Computational Intelligence, Data Analytics and Applications: Selected papers from the International Conference on Computing 9783031270994, 9783031270987

Table of contents :
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