This book is a compilation of accepted papers presented at the International Conference on Computing, Intelligence and Data Analytics (ICCIDA) in 2022 organized by Information Systems Engineering of the Kocaeli University, Turkey on September 16-17, 2022.
The book highlights some of the latest research advances and cutting-edge analyses of real-world problems related to Computing, Intelligence and Data Analytics and their applications in various domains. This includes state of the art models and methods used on benchmark datasets.
Author(s): Fausto Pedro García Márquez; Akhtar Jamil; Süleyman Eken; Alaa Ali Hameed
Publisher: Springer International Publishing
Year: 2023
Language: English
Pages: 610
Priority-Based Pollution Management ITS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
Youssef Aboulyousr, Farida Azab, Hassan Soubra, and Mariam Zaky
Autonomous Mobile Robot Mapping and Exploration of an Indoor
Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17
Raghad Mando, Eylül Özer, and Burak ˙Inner
Medical Image Transmission Using a Secure Cryptographic Approach
for IoMT Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 27
Renjith V. Ravi, S. B. Goyal, Chawki Djeddi, and Vladimir Kustov
Applied Decision Support System Using TOPSIS – AHP, and ICT
Newhouse Indicators for Evaluation of Courses at University of Economics
Ho ChiMinh City (UEH), Vietnam . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39
Viet Phuong Truong and Quoc Hung Nguyen
Assessment of Grey Wolf Optimizer and Its Variants on Benchmark
Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 55
Elif Varol Altay and Osman Altay
Pre-production Design of a Robotic Arm Mounted on an Unmanned
Aerial Vehicle (UAV) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 67
Murat Bakirci and Abdullah Demiray
Reliability of MEMS Accelerometers Embedded in Smart Mobile Devices
for Robotics Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 78
Murat Bakirci and Mecit Cetin
HST-Detector: A Multimodal Deep Learning System for Twitter Spam
Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 91
Insaf Kraidia, Afifa Ghenai, and Nadia Zeghib
Analysis of Deep Learning Sequence Models for Short Term Load
Forecasting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 104
Oben Da˘g and O˘guzhan Nefeso˘glu
Security Issues for Banking Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 117
Mohammed Khodayer Hassan, Aymen Mohammed Khodayer,
Ali Hassan, Omer Mohammed Khodayer, and Maryem Mahmood
xiv Contents
Smart Autonomous Bike Hardware Safety Metrics . . . . . . . . . . . . . . . . . . . . . . . . . 132
Menatalla Elnemr, Hassan Soubra, and Mohamed Sabry
Demand Side Management Based Cost-Centric Solution for a Grid
Connected Microgrid System with Pico-Hydro Storage System . . . . . . . . . . . . . . 147
Tapas Chhual Singh, K. Srinivas Rao, Bishwajit Dey,
and Fausto Pedro Garcia Marquez
Impact of Multimodal Model Complexity on Classification of Diabetic
Retinopathy Level . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 168
Maksym Shulha, Yuri Gordienko, and Sergii Stirenko
Secure Image Data Encryption Scheme for 5G Internet of Things
Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 181
Renjith V. Ravi, S. B. Goyal, Chawki Djeddi, and Vladimir Kustov
Symptom Based Health Status Prediction via Decision Tree, KNN,
XGBoost, LDA, SVM, and Random Forest . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 193
Elif Meriç and Çaˇgda¸s Özer
Multiband Microstrip Elliptical Monopole Antenna Design
with Mushroom-Like Loadings for DCS, 5G and Ku-Band Applications . . . . . . . 208
Gürtay Sezay Gürsoy and Mustafa Hikmet Bilgehan Uçar
An IoT-Based Modular Avionics and Electrical System for Nanosatellite
Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 218
Murat Bakirci and Muhammed Mirac Özer
Reinforcement Learning for Intrusion Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . 230
Ahmed Mohamed Saad Emam Saad and Beytullah Yildiz
Comparison of Small-Sized Deep Neural Network Models
for Hyperspectral Image Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 244
Ekrem Tarık Karan, Zümray Dokur, and Tamer Ölmez
Time-Sensitive Embedding for Understanding Customer Navigational
Behavior in Mobile Banking . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 257
Hakan Hakvar, Cansu Cavuldak, O˘gulcan Söyler, Yıldız Karadayı,
and Mehmet S. Akta¸s
Do Lunar Cycles Affect Bitcoin Prices? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 271
Ugurcan Erdogan, Alperen Berk Isildar, Tugba Gurgen Erdogan,
and Fuat Akal
Contents xv
Stock Price Prediction in Response to US Dollar Exchange Rate Using
Machine Learning Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 281
Muhammad Atif Saeed and Akhtar Jamil
A Service of RSU Communication in Internet of Vehicles (IoV) in Urban
Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 291
Raneen I. Al-Essa and Ghaida A. Al-Suhail
A Comparative Study on Subdural Brain Hemorrhage Segmentation . . . . . . . . . . 304
Tu˘grul Hakan Gençtürk, ˙Ismail Kaya, and Fidan Kaya Güla˘gız
Deep Learning Based Spectrum Sensing Method for Cognitive Radio
System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 319
Ahmed T. Hussein, Didem Kivanc, Hikmat Abdullah,
and Muntaser S. Falih
Colour Image Encryption Based on HACS and Knuth-Durstenfeld
Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 332
Renjith V. Ravi, S. B. Goyal, Chawki Djeddi, and Vladimir Kustov
Turkish Sign Language Recognition by Using Wearable MYO Armband . . . . . . 344
Muhammet Düzenli, Kerem Salur, Kübra Erat, and Pınar Onay Durdu
Effects of Different Parameters on Sleep Quality . . . . . . . . . . . . . . . . . . . . . . . . . . . 358
Ece Kunduracioglu, Ece Korkmaz, Tugba Gurgen Erdogan,
and Fuat Akal
Predictive Maintenance on Industrial Data Using Soft Voted Ensemble
Classifiers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 370
Ümit Dilbaz and Mustafa Özgür Cingiz
Volume Forecasting in Supply Chain: A Mixed Study of Boosting
and Prophet Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 385
Furkan Oruc, Ismet Yildirim, and Gizem Cidal
Blockchain-Based System for Traceability of Counterfeit Medicine . . . . . . . . . . . 397
Kritika Sharma and Ravreet Kaur
ADeep Learning Model forBreastCancer Diagnosis UsingMammography
Images Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 411
Nourane Laaffat, Ahmad Outfarouin, Walid Bouarifi, and Abdelilah Jraifi
Highly Secure and Robust Forensic System: Fordex Forensic Chain . . . . . . . . . . 423
Faruk Takao˘glu, Mustafa Takao˘glu, Taner Dursun, Erkan Demirci,
Adem Özyava¸s, Firas Ajlouni, and Naim Ajlouni
xvi Contents
Enhancing Vehicle Networks Performance by Using Deep Learning
Techniques for Artificial Intelligence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 438
Abdullah Saad Zeki and Muhammad Ilyas
What Drives Success in Data Science Projects: A Taxonomy of Antecedents . . . 448
Gonca Tokdemir Gökay, Kerem Nazlıel, Umut ¸Sener, Ebru Gökalp,
Mert Onuralp Gökalp, Nergiz Gençal, Gizemnur Da˘gda¸s,
and P. Erhan Eren
Performance Evaluation of Clustering Techniques on a Hybrid RFM-Based
Scoring Framework . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 463
Mona Mosa, Nedaa Agami, Ghada Elkhayat, and Mohamed Kholief
A Systematic Literature Review on Data Provenance Visualization . . . . . . . . . . . 479
Ilkay Melek Yazici and Mehmet S. Aktas
Effects of Online Educational System on Personal Health of Students
and Teachers in COVID-19 Crises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 494
Fariha Shaikh, Shafiq-ur-Rehman Massan, Sania Bhatti,
Shafqat Shahzoor Chandio, and Muhammad Mujtaba Shaikh
Testing the Performance of Feature Selection Methods for Customer
Churn Analysis: Case Study in B2B Business . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 509
Semanur Sancar and Meryem Uzun-Per
Multi-agents Path Planning for a Mobile Robot in a Dynamic Warehouse
Environment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 520
Mustafa Mohammed Alhassow, Oguz Ata, and Dogu Cagdas Atilla
Classification of SCADA Alarms and False Alarm Identification Using
Support Vector Machine for Wind Turbine Management . . . . . . . . . . . . . . . . . . . . 535
Ana Maria Peco Chacon and Fausto Pedro Garcia Marquez
Intelligence Based Approach for Obtaining Trade-Off Solution Between
Minimal Pollution and Cost of a Dynamic System . . . . . . . . . . . . . . . . . . . . . . . . . . 548
Srikant Misra, Pratap Kumar Panigrahi, Bishwajit Dey,
and Fausto Pedro Garcia Marquez
Improving Classification Accuracy of Cyber Attacks in the Banking Sector . . . . 564
Basil Abbas Hasan Hasan and Muhammad Ilyas
Contents xvii
Image Cryptography Using Fibonacci Bit-plane Decomposition
and Quantum Chaotic Permutation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 577
Renjith V. Ravi, S. B. Goyal, Chawki Djeddi, and Vladimir Kustov
Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 589
