By Tamás Kenesei,János Abonyi

The key proposal of this ebook is that hinging hyperplanes, neural networks and help vector machines will be remodeled into fuzzy versions, and interpretability of the ensuing rule-based structures may be ensured by way of unique version relief and visualization strategies. the 1st a part of the e-book bargains with the id of hinging hyperplane-based regression bushes. the subsequent half offers with the validation, visualization and structural aid of neural networks in keeping with the transformation of the hidden layer of the community into an additive fuzzy rule base approach. eventually, in accordance with the analogy of help vector regression and fuzzy versions, a three-step version aid set of rules is proposed to get interpretable fuzzy regression types at the foundation of help vector regression.

The authors exhibit real-world use of the algorithms with examples taken from technique engineering, they usually help the textual content with downloadable Matlab code. The e-book is appropriate for researchers, graduate scholars and practitioners within the parts of computational intelligence and laptop learning.

Show description

Read or Download Interpretability of Computational Intelligence-Based Regression Models (SpringerBriefs in Computer Science) PDF

Best data mining books

Robust Data Mining (SpringerBriefs in Optimization)

Facts uncertainty is an idea heavily similar with such a lot actual lifestyles purposes that contain information assortment and interpretation. Examples are available in information received with biomedical tools or different experimental ideas. Integration of sturdy optimization within the latest facts mining innovations goal to create new algorithms resilient to errors and noise.

Data Mining Mobile Devices

With today’s shoppers spending extra time on their mobiles than on their desktops, new tools of empirical stochastic modeling have emerged that may offer sellers with specified information regarding the goods, content material, and providers their shoppers hope. facts Mining cellular units defines the gathering of machine-sensed environmental info touching on human social habit.

Information Security Analytics: Finding Security Insights, Patterns, and Anomalies in Big Data

Info safety Analytics supplies insights into the perform of analytics and, extra importantly, how one can make the most of analytic concepts to spot developments and outliers that won't be attainable to spot utilizing conventional defense research options. details safety Analytics dispels the parable that analytics in the details defense area is restricted to only protection incident and occasion administration structures and easy community research.

Big Data Analytics Using Multiple Criteria Decision-Making Models (Operations Research Series)

A number of standards selection Making (MCDM) is a subfield of Operations learn, facing choice making difficulties. A decision-making challenge is characterised by way of the necessity to decide upon one or a number of between a few choices. the sector of MCDM assumes targeted value during this period of massive information and company Analytics.

Additional resources for Interpretability of Computational Intelligence-Based Regression Models (SpringerBriefs in Computer Science)

Example text

Download PDF sample

Rated 4.69 of 5 – based on 30 votes