Towards a general theory of similarity and association measures: similarity, dissimilarity and correlation functions

I Batyrshin - Journal of Intelligent & Fuzzy Systems, 2019 - content.iospress.com
Similarity, correlation and association measures play an important role in statistics,
information retrieval, data mining and data science, classification and machine learning …

A hybrid recommendation algorithm for green food based on review text and review time

H Geng, W Peng, XG Shan, C Song - CyTA-Journal of Food, 2023 - Taylor & Francis
Green food is well-known for its health benefits, environmental-friendliness, and safety.
Current recommender systems used by e-commerce websites usually recommend products …

[PDF][PDF] Constructing correlation coefficients from similarity and dissimilarity functions

IZ Batyrshin - Acta Polytechnica Hungarica, 2019 - acta.uni-obuda.hu
Correlation coefficients (association measures) were introduced more than one hundred
years ago as measures of relationship between variables that usually belong to one of the …

Bipolar dissimilarity and similarity correlations of numbers

IZ Batyrshin, E Tóth-Laufer - Mathematics, 2022 - mdpi.com
Many papers on fuzzy risk analysis calculate the similarity between fuzzy numbers. Usually,
they use symmetric and reflexive similarity measures between parameters of fuzzy sets or …

Explainable correlation of categorical data and bar charts

IJ Rudas, IZ Batyrshin - Recent Developments and the New Directions of …, 2023 - Springer
We propose a method of calculating the correlation between frequency distributions defined
on a finite set of categories. The method is based on the general approach to constructing …

[PDF][PDF] Bipolar rating scales: A survey and novel correlation measures based on nonlinear bipolar scoring functions

I Batyrshin, F Monroy-Tenorio, A Gelbukh… - Acta Polytechnica …, 2017 - researchgate.net
A bipolar rating scale is a linearly ordered set with symmetry between elements considered
as negative and positive categories. First, we present a survey of bipolar rating scales used …

[HTML][HTML] Parametric Negations of Probability Distributions and Fuzzy Distribution Sets

I Batyrshin, I Rudas, N Kubysheva - Computación y Sistemas, 2023 - scielo.org.mx
Negation of probability distributions (PD) was initially introduced by Yager as a
transformation of probability distributions representing linguistic terms like High Price, into …

New similarity correlation functions for sets and binary data based on Jaccard similarity measure

I Batyrshin, I Rudas - 2024 IEEE 18th International Symposium …, 2024 - ieeexplore.ieee.org
Many similarity, distance, association, and correlation measures for binary data, 2x2 tables,
and sets are used in ecology, biology, and social sciences in pattern recognition, machine …

Data science: Similarity, dissimilarity and correlation functions

IZ Batyrshin - Artificial Intelligence: 5th RAAI Summer School …, 2019 - Springer
The lecture presents a new, non-statistical approach to the analysis and construction of
similarity, dissimilarity and correlation measures. The measures are considered as functions …

[HTML][HTML] Similarity correlation of frequency distributions of categorical data in analysis of cognitive decline severity in asthmatics

IZ Batyrshin, IJ Rudas, N Kubysheva… - Computación y …, 2022 - scielo.org.mx
The paper presents the method of measuring the similarity and difference in the frequency
distributions of one categorical variable for different levels of another variable. This method …