITY [J].
AMIT, DJ ;
GUTFREUND, H ;
SOMPOLINSKY, H .
PHYSICAL REVIEW A, 1987, 35 (05) :2293-2303
[2]  
[Anonymous], 1986, SERIAL ORDER PARALLE
[3]   SELF-REFLEXIVE NETWORKS - THEORY CENTER-DOT TOPOLOGY CENTER-DOT APPLICATIONS [J].
BUSCEMA, M .
QUALITY & QUANTITY, 1995, 29 (04) :339-403
[4]  
BUSCEMA M, 1994, RETI NEURALI AUTO RE
[5]  
BUSCEMA M, 1994, SQUASHING THEORY MOD
[6]  
BUSCEMA M, 1999, RETI NEURALI ARTIFIC, V1
[7]  
BUSCEMA M, 1998, SUBSTANCE USE MISUSE, V33
[8]   THE ART OF ADAPTIVE PATTERN-RECOGNITION BY A SELF-ORGANIZING NEURAL NETWORK [J].
CARPENTER, GA ;
GROSSBERG, S .
COMPUTER, 1988, 21 (03) :77-88
[9]   FINDING STRUCTURE IN TIME [J].
ELMAN, JL .
COGNITIVE SCIENCE, 1990, 14 (02) :179-211
[10]  
Gallant S I, 1990, IEEE Trans Neural Netw, V1, P179, DOI 10.1109/72.80230