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HYBRID TECHNIQUE FOR SOFTWARE DEFECT PREDICTION USING MACHINE LEARNING TECHNIQUES

Muhammad Jumare Haruna ⁽¹⁾, Darius T Chinyio ⁽²⁾, Martin E Irhebhude ⁽³⁾

(1) Department of Computer Science, Federal University of Education, Zaria, Nigeria,

(2) Department of Computer Science, Nigerian Defence Academy, Kaduna, Nigeria,

(3) Department of Computer Science, Nigerian Defence Academy, Kaduna, Nigeria

449-462

Abstract Views : 1213

Download :91

10.25271/sjuoz.2025.13.4.1532

GUARDING ANDROID: A COMPREHENSIVE REVIEW OF INTRUSION DETECTION TECHNIQUES FOR SMARTPHONES

Ibrahim M. Ibrahim ⁽¹⁾, Amira B. Sallow ⁽²⁾

(1) Department of Information Technology, Technical College of Informatics-Akre, Duhok Polytechnic University, Duhok, Iraq, Iraq,

(2) Department of Information Technology, Technical College of Duhok, Duhok Polytechnic University, Duhok, Iraq amira.bibo@dpu.edu.krd, Iraq

469-480

Abstract Views : 1268

Download :741

10.25271/sjuoz.2023.11.4.1161

A NEW CONJUGATE GRADIENT METHOD BASED ON LOGISTIC MAPPING FOR UNCONSTRAINED OPTIMIZATION AND ITS APPLICATION IN REGRESSION ANALYSIS

Sarwar Ahmad Hamad ⁽¹⁾, Dlovan Haji Omar ⁽²⁾, Diman Abdulqader Sulaiman ⁽³⁾, Alaa Luqman Ibrahim ⁽⁴⁾

(1) Department of Mathematics, College of Science, University of Zakho, Zakho, Kurdistan Region, Iraq , Iraq,

(2) Department of Mathematics, College of Science, University of Zakho, Zakho, Kurdistan Region, Iraq , Iraq,

(3) Department of Mathematics, College of Science, University of Zakho, Zakho, Kurdistan Region, Iraq , Iraq,

(4) Department of Mathematics, College of Science, University of Zakho, Zakho, Kurdistan Region, Iraq , Iraq

484-489

Abstract Views : 938

Download :375

10.25271/sjuoz.2024.12.4.1310

The Kurdish Language Corpus: State of the Art

Media Azzat ⁽¹⁾, Karwan Jacksi ⁽²⁾, Ismael Ali ⁽³⁾

(1) Department of Computer Science, Faculty of Science, University of Zakho, Kurdistan Region - Iraq, Iraq,

(2) Department of Computer Science, Faculty of Science, University of Zakho, Kurdistan Region - Iraq, Iraq,

(3) Department of Computer Science, Faculty of Science, University of Zakho, Kurdistan Region - Iraq, Iraq

127-133

Abstract Views : 3001

Download :2866

10.25271/sjuoz.2023.11.1.1123

BAYESIAN DEEP LEARNING APPLIED TO LSTM MODELS FOR PREDICTING COVID-19 CONFIRMED CASES IN IRAQ

Masoud Muhammed Hassan ⁽¹⁾, Dozdar Ahmed ⁽²⁾

(1) Department of Computer Science, University of Zakho,

(2) , Iraq

170-178

Abstract Views : 1092

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10.25271/sjuoz.2023.11.2.1037

Fast Full-Search Algorithm of Fractal Image Compression for Acceleration Image Processing

Baydaa Sh. Z. Abood ⁽¹⁾, Hanan A. R. Akkar ⁽²⁾, Amean Sh. Al-Safi ⁽³⁾

(1) Department of Electrical Engineering, University of Technology, Baghdad, Iraq, Iraq,

(2) Department of Electrical Engineering, University of Technology, Baghdad, Iraq, Iraq,

(3) Department of Electrical and Electronics Engineering, University of Thi-Qar, Thi-Qar, Iraq, Iraq

119-126

Abstract Views : 1143

Download :481

10.25271/sjuoz.2023.11.1.1122

RVMF: RELIABLE ROUTING METHOD FOR VEHICULAR AD HOC NETWORKS USING MOTH-FLAME AND FIREFLY OPTIMIZATION ALGORITHMS

Soran A. Pasha ⁽¹⁾

(1) Faculty of Information Technology, Kalar Technical College, Sulaimania Polytechnic University, Kurdistan Region, Iraq , Iraq

220-226

Abstract Views : 770

Download :592

10.25271/sjuoz.2023.11.2.1005

Quantification of the Relationship Between the Height – Diameter of (Pinus brutia Ten), Calabrian Pine Trees in Four Different Microsites in Duhok Governorate. Kurdistan Region, Iraq

Tariq K. Salih ⁽¹⁾, Hayfaa M. Saaed Abdulaziz ⁽²⁾

(1) College of Agricultural Engineering Science, University of Duhok, Duhok, Kurdistan Region, Iraq, Iraq,

(2) Directorate of Forests and Rangelands, Duhok, Kurdistan Region, Iraq, Iraq

84-90

Abstract Views : 983

Download :450

10.25271/sjuoz.2023.11.1.1015

AFFINITY PROPAGATION AND K-MEANS ALGORITHM FOR DOCUMENT CLUSTERING BASED ON SEMANTIC SIMILARITY

Avan A. Mustafa ⁽¹⁾, Karwan Jacksi ⁽²⁾

(1) Computer Science Dept. University of Duhok, Duhok, Iraq , Iraq,

(2) Computer Science Dept., University of Zakho, Zakho, Iraq , Iraq

153-159

Abstract Views : 1236

Download :529

10.25271/sjuoz.2023.11.2.1148

AN IMPROVED PARTICLE SWARM OPTIMIZATION ALGORITHM FOR SPECTRUM ALLOCATION IN COGNITIVE RADIO NETWORKS

Kurdistan M. Salih ⁽¹⁾, Mohammed A. Shakir ⁽²⁾, Sagvan A. Saleh ⁽³⁾

(1) Faculty of Engineering, University of Duhok, Duhok, Kurdistan Region, Iraq, Iraq,

(2) Faculty of Engineering, University of Duhok, Duhok, Kurdistan Region, Iraq, Iraq,

(3) Faculty of Engineering, University of Duhok, Duhok, Kurdistan Region, Iraq, Iraq

366– 375

Abstract Views : 870

Download :537

10.25271/sjuoz.2023.11.3.1083

Mapping Flood Vulnerability by Applying EBF And AHP Methods, in the Iraqi Mountain Region

Abdulrazaq Qasim Mikail ⁽¹⁾, Rahel Hamad ⁽²⁾

(1) Scientific Research Center, GIS & Remote Sensing Department, Delzyan Campus, Soran University, Soran 44008, Iraq., Iraq,

(2) Scientific Research Center, GIS & Remote Sensing Department, Delzyan Campus, Soran University, Soran 44008, Iraq., Iraq

1-10

Abstract Views : 1067

Download :1075

10.25271/sjuoz.2023.11.1.1033

AN EMPIRICAL COMPARISON OF NEO4J AND TIGERGRAPH DATABASES FOR NETWORK CENTRALITY

Bahzad Chicho ⁽¹⁾, Abdulhakeem Othman Mohammed ⁽²⁾

(1) Duhok Polytechnic University, Technical College of Informatics, Information Technology Department, Kurdistan Region, Iraq - bahzad.taha@dpu.edu.krd, Iraq,

(2) Duhok Polytechnic University, Kurdistan Region, Iraq , Iraq

190-201

Abstract Views : 1150

Download :801

10.25271/sjuoz.2023.11.2.1068

LIGHTWEIGHT CRYPTOGRAPHY METHOD IN THE INTERNET OF THINGS USING ELLIPTIC CURVE AND CROW SEARCH ALGORITHM

Arkan A. Saffer ⁽¹⁾, Soran A. Pasha ⁽²⁾, Ammar M. Aliakbar ⁽³⁾

(1) Information Technology Department, Kalar Technical College, Sulaimani Polytechnic University, Kurdistan Region, Iraq, Iraq,

(2) Information Technology Department, Kalar Technical College, Sulaimani Polytechnic University, Kurdistan Region, Iraq , Iraq,

(3) Department of IT, College of Computer & IT, University of Garmian, Kalar, Kurdistan Region, Iraq, Iraq

323-332

Abstract Views : 954

Download :647

10.25271/sjuoz.2023.11.3.1055

Investigating the Impact of Growth Temperatures on the ZnO Nanorods Properties Grown with Simplest Spray Technique

Mohammed Kadhim Jaqsi ⁽¹⁾, Awaz Kareem ⁽²⁾, Ahmed Abdulrahman ⁽³⁾

(1) Department of Physics, Faculty of Science, University of Zakho, Kurdistan Region-Iraq, Iraq,

(2) Department of Physics, Faculty of Science, University of Zakho, Kurdistan Region-Iraq, Iraq,

(3) Department of Physics, Faculty of Science, University of Zakho, Kurdistan Region-Iraq, Iraq

112-118

Abstract Views : 863

Download :488

10.25271/sjuoz.2023.11.1.1072

THE PREDICTION OF HEART DISEASE USING MACHINE LEARNING ALGORITHMS

Snwr J. Mohammed ⁽¹⁾, Noor B. Tayfor ⁽²⁾

(1) Department of Network Management, Technical College of Informatics TCI, Sulaimani Polytechnic University, Sulaimani, Kurdistan Region, Iraq, Iraq,

(2) 2Department of Information Technology, Kurdistan Technical Institute, Sulaimani, Kurdistan Region, Iraq, Iraq

285-293

Abstract Views : 1043

Download :862

10.25271/sjuoz.2024.12.3.1270

ELECTRICAL, OPTICAL, AND CHEMICAL PROPERTIES OF GRAPHENE THIN FILMS FABRICATED BY VACUUM FILTRATION TECHNIQUE

Shivan H. Haji ⁽¹⁾, Faris A. Kochary ⁽²⁾, Sabah M. Ahmed ⁽³⁾

(1) Department of Physics, College of Science, University of Duhok, Duhok, Kurdistan Region of Iraq, Iraq,

(2) Department of Physics, College of Science, University of Duhok, Duhok, Kurdistan Region of Iraq, Iraq,

(3) Department of Physics, College of Science, University of Duhok, Duhok, Kurdistan Region of Iraq, Iraq

14-21

Abstract Views : 1054

Download :491

10.25271/sjuoz.2024.12.1.1198

EFFECT OF MICROSTRUCTURE AND RELATIVE HUMIDITY ON ATMOSPHERIC PITTING CORROSION OF DUPLEX STAINLESS STEEL BENEATH MGCL2 DROPS

Safa A. Ali ⁽¹⁾, Haval B. Mohammed Ali ⁽²⁾

(1) Department of Physics, Faculty of Science, University of Zakho, Zakho,Kurdistan Region-Iraq, Iraq,

(2) Department of Physics, Faculty of Science, University of Zakho, Iraq

244-253

Abstract Views : 803

Download :436

10.25271/sjuoz.2023.11.2.1047

Developing RobEVELOPING DURABLE SUPERAMPHIPHOBIC COATING ON ROUGH ALUMINUM USING RESIDUAL FROM BURNED RECYCLED SILICONE RUBBER FOR ANTI-CORROSIONust Superamphiphobic Coating on Rough Aluminum Substrates Using Recycled Silicon Rubber and Simple Spray Pyrolysis Technique for Anticorrosion Applications

Gulista T. Choli ⁽¹⁾, Zubayda S. Saifaldeenb ⁽²⁾

(1) Department of Physics, College of Science, University of Duhok , Iraq,

(2) Scientific Research Center, College of Science, University of Duhok, Iraq

515 – 522

Abstract Views : 642

Download :445

10.25271/sjuoz.2023.11.4.1187

HANDWRITTEN CHARACTER RECOGNITION IN ASSYRIAN LANGUAGE USING CONVOLUTIONAL NEURAL NETWORK

Revella E. Armya ⁽¹⁾, Maiwan B. Abdulrazzaq ⁽²⁾

(1) Technical College of Informatics, Akre, Kurdistan Region, Iraq , Iraq,

(2) Faculty of Science, University of Zakho, Zakho, Kurdistan Region, Iraq , Iraq

105-115

Abstract Views : 986

Download :492

10.25271/sjuoz.2024.12.1.1189

Forecasting the Ratio of the Rural Population in Iraq Using Box-Jenkins Methodology

Qais M. Abdulqader ⁽¹⁾

(1) Technical College of Petroleum and Mineral Sciences\Zakho, Duhok Polytechnic University, Zakho, Kurdistan Region, Iraq, Iraq

134-138

Abstract Views : 838

Download :475

10.25271/sjuoz.2023.11.1.1124

VARIATION IN THERMAL STRESS BEHAVIOUR OF COMPOSITE MATERIALS BY THERMOMECHANICAL TECHNIQUE (TMA)

Rafid H. Khalaf ⁽¹⁾, Nabeel M. Abd-Alghafour ⁽²⁾, Ahmed F. Abdulrahman ⁽³⁾

(1) Iraqi Ministry of Education-Directorate of Education in AL-Anbar, Iraq- rafidalnhary@gmail.com, Iraq,

(2) Iraqi Ministry of Education-Directorate of Education in AL-Anbar, Iraq, Iraq,

(3) Department of Medical Laboratory Technology, Technical Institute of Amedi, Duhok Polytechnique University, Kurdistan Region, Iraq, Iraq

46-49

Abstract Views : 834

Download :466

10.25271/sjuoz.2024.12.1.1210

Incidence of Methicillin-Resistant Staphylococcus Aureus (MRSA) Recovered from Patients with Urinary Tract Infections in Zakho City/ Kurdistan-Iraq

Iman A. Hami ⁽¹⁾, Khalid S. Ibrahim ⁽²⁾

(1) Dept. of Medical Laboratory Technology, College of Health and Medical Technology-Shekhan, Duhok Polytechnic University, Kurdistan-Iraq, Iraq,

(2) Dept. of Biology, Faculty of Sciences, University of Zakho, Zakho International Road, P.O. Box 12, Kurdistan Region- Iraq, Iraq

91-97

Abstract Views : 1753

Download :906

10.25271/sjuoz.2023.11.1.1041

PHYSIOCHEMICAL STANDARDIZATION AND PHYTOCHEMICAL SCREENING OF Urtica dioica L. LEAVES GROWING IN ZAKHO, KURDISTAN REGION, IRAQ

Ghariba. A Omar ⁽¹⁾, Lina Y. Mohammed ⁽²⁾

(1) Department of Chemistry, Faculty of Science, University of Zakho, Zakho, Kurdistan Region, Iraq , Iraq,

(2) Department of Biomedical Science, College of Medicine, University of Zakho, Zakho, Kurdistan Region, Iraq, Iraq

306-316

Abstract Views : 1648

Download :969

10.25271/sjuoz.2023.11.3.1069

Outdoor Air Contaminants-Heavy Metals and Associated Health Risks in Duhok-Iraq

Samir Hashim Muhyadeen ⁽¹⁾, Revink A. Ramadhan ⁽²⁾

(1) Dept. of Spatial Planning, College of Spatial Planning, University of Duhok, Zakho str., Duhok 42001, Kurdistan Region, Iraq, Iraq,

(2) Dept. of Physics, College of Science, University of Duhok, Zakho str., Duhok 42001, Kurdistan Region, Iraq, Iraq

78-83

Abstract Views : 1205

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10.25271/sjuoz.2023.11.1.1043

EFFICIENT SYNTHESIS OF ZNO AS AN ELECTRODE OF PIEZOELECTRIC NANOGENERATORS

Ribar A. Salh ⁽¹⁾, Mohammed A. Ibrahem ⁽²⁾

(1) Department of Physics, College of Science, University of Duhok, Kurdistan Region, Iraq, Iraq,

(2) Department of Physics, College of Science, University of Duhok, Kurdistan Region, Iraq, Iraq

50-56

Abstract Views : 883

Download :409

10.25271/sjuoz.2024.12.1.1205

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