Prediction of Link Failure in MANET-IoT Using Fuzzy Linear Regression

Regression-based Link Failure Prediction with Fuzzy-based Hybrid Blackhole/Grayhole Attack Detection Technique

Most of the conventional routing protocols in Mobile Ad-hoc Network (MANET) utilize the path until a link breaks or failures. During the path reconstruction, packets may be lost which can cause significant packet delivery ratio and throughput degradation. The previous researches such as FMQTMHDCR approaches were developed for only detecting the blackhole and grayhole attacks which allows the pr...

Prediction of melting points of a diverse chemical set using fuzzy regression tree

The classification and regression trees (CART) possess the advantage of being able to handlelarge data sets and yield readily interpretable models. In spite to these advantages, they are alsorecognized as highly unstable classifiers with respect to minor perturbations in the training data.In the other words methods present high variance. Fuzzy logic brings in an improvement in theseaspects due ...

Modeling Suspended Sediment Prediction in River Using a Fuzzy Logic and Multi Linear Regression Approaches

Prediction in Functional Linear Regression

There has been substantial recent work on methods for estimating the slope function in linear regression for functional data analysis. However, as in the case of more conventional finite-dimensional regression, much of the practical interest in the slope centers on its application for the purpose of prediction, rather than on its significance in its own right. We show that the problems of slope...

ESTIMATING THE PARAMETERS OF A FUZZY LINEAR REGRESSION MODEL

Fuzzy linear regression models are used to obtain an appropriate linear relation between a dependent variable and several independent variables in a fuzzy environment. Several methods for evaluating fuzzy coefficients in linear regression models have been proposed. The first attempts at estimating the parameters of a fuzzy regression model used mathematical programming methods. In this the...