Trade-off between accuracy and interpretability: Experience-oriented fuzzy modeling via reduced-set vectors
نویسندگان
چکیده
منابع مشابه
Fuzzy Logic Model for Digital Forensics: A Trade-off between Accuracy, Complexity and Interpretability
The Cyber Crime Investigation is challenged by large and complex data as a key factor of emerging Information and Communication Technologies. The size, the velocity, the variety and the complexity of the data have become so high that data mining approaches are no more efficient since they cannot deal with Big Data. As a result, it can be infeasible to represent specific evidences found in such ...
متن کاملQuest for Interpretability-Accuracy Trade-off Supported by Fingrams into the Fuzzy Modeling Tool GUAJE
Understand the behavior of Fuzzy Rule-based Systems (FRBSs) at inference level is a complex task that allows the designer to produce simpler and powerful systems. The fuzzy inference-grams –known as fingrams– establish a novel and mighty tool for understanding the structure and behavior of fuzzy systems. Fingrams represent FRBSs as social networks made of nodes representing fuzzy rules and edge...
متن کاملHybrid learning models to get the interpretability-accuracy trade-off in fuzzy modeling
One of the problems associated to linguistic fuzzy modeling is its lack of accuracy when modeling some complex systems. To overcome this problem, many different possibilities of improving the accuracy of linguistic fuzzy modeling have been considered in the specialized literature. We will call these approaches as basic refinement approaches. In this work, we present a short study of how these b...
متن کاملSpecial Issue on Genetic Fuzzy Systems and the Interpretability-Accuracy Trade-off
This special issue encompasses four papers devoted to the recent developments in the field of ‘‘Genetic fuzzy systems and the trade-off between interpretability and accuracy’’. The issue was originated from several contributions presented at the First International Workshop on Genetic Fuzzy Systems (GFS2005) that was held in Granada, Spain, March 17–19, 2005. Six conference papers were selected...
متن کاملHandling High Dimensionality and Interpretability-Accuracy Trade-Off Issues in Evolutionary Multiobjective Fuzzy Classifiers
Fuzzy systems are capable to model the inherent uncertainties in real world problems and implement human decision making. In this paper two issues related to fuzzy systems development are addressed and solutions are proposed and implemented. First issue is related to the high dimensional data sets. Such kinds of data sets lead to explode the search space of generated rules and results into dete...
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: Computers & Mathematics with Applications
سال: 2009
ISSN: 0898-1221
DOI: 10.1016/j.camwa.2008.10.040