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Imbalanced data Classification Using SVM Based on Improved Simulated Annealing Featuring Synthetic data Generation and Reduction

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Computers, Materials & Continua 2023年第4期75卷 547-564页

作者： hussein Ibrahim hussein said Amirul Anwar Muhammad Imran Ahmad department of Computer Techniques Engineering AlSafwa University CollegeKarbala56001Iraq Faculty of Electronic Engineering&Technology Universiti Malaysia PerlisArau02600PerlisMalaysia

Imbalanced data classification is one of the major problems in machine *** imbalanced dataset typically has significant differences in the number of data samples between its *** most cases,the performance of the machine learning algorithm such as Support Vector Machine(SVM)is affected when dealing with an imbalanced *** classification accuracy is mostly skewed toward the majority class and poor results are exhibited in the prediction of minority-class *** this paper,a hybrid approach combining data pre-processing technique andSVMalgorithm based on improved Simulated Annealing(sa)was ***,the data preprocessing technique which primarily aims at solving the resampling strategy of handling imbalanced datasets was *** this technique,the data were first synthetically generated to equalize the number of samples between classes and followed by a reduction step to remove redundancy and duplicated *** is the training of a balanced dataset using *** this algorithm requires an iterative process to search for the best penalty parameter during training,an improved sa.a.gorithm was proposed for this *** this proposed improvement,a new acceptance criterion for the solution to be accepted in the sa.a.gorithm was introduced to enhance the accuracy of the optimization *** works based on ten publicly available imbalanced datasets have demonstrated higher accuracy in the classification tasks using the proposed approach in comparison with the conventional implementation of *** at an average of 89.65%of accuracy for the binary class classification has demonstrated the good performance of the proposed works.

关键词： Imbalanced data resampling technique data reduction support vector machine simulated annealing

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dNA Binding and Antitumor Activity of a New Fluores cent ProbeEu(Ⅲ)-Complex Containing 4-Methyl-Coumarin Moiety

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光谱学与光谱分析 2018年第11期38卷 3611-3621页

作者： Belal H M hussein Mostafa A Gouda Omer sakin Abdulla Faluji Mohamed Gomaa Hassan A Azab Walid Fathalla Sherin Arabi sa wsan Mosa Chemistry department Faculty of Science&ArtsAl UlaTaibah UniversityAl Madina Al MonawarahKSA department of Chemistry Faculty of ScienceSuez Canal UniversityIsmailiaEgypt Chemistry department Faculty of ScienceMansoura UniversityAl MansouEgypt Biotechnology Research Center Suez Canal Universitylsmailia 41522Egypt Medicinal Chemistry department Faculty of PharmacySuez Canal Universitylsmailia 41522Egypt department of Mathematical and Physical Sciences Faculty of EngineeringPort-Said UniversityPort-SaidEgypt department of Mathematical and Physical Sciences Faculty of EngineeringSuez Canal UniversitylsmailiaEgypt department of Chemistry Faculty of Educationel Arish UniversityEgypt

A new europium(Ⅲ)complex containing(4-Methyl-2-oxo-2 H-chromen-7-yloxy)-acetic acid moiety(CMMC)was synthesized,characterized,and confirmed as antitumor agent and fluorescent *** spectroscopic measurements of Eu(Ⅲ)in the presence of CMMC were obtained in different *** results show that the strongest Eu(Ⅲ)emission bands were monitored in iso-propyl alcohol while the weakest Eu(Ⅲ)emission band was observed in *** interaction of Eu(Ⅲ)-(CMMC)2 complex with dNA was monitored using absorption and emission *** fluorescence titration measurements,the binding constants of dNA with Eu(Ⅲ)-(CMMC)_2 complex were found to be 1.04×10~5 L·mol^(-1) in Tris-HCl and 1.17×10~7 L·mol^(-1) in dMSO-Tris-HCl buffer(9∶1 V/V).Hypochromism was observed from the absorption titration experiment which indicates the intercalation of Eu(Ⅲ)-complex between the base pair of *** result further confirmed by fluorescent Ethidium bromide displacement *** fluorescence calibration curve was used for the determination of dNA with LOd of 1.2 ng in dMSO-Tris-HCl buffer(9∶1 V/V)and 5 ng in Tris-HCl *** preliminary antitumor investigation shows promising cytotoxicity against MdA-MB-231,MCF-7(mammary cancer),and PC-3(prostate carcinoma)cell lines with IC50 values of 40.63,25.42 and 30.25μmol·L^(-1),respectively.

关键词： Europium (4-Methyl-2-oxo-2H-chromen-7-yloxy)-acetic acid dNA sensing Spectroscopic properties Antitumor activ ity

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The new 6^(th) edition of the WHO Laboratory Manualfor the Examination and Processing of HumanSemen: is it a step toward better standard operatingprocedure?

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Asian Journal of Andrology 2022年第2期24卷 123-124页

作者： Eric Chung Mohamed Arafa Florence Boitrelle hussein Kandil Ralf Henkel Ramadan saleh Rupin Shah Paraskevi Vogiatzi Armand Zini Ashok Agarwal AndroUrology Centre BrisbaneQLD 4000Australia University of Queensland Princess Alexandra HospitalBrisbaneQLD 4000Australia American Center for Reproductive Medicine Cleveland ClinicClevelandOH 44195USA department of Andrology Cairo UniversityCairo 12613Egypt department of Urology Hamad Medical CorporationDoha 122104Qatar Reproductive Biology Fertility PreservationAndrologyCECOSPoissy HospitalPoissyParis 78300France saclay University UVSQINRAEBREEDJouy-en-Josas 78350France Fakih IVF Fertility Center Abu Dhabi 51133UAE department of Metabolism Digestion and ReproductionImperial College LondonLondon SW72AZUK department of Medical Biosciences University of the Western CapeBellville 7530South Africa LogixX Pharma ThealeBerkshire GU154DUUK department of dermatology Venereology and AndrologyFaculty of MedicineSohag UniversitySohag 82518Egypt department of Urology Lilavati Hospital and Research CentreMumbaiMaharashtra 400001India Andromed Health and Reproduction Fertility Diagnostics LaboratoryMaroussiAthens 10431Greece department of Surgery McGill UniversityMontrealQC H3A 0G4Canada

Semen analysis(sa)remains the cornerstone of male infertility evaluation and should ideally be performed by an accredited andrology laboratory or in vitro fertilization(IVF)clinics based on the standards defined by the World Health Organization(WHO)for the Examination and Processing of Human Semen and in accordance with the International Organization for Standardization’s Basic Semen Examination on Specification and Test Methods.

关键词： Basic Human corners

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A Study on the Mechanical Properties of Polymer-Ceramic Composite Using Injection Moulding

A Study on the Mechanical Properties of Polymer-Ceramic Comp...

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2012年先进制造技术与系统国际会议

作者： N.sa’ude M.Ibrahim R.Ibrahim Faculty of Mechanical and Manufacturing Engineering University Tun Hussein Onn Malaysia86400 Parit RajaBatu PahatJohorMalaysia.

This paper presents the development of a new polymer-ceramic composite material for use in injection molding *** material consists of palm oil fly ash(POFA) in a high density polyethylene(HdPE) *** this study,the effect of POFA was investigated as a filler material in polymer-ceramic matrix composite and HdPE was chosen as a matrix *** detailed formulations of mixing ratio with various combinations of the new polymer-ceramic composite are investigated *** on the result obtained,it was found that,the weight percentage increment of POFA filler affected the flexural and hardness *** work represents a major development in recycling of waste material from palm oil empty fruit bunch out of the refinery to produce polymer/ceramic matrix composite.

关键词： Polymer-ceramic matrix composites palm oil fly ash high density polyethylene injection moulding hardness tensile flexural.

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