Beyond Concise and Coldkful: Lehming Intelligible Rules
نویسندگان
چکیده
A variety of techniques from statistics, signal processing, pattern recognition, machine learning, and neural networks have been proposed to understand data by discovering useful categories. However, research in data mining has not paid attention to the cognitive factors that make learned categories intelligible to human users. We ohnwr +hn+ _,.a Cnnte... the+ ;nfl.,nmnao thn ;ntczll;~.;h:l;+.r nf cu.” w UllaL “II-d lcLlrl.“l UlaL I,,IIUcII,~U,J LllU IIILtAII~,“IIICJ “I learned models is consistency with existing knowledge and describe a learning algorithm that creates concepts with this goal in mind.
منابع مشابه
Beyond Concise and Colorful: Learning Intelligible Rules
A variety of techniques from statistics, signal processing, pattern recognition, machine learning, and neural networks have been proposed to understand data by discovering useful categories. However, research in data mining has not paid attention to the cognitive factors that make learned categories intelligible to human users. We show that one factor that influences the intelligibility of lear...
متن کاملConcise, intelligible, and approximate profiling of multiple classes
When a dataset involves multiple classes, there is often a need to express the key contrasting features among these classes in humanly understandable terms, that is, to pro"le the classes. Commonly, one class is contrasted from the rest by aggregating the latter into a pseudo-class; alternatively, classes are treated separately without coordinating their pro"les with those of the other classes....
متن کاملSurvey and Critique of First Intelligible and Secondary Philosoph ical In telligible in Transcendental Philosophy
متن کامل
Extract intelligible and concise fuzzy rules from neural networks
The advent of arti0cial neural networks has contributed signi0cantly to the 0eld of knowledge engineering. Neural networks belong to a family of models that are based on a learning-by-example paradigm in which problem solving knowledge is automatically generated according to actual examples presented to them. The knowledge, however, is represented at a subsymbolic level in terms of connections ...
متن کاملElementary Practical Physiology
This elementary work on Physiology is intended to present the more important facts and principles of Physiology in a concise and intelligible form to junior students. The book is divided into twenty chapters. The general anatomy and structures of the body and its organs are described as far as this is necessary to the proper understanding of their functions. There is also included some account ...
متن کامل