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Retracted: A Novel Benchmarking Framework For Selecting The Best Deep Learning Model Diagnosing Covid-19 Based On New Development For Dual Mcdm Methods, Mahmood M. Salih, Yousif Raad Muhsen, M.A. Ahmed, Reem D. Ismael, Moceheb Lazam Shuwandy, Z.T. Al-Qaysi Jul 2025

Retracted: A Novel Benchmarking Framework For Selecting The Best Deep Learning Model Diagnosing Covid-19 Based On New Development For Dual Mcdm Methods, Mahmood M. Salih, Yousif Raad Muhsen, M.A. Ahmed, Reem D. Ismael, Moceheb Lazam Shuwandy, Z.T. Al-Qaysi

Iraqi Journal for Computer Science and Mathematics

COVID-19 was diagnosed using deep learning models by a group of studies. Evaluating and benchmarking these models are essential to achieving the most suitable model for diagnosing coronavirus. Objective: In this investigation, we offer an inclusive valuation of several deep learning models to detect the maximum appropriate and active model which gratifies doctors' requirements and assessment criteria. Method: This study combines Fuzzy decision by the opinion score method (FDOSM) and Fuzzy-Weighted Zero-Inconsistency (FWZIC). According to the advantage of Trapezoidal Intuitionistic fuzzy, we developed FWZIC into Trapezoidal Intuitionistic fuzzy named (TrIF-FWZIC) for weighting criteria and FDOSM into Trapezoidal Intuitionistic fuzzy FDOSM …


The Permutation Annihilator Ideals In Commutative Permutation Bck–Algebras With Their Applications, Shuker Khalil, Ali Abbas Asmae Feb 2025

The Permutation Annihilator Ideals In Commutative Permutation Bck–Algebras With Their Applications, Shuker Khalil, Ali Abbas Asmae

Iraqi Journal for Computer Science and Mathematics

This paper introduces new concepts such as permutation BCK--algebra, permutation involutory ideal, commutative permutation BCK--algebra, and prime permutation ideal. Additionally, their attributes are examined. This paper elucidates a method for determining a relationship between the chemical structure of atoms for the chemical element Cadmium, and some of our suggestions are given here. In this work, the structure of the sets 𝒜 and λnβ∗𝒜 are defined. Next, we show that if 𝒜 is a permutation ideal, then λnβ∗𝒜 is a permutation ideal that contains 𝒜. Also, in any commutative permutation BCK--algebra the …


Integrating Fuzzy Set Theory With Association Rule Mining For Advanced E-Commerce Recommendations, Hind Raad Ibraheem, Murtadha Mohammed Hamad Feb 2025

Integrating Fuzzy Set Theory With Association Rule Mining For Advanced E-Commerce Recommendations, Hind Raad Ibraheem, Murtadha Mohammed Hamad

Iraqi Journal for Computer Science and Mathematics

The dynamic nature of e-commerce necessitates the adoption of cutting-edge technologies to improve the online shopping experience. Our research introduces a groundbreaking methodology called Fuzzy Association Rule Mining (FARM), combining fuzzy set theory with traditional Association Rule Mining (ARM). Unlike conventional ARM, which focuses solely on the frequency of jointly purchased items, FARM also considers the sold quantities, leveraging the Apriori algorithm to discern customer preferences from historical sales data across the UCI Online Retail II, Market Basket, and Movielens datasets. This hybrid of fuzzy set theory with ARM enables a better understanding of complicated consumer behaviors and associations between …


New Structures Of Soft Permutation In Commutative Q-Algebras, Moataz Sajid Sharqi, Shuker Khalil Jan 2024

New Structures Of Soft Permutation In Commutative Q-Algebras, Moataz Sajid Sharqi, Shuker Khalil

Iraqi Journal for Computer Science and Mathematics

This paper contributes to the theory of soft sets. It investigates soft permutation commutative Q-algebras and their applications.A new method of combining permutation sets with soft sets is utilized to investigate new classes of algebra,includingsoft permutation commutative Q-algebra, soft permutation commutative G-part, and soft permutation commutative p-semisimple. This study elucidates an approach to find arelationship between the chemical structure of the atoms for some elements, like silveratom,sodium atom, and chlorine atomand some of our ideas presented here. Furthermore,we demonstratethat if (N,M)is a soft permutation commutative Q-algebra of (��,×,��)and the associative law is held for any ������,������,������∈��(������), then (��(������),×)is a group,∀������∈��. …


Decision-Making Techniques Based On Similarity Measures Ofpossibility Interval Fuzzy Soft Environment, Faisa Al Sharqi, Ashraf Al Quran, Mamika Ujianita Romdhini Jan 2023

Decision-Making Techniques Based On Similarity Measures Ofpossibility Interval Fuzzy Soft Environment, Faisa Al Sharqi, Ashraf Al Quran, Mamika Ujianita Romdhini

Iraqi Journal for Computer Science and Mathematics

The fuzzy set (FS) is a powerful logic designed to measure uncertain information and plays a crucialrole in solving real-life problems such as decision-making. This article is split into two parts. In the first part, wehighlight the notion of possibility for interval-valued fuzzy soft sets (PI-VFSSs) by collecting all interval fuzzy sets(IVFSs) with soft sets (SSs) under possibility properties. A basic set theories, some numerical examples, and someproperties for this hybrid model have been created. Then, in order to test the efficiency of the proposed method insolving some real-life problems, we construct an algorithm using a PIV-FSS. On the other …