Supervised Learning Perspective in Logic Mining
نویسندگان
چکیده
Creating optimal logic mining is strongly dependent on how the learning data are structured. Without structure, intelligence systems integrated into mining, such as an artificial neural network, tend to converge suboptimal solution. This paper proposed a novel that integrates supervised via association analysis identify most arrangement with respect given logical rule. By utilizing Hopfield network associative memory store information of rule, rule from correlation will be learned and corresponding induced can obtained. In other words, increases chances for locate generalize datasets. The work extensively tested variety benchmark datasets various performance metrics. Based experimental results, demonstrated superiority least competitiveness compared existing method.
منابع مشابه
Indirect Supervised Learning of Strategic Generation Logic
Indirect Supervised Learning of Strategic Generation Logic
متن کاملSupervised Learning of Fuzzy Logic Systems
Conventionally modelling and simulation of complex nonlinear systems has been to construct a mathematical model and examine the system’s evolution or its control. This kind of approach can fail for many of the very large non-linear and complex systems being currently studied. With the invention of new advanced high-speed computers and the application of artificial intelligence paradigms new tec...
متن کاملLearning in Clausal Logic: A Perspective on Inductive Logic Programming
Inductive logic programming is a form of machine learning from examples which employs the representation formalism of clausal logic. One of the earliest inductive logic programming systems was Ehud Shapiro’s Model Inference System [90], which could synthesise simple recursive programs like append/3. Many of the techniques devised by Shapiro, such as top-down search of program clauses by refinem...
متن کاملCombined Supervised and Unsupervised Learning in Genomic Data Mining
...................................................................................................................................................................IX
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Mathematics
سال: 2022
ISSN: ['2227-7390']
DOI: https://doi.org/10.3390/math10060915