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Advances in Intelligent Systems and Computing Volume 1029 Series Editor Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland Advisory Editors Nikhil R. Pal, Indian Statistical Institute, Kolkata, India Rafael Bello Perez, Faculty of Mathematics, Physics and Computing, Universidad Central de Las Villas, Santa Clara, Cuba Emilio S. Corchado, University of Salamanca, Salamanca, Spain Hani Hagras, School of Computer Science & Electronic Engineering, University of Essex, Colchester, UK László T. Kóczy, Department of Automation, Széchenyi István University, Gyor, Hungary Vladik Kreinovich, Department of Computer Science, University of Texas at El Paso, El Paso, TX, USA Chin-Teng Lin, Department of Electrical Engineering, National Chiao Tung University, Hsinchu, Taiwan Jie Lu, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia Patricia Melin, Graduate Program of Computer Science, Tijuana Institute of Technology, Tijuana, Mexico Nadia Nedjah, Department of Electronics Engineering, University of Rio de Janeiro, Rio de Janeiro, Brazil Ngoc Thanh Nguyen, Faculty of Computer Science and Management, Wrocław University of Technology, Wrocław, Poland Jun Wang, Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong
The series “Advances in Intelligent Systems and Computing” contains publications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing. Virtually all disciplines such as engineering, natural sciences, computer and information science, ICT, economics, business, e-commerce, environment, healthcare, life science are covered. The list of topics spans all the areas of modern intelligent systems and computing such as: computational intelligence, soft comput- ing including neural networks, fuzzy systems, evolutionary computing and the fusion of these paradigms, social intelligence, ambient intelligence, computational neuro- science, artificial life, virtual worlds and society, cognitive science and systems, Perception and Vision, DNA and immune based systems, self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric computing, recommender systems, intelligent control, robotics and mechatronics including human-machine teaming, knowledge-based paradigms, learning para- digms, machine ethics, intelligent data analysis, knowledge management, intelligent agents, intelligent decision making and support, intelligent network security, trust management, interactive entertainment, Web intelligence and multimedia. The publications within “Advances in Intelligent Systems and Computing” are primarily proceedings of important conferences, symposia and congresses. They cover significant recent developments in the field, both of a foundational and applicable character. An important characteristic feature of the series is the short publication time and world-wide distribution. This permits a rapid and broad dissemination of research results. ** Indexing: The books of this series are submitted to ISI Proceedings, EI-Compendex, DBLP, SCOPUS, Google Scholar and Springerlink ** More information about this series at http://www.springer.com/series/11156
Cengiz Kahraman Selcuk Cebi • • Sezi Cevik Onar Basar Oztaysi • • A. Cagri Tolga Irem Ucal Sari • Editors Intelligent and Fuzzy Techniques in Big Data Analytics and Decision Making Proceedings of the INFUS 2019 Conference, Istanbul, Turkey, July 23–25, 2019 123
Editors Cengiz Kahraman Selcuk Cebi Management Faculty Industrial Engineering Department Istanbul Technical University Yildiz Technical University Istanbul, Turkey Istanbul, Turkey Sezi Cevik Onar Basar Oztaysi Management Faculty Management Faculty Istanbul Technical University Istanbul Technical University Istanbul, Turkey İstanbul, Turkey A. Cagri Tolga Irem Ucal Sari Industrial Engineering Department Management Faculty Galatasaray University Istanbul Technical University Istanbul, Turkey Istanbul, Turkey ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems and Computing ISBN 978-3-030-23755-4 ISBN 978-3-030-23756-1 (eBook) https://doi.org/10.1007/978-3-030-23756-1 © Springer Nature Switzerland AG 2020 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland
Contents Theoretical Research on Intelligent and Fuzzy Systems Bipolar Models for a More Realistic Representation and Processing of Human Judgments, Intentions and Preferences: A Role of Fuzzy Logic . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 Janusz Kacprzyk Nature-Inspired Optimization of Type-2 Fuzzy Logic Controllers . . . . . 4 Oscar Castillo Fuzzy Sets in Clustering: On Fuzzy Partitions . . . . . . . . . . . . . . . . . . . . 7 Vicenç Torra, Aránzazu Jurío, Humberto Bustince, and Laya Aliahmadipour Principals of Spherical Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15 Fatma Kutlu Gündoğdu A Study on Vulnerability Parameters of Signed Fuzzy Graphs . . . . . . . 24 R. Sundareswaran, R. Sujatha, and Goksen Bacak-Turan A New Ranking Method for Triangular Intuitionistic Fuzzy Numbers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 33 Gultekin Atalik and Sevil Senturk On the WABL Defuzzification Method for Intuitionistic Fuzzy Numbers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 39 Ali Mert Evolution of L-Fuzzy Contexts Associated with Criteria . . . . . . . . . . . . 48 Cristina Alcalde and Ana Burusco Intuitionistic Fuzzy Density Based Spatial Clustering of Applications with Noise: IFDBSCAN . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 56 Mustafa Ünver and Nihal Erginel v
vi Contents A Conceptual Study on RPAs as of Intelligent Automation . . . . . . . . . . 65 Özlen Erkal Sönmez and Dilek Yılmaz Börekçi Some Topological Indices in Fuzzy Graphs . . . . . . . . . . . . . . . . . . . . . . 73 Shriram Kalathian, Sujatha Ramalingam, Sundareswaran Raman, and Narasimman Srinivasan The Quick Exposure Check (QEC) Model Proposal Based on Fuzzy Logic for Work-Related Musculoskeletal Risk Assessment . . . . . . . . . . . 82 Yildiz Kose, Ayse Nur Karabayir, and Emre Cevikcan Parameter Estimation and Fuzzy Controller Design for a Two-Axis Gimbal . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 89 Roya Jahanandish, Amir Khosravifard, Ramin Vatankhah, and Vahid Cheraghi A Likelihood Method for the Comparison of Intuitionistic Trapezoidal Fuzzy Numbers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 98 Hatice Ercan-Tekşen Design and Implementation of Adaptive Fuzzy PD Line Following Robot . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106 Anıl Sezgin and Ömer Çetin An Improved Fuzzy Cognitive Mapping Method . . . . . . . . . . . . . . . . . . 115 Umut Asan and Cigdem Kadaifci Extending QFD with Pythagorean Fuzzy Sets for Sustainable Supply Chain Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 123 Gülçin Büyüközkan and Gizem Çifçi A New Community Detection Algorithm Based on Fuzzy Measures . . . 133 Inmaculada Gutiérrez, Daniel Gómez, Javier Castro, and Rosa Espínola Advanced Fuzzy Observer-Based Fault Identification for Robot Manipulators . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 141 Farzin Piltan and Jong-Myon Kim Data Analysis Using Intelligent and Fuzzy Systems Process Mining Application for Analysis of Customer’s Different Visits in a Shopping Mall . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 151 Onur Dogan, Carlos Fernandez-Llatas, and Basar Oztaysi Gender Prediction from Classified Indoor Customer Paths by Fuzzy C-Medoids Clustering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 160 Onur Dogan and Basar Oztaysi
Contents vii A Fuzzy Base Classifier for Fuzzy Data Included Location Segmentation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 170 Sultan Ceren Oner and Basar Oztaysi A Decision Support System to Optimize Debt Collection Assignments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 178 Sezi Cevik Onar, Basar Oztaysi, Cengiz Kahraman, and Ersan Öztürk Combining Classifier Ensembles with Fuzzy Clustering to Predict Online Food Sales . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 188 Mahir Oner and Ceren Oner Solar Radiation Prediction Based on Machine Learning for Istanbul in Turkey . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 197 Veysel Çoban and Sezi Çevik Onar Click and Sales Prediction for Digital Advertisements: Real World Application for OTAs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 205 Ahmet Tezcan Tekin and Ferhan Cebi Intelligent Visual Analysis in Employee Fraud Detection . . . . . . . . . . . . 213 Buket Doğan and Başar Öztayşi Social Media and Clickstream Analysis in Turkish News with Apache Spark . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 221 Didem Makaroğlu, Altan Çakır, and Koray Kocabaş Real Time Content-Based News Recommendation in Turkish with Apache Spark . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 229 Altan Çakır, Mert Candar, Didem Makaroğlu, and Koray Kocabaş A Fuzzy Neural Tree for the Evaluation of Shape in an Architectural Design . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 238 Michael S. Bittermann, Ecenur Yavuz, and Ozer Ciftcioglu Multi-class Categorization of User-Generated Content in a Domain Specific Medium: Inferring Product Specifications from E-Commerce Marketplaces . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 247 Kemal Toprak Uçar, M. Borahan Tümer, and Mustafa Kıraç Forecasting Box Office Performances Using Machine Learning Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 257 Sandy Çağlıyor, Başar Öztayşi, and Selime Sezgin Use of Process Mining in Bank Real Estate Transactions and Visualization with Fuzzy Models . . . . . . . . . . . . . . . . . . . . . . . . . . . 265 Ibrahim E. Yazici and Orhan Engin
viii Contents Prediction of Turkish Super League Match Results Using Supervised Machine Learning Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 273 Ahmet Emin Saricaoğlu, Abidin Aksoy, and Tolga Kaya A Linguistic System of Defining and Controlling Project Success . . . . . 281 Dorota Kuchta Football Player Value Assessment Using Machine Learning Techniques . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 289 Ahmet Talha Yiğit, Barış Samak, and Tolga Kaya Partitioning the Time of Day for Bus Schedule Optimization . . . . . . . . . 298 Alperen Bulut and Seda Yanık Predicting Cycle Times in Textile Manufacturing Using Artificial Neural Network . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 305 Erdem Onaran and Seda Yanık Car Damage Analysis for Insurance Market Using Convolutional Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 313 C. T. Artan and Tolga Kaya Application of Multiple Imputation Using Fuzzy Archaeological Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 322 Tutku Tuncalı Yaman Modularization Challenges in Prolog: What to Divide and Conquer in AI . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 330 Midainan Jean Kemtongue and Ahmet Egesoy Graph–Based Anomaly Detection Using Fuzzy Clustering . . . . . . . . . . . 338 Çağatay Ateş, Süleyman Özdel, and Emin Anarım A New Cluster-Aware Regularization of Neural Networks . . . . . . . . . . . 346 Tolga Ahmet Kalaycı, Umut Asan, Murat Can Ganiz, and Aydın Gerek Using Consumer Reviews for Demand Planning: Case of Configurable Products . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 354 Erkan Isikli and Mert Ketenci A Hesitant Fuzzy Correspondence Analysis . . . . . . . . . . . . . . . . . . . . . . 362 Erhan Bozdag, Ozgur Yanmaz, and Cigdem Kadaifci Competitive Positioning Analysis with Learning Vector Quantization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 369 Umut Asan Using Support Vector Machine for the Prediction of Unpaid Credit Card Debts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 377 Meltem Yontar, Özge Hüsniye Namlı Dağ, and Seda Yanık
Contents ix Analytics Powered by Cloud Infrastructure . . . . . . . . . . . . . . . . . . . . . . 386 Kıvanç Oktaş Stability of Complex-Valued Neutral-Type Neural Networks with Time-Varying Delays . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 393 Manchun Tan, Zhiqiang Song, and Xuemei Zhang Suitability Evaluation of Blockchain–Based Systems Using Fuzzy ANP- A Case Study in a Logistics Company . . . . . . . . . . . . . . . . . . . . . 401 Ayça Maden A Machine Learning-Based User Authentication Model Using Mobile App Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 408 Yosef Ashibani and Qusay H. Mahmoud An Unsupervised Data Mining Approach for Clustering Customers of Abrasive Manufacturer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 416 Dilek Akburak, Necla Yel, and Ozlem Senvar An Interpretive Structural Fuzzy Analysis for CPFR Implementation Barriers: A Food Supply Chain Case Study . . . . . . . . . . . . . . . . . . . . . . 423 Saliha Karadayi-Usta Supply Chain Using Intelligent and Fuzzy Systems C2C E-Commerce Fuzzy Risk Analysis with Buyer Perspective . . . . . . . 435 Saliha Karadayi-Usta Risk Mitigation in Conference Tourism Service Supply Chains . . . . . . . 443 Saliha Karadayi-Usta Sales Forecasting by Artificial Neural Networks for the Apparel Retail Chain Stores . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 451 Nadide Caglayan, Sule Itir Satoglu, and E. Nisa Kapukaya Agile Supplier Evaluation Using a Fuzzy Decision Making Procedure Based on Fuzzy Measure and Fuzzy Integral . . . . . . . . . . . . . . . . . . . . . 457 Nazli Goker, Mehtap Dursun, and Y. Esra Albayrak Decomposing the Impact of Sales Promotions on a Large Scale Retailer’s Business Performance . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 464 Ömer Zeybek, Tolga Kaya, Burç Ülengin, and Işıl Öztürk Supply Chain Greenness Assessment Based on Intuitionistic Fuzzy Approaches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 472 Mete Han Topgul, Huseyin Selcuk Kilic, and Gulfem Tuzkaya
x Contents Supplier Selection in a Construction Company Using Fuzzy AHP and Fuzzy TOPSIS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 481 Ayse Nur Karabayir, Ahmet Reha Botsali, Yildiz Kose, and Emre Cevikcan A Methodology Proposal for Supplier Performance Evaluation: Fuzzy DEMATEL Method with Sustainability Integrated SCOR Model . . . . . 488 Sinem Büyüksaatçi Kiriş, Dilek Yilmaz Börekçi, and Tuğçe Koç A Grey Approach to Evaluate Success and Risk Factors in Supply Chain Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 497 Gülçin Büyüközkan, Öykü Ilıcak, and Orhan Feyzioğlu Performance Measurement of Debt Collection Firms Using Spherical Fuzzy Aggregation Operators . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 506 Cengiz Kahraman, Sezi Cevik Onar, and Basar Oztaysi Aggregation Operators for Fuzzy Sets Customer Segmentation Method Determination Using Neutrosophic Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 517 Cengiz Kahraman, Sezi Cevik Onar, and Basar Oztaysi Location Selection by Intuitionistic Fuzzy and Neutrosophic Aggregation Operators . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 527 Eda Boltürk, Murat Gulbay, and Cengiz Kahraman An Intuitionistic Fuzzy Axiomatic Design Approach for the Evaluation of Solid Waste Disposal Methods . . . . . . . . . . . . . . . 537 Selcuk Cebi, Esra Ilbahar, and Cengiz Kahraman Intuitionistic Fuzzy Multicriteria Decision Making Evaluation of Logistics Service Providers with Uncertain Dynamic Intuitionistic Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 549 Serhat Aydın Multi Criteria Decision Making Based on TOPSIS Method with Extended Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 558 Hülya Torun and Münevver Gördebil Dynamic Intuitionistic Fuzzy Multi Attribute Decision Making for CNC Router Selection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 567 Ahmet Aktas, Serhat Aydın, and Mehmet Kabak Assessment of Big Data Vendors by Intuitionistic Fuzzy TODIM . . . . . 574 Fethullah Göçer and Gülçin Büyüközkan
Contents xi Stakeholder Communication Impact on the Success of IT Project – Fuzzy Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 583 Barbara Gładysz and Dorota Kuchta Intuitionistic Fuzzy InterCriteria Approach to the Assessment in a Fast Food Restaurant . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 589 Velichka Traneva and Stoyan Tranev Analysis of Success Factors in Aviation 4.0 Using Integrated Intuitionistic Fuzzy MCDM Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . 598 Gülçin Büyüközkan, Orhan Feyzioğlu, and Celal Alpay Havle Evaluation of Home Health Care Vehicle Routing Methods by Intuitionistic Fuzzy AHP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 607 Iskender Peker, Gokhan Caybasi, Gulcin Buyukozkan, and Fethullah Gocer Site Selection for Solar Power Plants Using Integrated Two-Stage Hybrid Method Based on Intuitionistic Fuzzy AHP and COPRAS Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 616 Sukran Seker Research and Development Project Selection via IF-DEMATEL and IF-TOPSIS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 625 Ahmet Selcuk Yalcin, Huseyin Selcuk Kilic, and Ezgi Guler Make-or-Buy Decision Using Interval-Valued Intuitionistic Fuzzy COPRAS Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 634 Elif Haktanır Career Planning with Personality Inventories and Intuitionistic Fuzzy Analytic Hierarchy Process . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 644 Şeymanur Kurt and Lale Özbakır An Integrated Interval-Valued Neutrosophic AHP and TOPSIS Methodology for Sustainable Cities’ Challenges . . . . . . . . . . . . . . . . . . . 653 Ali Karaşan, Eda Bolturk, and Cengiz Kahraman Neutrosophic Multicriteria Decision Making Neutrosophic TOPSIS Method for Technology Evaluation of Unmanned Aerial Vehicles (UAVs) . . . . . . . . . . . . . . . . . . . . . . . . . . 665 Ali Karaşan and İhsan Kaya Healthcare Service Provider Type Selection of the Medical Tourists by Using Neutrosophic Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 674 Saliha Kardayi-Usta and Cafer Erhan Bozdag
xii Contents Evaluation of Defense Strategies by Using a MCDM Methodology Based on Neutrosophic Sets: A Case Study for Turkey . . . . . . . . . . . . . 683 Ali Karaşan, İhsan Kaya, Melike Erdoğan, Betül Özkan, and Murat Çolak An Integrated Model with Interval Valued Neutrosophic Sets for the Selection of Lean and Sustainable Suppliers . . . . . . . . . . . . . . . . 693 Ahmet Selcuk Yalcin, Huseyin Selcuk Kilic, and Nadide Caglayan Evaluating Innovation Projects in Air Cargo Sector with Fuzzy COPRAS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 702 A. Cagri Tolga and Gul Durak Ordinary Fuzzy Multicriteria Decision Making Evaluation of User Preference Criteria on Smart Technologies for Smart Buildings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 713 Irem Ucal Sari and Doruk Karlikaya The Use of Fuzzy DEMATEL for Urban Sustainable Development . . . . 722 Lazim Abdullah and Nuraini Rahim Fuzzy Logic Methods in Decision-Making Processes: Application in the Shotgun Sector . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 730 Gökhan Özkan, Mehmet Hilmi Özdemir, Çiğdem Baskici, Merve Kadan, and Yavuz Ercil Decision Making Under Fuzzy Environment with Incomplete Information . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 737 Ayta Yazici and Tuncay Gurbuz Evaluation of Hydroponic System in Vertical Farming via Fuzzy EDAS Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 745 A. Cagri Tolga, Berkan Gamsiz, and Murat Basar Selecting Strategic Partner for Iranian Official Airline Based on Mixed Fuzzy AHP and COPRAS Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . 753 Gholam Ali Montazer, Kamran Nourianfar, and Masoud Shayganmehr FLINTSTONES 2.0 an Open and Comprehensive Fuzzy Tool for Multi-criteria Decision Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . 762 Álvaro Labella and Luis Martínez Evaluation of Social Sustainable Development Factors Using Buckley’s Fuzzy AHP Based on Z-Numbers . . . . . . . . . . . . . . . . . . . . . 770 Nurdan Yildiz and Cengiz Kahraman Application of Fuzzy TOPSIS for Credit Scoring . . . . . . . . . . . . . . . . . . 779 Nihad Mehdiyev
Contents xiii Project and Analyst and Software Engineer Ranking and Job Assignment Problem Solution in Software Development Projects with Fuzzy Multi Criteria Decision Making Techniques . . . . . . . . . . . . . 787 İbrahim Yel A Fuzzy MCDM Approach for Project Selection Criteria Prioritization in a Big-Four Company: Evidences from Turkey Consultancy Sector . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 796 Tuğçe Beldek, Aziz Kemal Konyalıoğlu, and Hatice Camgöz-Akdağ Evaluation of Small Household Appliances’ Collection Method with Fuzzy MCDM Approach: A Case of Turkey . . . . . . . . . . . . . . . . . 804 Aziz Kemal Konyalıoğlu and İlke Bereketli Zafeirakopoulos Leg Base Airline Flight Carbon Emission Performance Assessment Using Fuzzy ANP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 812 Furkan Aydogan and Ilke Bereketli Zafeirakopoulos Evaluation of Electric Vehicles Station Locations with an Extended TOPSIS Methodology Using Probabilistic Linguistic Term Sets . . . . . . . 820 Busra Gulnihan Dascıoglu, Zeynep Tugce Kalender, Gülfem Tuzkaya, and Huseyin Selcuk Kilic Supplier Selection Using Fuzzy Analytic Network Process . . . . . . . . . . . 829 Bahar Sennaroglu and Orhan Akıcı Supplier Selection with Intuitionistic Fuzzy AHP and Goal Programming . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 835 Omer Ozkan and Serhat Aydin An Integrated Balanced Scorecard and Fuzzy BOCR Decision Model for Performance Evaluation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 843 Kübra Karabece and Tuncay Gürbüz Fuzzy Prioritization of Factors Affecting Employer Branding for Employees . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 852 Ali Çolak, Aylin Adem, and Metin Dağdeviren Analysis of Relation Between Human Development and Competitiveness Using Fuzzy ANP and DEA . . . . . . . . . . . . . . . . . 859 Hakan Kılıç and Özgür Kabak AS/RS Technology Selection Using Interval-Valued Pythagorean Fuzzy WASPAS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 867 Eda Boltürk and Cengiz Kahraman
xiv Contents Pythagorean Fuzzy Multicriteria Decision Making Pythagorean Fuzzy AHP Method for the Selection of the Most Appropriate Clean Energy Technology . . . . . . . . . . . . . . . . . . . . . . . . . 879 Ali Karaşan, Fatma Kutlu Gündoğdu, and Cengiz Kahraman Assessment of Renewable Energy Alternatives with Pythagorean Fuzzy WASPAS Method: A Case Study of Turkey . . . . . . . . . . . . . . . . 888 Esra Ilbahar, Selcuk Cebi, and Cengiz Kahraman Smart Meter Selection Using Pythagorean Fuzzy Analytic Hierarchy Process . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 896 Mehmet Yörükoğlu and Serhat Aydın Multi-criteria and Multi-expert Wind Power Farm Location Selection Using a Pythagorean Fuzzy Analytic Hierarchy Process . . . . . . . . . . . . 905 Irem Otay and Miguel Jaller A Fuzzy Based Risk Assessment Model with a Real Case Study . . . . . . 915 Selin Aslantaş, Serap Tepe, and Bülent Mertoğlu Risk Analysis of the Autonomous Vehicle Driving Systems by Using Pythagorean Fuzzy AHP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 926 Ali Karasan, İhsan Kaya, Melike Erdoğan, and Ayşenur Budak Evaluating Blockchain Risks by Using a MCDM Methodology Based on Pythagorean Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 935 Betül Özkan, İhsan Kaya, Melike Erdoğan, and Ali Karaşan Measuring the Performance of Factoring and Financial Leasing Firms Under Balanced Scorecard Perspective Using Pythagorean Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 944 Ezgi Demir, Çağlar Karamaşa, Serpil Altınırmak, Namık Kemal Erdoğan, and Basil Okoth Evaluation of Entrepreneurial Support Projects by Using IFS Type-2 Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 953 Sezi Cevik Onar, Basar Oztaysi, and Cengiz Kahraman Assessment of Additive Manufacturing Technology by Pythagorean Fuzzy CODAS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 959 Gülçin Büyüközkan and Fethullah Göçer AS/RS Technology Selection Using Spherical Fuzzy TOPSIS and Neutrosophic TOPSIS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 969 Eda Boltürk
Contents xv Spherical Fuzzy Multicriteria Decision Making Spherical Fuzzy Sets and Decision Making Applications . . . . . . . . . . . . 979 Fatma Kutlu Gündoğdu and Cengiz Kahraman Spherical Fuzzy Analytic Hierarchy Process (AHP) and Its Application to Industrial Robot Selection . . . . . . . . . . . . . . . . . . . . . . . . 988 Fatma Kutlu Gündoğdu and Cengiz Kahraman Spherical Fuzzy VIKOR Method and Its Application to Waste Management . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 997 Fatma Kutlu Gündoğdu, Cengiz Kahraman, and Ali Karaşan Innovative Teaching Feedback System Design Using Hesitant Fuzzy AHP Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1006 Basar Oztaysi, Sezi Cevik Onar, and Cengiz Kahraman Hesitant Fuzzy Multicriteria Decision Making Weighting Performance Indicators of Debt Collection Offices by Using Hesitant Fuzzy AHP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1017 Basar Oztaysi, Mustafa Yücel, Sezi Cevik Onar, Ersan Öztürk, and Cengiz Kahraman Double Hierarchy Hesitant Fuzzy Linguistic Term Based MULTIMOORA Model for Solar Energy Investment Decision . . . . . . . 1025 Veysel Çoban and Sezi Çevik Onar Energy Management Maturity Model Based on Fuzzy Logic . . . . . . . . . 1034 Veysel Çoban and Sezi Çevik Onar A Fuzzy Based MCDM Methodology for Risk Evaluation of Cyber Security Technologies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1042 Melike Erdoğan, Ali Karaşan, İhsan Kaya, Ayşenur Budak, and Murat Çolak An Integrated Hesitant Fuzzy Approach to a Job Evaluation and Application in a Food Company . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1050 Ahmet Sarucan and Aysel Söğüt Evaluation of Smart Health Technologies with Hesitant Fuzzy MCDM Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1059 Esin Mukul, Merve Güler, and Gülçin Büyüközkan Analysis of e-Government Strategies with Hesitant Fuzzy Linguistic Multi-Criteria Decision Making Techniques . . . . . . . . . . . . . . . . . . . . . . 1068 Merve Güler, Esin Mukul, and Gülçin Büyüközkan
xvi Contents Evaluation of Supply Chain Analytics Maturity Level with a Hesitant Fuzzy MCDM Technique . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1076 Gülçin Büyüközkan, Merve Güler, and Esin Mukul Failure Mode and Effect Analysis Using Interval Valued Neutrosophic Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1085 Elif Haktanır and Cengiz Kahraman Fuzzy Quality Management Malcolm Baldrige National Quality Award Assessment Using Interval Valued Pythagorean Fuzzy Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1097 Elif Haktanır and Cengiz Kahraman A Risk Assessment Approach Using Both Stochastic Data and Subjective Judgments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1104 Suleyman Mete, Nurdan Ece Oz, Muhammet Gul, Faruk Serin, and Erkan Celik Design Factors for Sustainable University Campus via Interval Type 2 Fuzzy Set . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1112 Sema Kayapinar Kaya and Nihal Erginel Pipeline Leak Detection and Estimation Using Fuzzy-Based PI Observer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1122 Farzin Piltan and Jong-Myon Kim Developing the Neutrosophic Fuzzy FMEA Method as Evaluating Risk Assessment Tool . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1130 Sezen Ayber and Nihal Erginel An Intuitionistic Fuzzy Cognitive Map Approach to Evaluate Success Factors of Lean Six Sigma Project Management Methodology . . . . . . . 1138 Mehtap Dursun, Nazli Goker, and Hakan Mutlu Evaluating Indoor Air Quality in Offices and Classrooms Using Fuzzy Logic . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1144 Ihsan Erozan, Emre Özel, and Damlanur Talaz DIFACONN-Miner II Algorithm to Discover Causes of Quality Defects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1152 Sinem Kulluk and Lale Özbakır Intuitionistic Fuzzy C-Control Charts Using Fuzzy Comparison Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1161 Hatice Ercan-Teksen and Ahmet Sermet Anagün Smart Fridge Design with Interval-Valued Intuitionistic Fuzzy QFD . . . 1170 Gülçin Büyüközkan and Deniz Uztürk
Contents xvii Fuzzy Linguistic Integrated Methodology for Sustainable Hospital Building Design . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1180 Deniz Uztürk, Alvaro Labella Romero, Gülçin Büyüközkan, and Luis Martinez Fuzzy AHP-QFD Methodology and Its Application to Retail Chain . . . . 1189 Sukran Seker A Hybrid Risk Assessment Method for Mining Sector Based on QFD, Fuzzy Logic and AHP . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1198 Ulas Cinar and Selcuk Cebi Determination of Denim Fabric’s Air Permeability with Image Processing Using Fuzzy C Means . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1208 Gözde Katircioğlu, Emel Kizilkaya Aydoğan, Mihrimah Özmen, and Esra Akgül A Novel Neighborhood Generation Method for Heuristics and Application to Traveling Salesman Problem . . . . . . . . . . . . . . . . . . 1215 Melike Öztürk and Çiğdem Alabaş Uslu Heuristics An Intelligent Feature Selection Method for Finding Rough Set Reducts Based on Tug of War Optimization Algorithm . . . . . . . . . . . . . 1225 Esin Ayşe Zaimoğlu, Numan Çelebi, and Nilüfer Yurtay An Empirical Analysis of Swarm Intelligence Techniques on ATM Cash Withdrawal Forecasting . . . . . . . . . . . . . . . . . . . . . . . . . 1235 Esma Danaci, Ali Fuat Alkaya, and Onur Gürkan Gültekin Exploitation and Comparison of Computational Intelligence Techniques on the Feature Selection Problem . . . . . . . . . . . . . . . . . . . . 1243 Gülşah Tarakçi Kalayci, Ali Fuat Alkaya, and Ramazan Algin Diagnosis of Heart Disease Using an Intelligent Method: A Hybrid ANN – GA Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1250 Miray Akgül, Özlen Erkal Sönmez, and Tuncay Özcan Fuzzy Multi-Objective Decision Making Approach for Nuclear Power Plant Installation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1258 Esra Çakır and H. Ziya Ulukan Intelligent and Fuzzy Mathematical Programming Intelligent Systems for Disaster Management: Unmanned Aerial Vehicles’ Surveillance Problem with Energy Consumption Constraints . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1269 Ebru Angün and Uğurcan Dündar
xviii Contents An Interval-Valued Intuitionistic Fuzzy Approach to the Assignment Problem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1279 Velichka Traneva and Stoyan Tranev A Simultaneous Lot-Sizing and Scheduling Problem with Energetic Aspects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1288 Oussama Masmoudi, Alice Yalaoui, Yassine Ouazene, Hicham Chehade, and Farouk Yalaoui Fuzzy Evaluation of a New Search Engine Project to Fundraise NGOs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1297 Irem Ucal Sari, Duygu Sergi, and Can Aytore Fuzzy Economics Fuzzy Volatility of Project Option Value Based on Trapezoidal Membership Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1307 Skander Ben Abdallah and Issam Kouatli Some Statistical and CI Models to Predict Chaotic High-Frequency Financial Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1315 Dusan Marcek and Martin Madera An Evaluation Model for Intelligent Farming Systems: A Fuzzy Logic Based Simulation Approach . . . . . . . . . . . . . . . . . . . . . . 1324 Yakup Çelikbilek and Fatih Tüysüz Fuzzy Simulation Improvement of the Simulation Model for High Accuracy Leaf Spring Test Bench by Implementing Fuzzy Logic . . . . . . . . . . . . . . . . . . . . . . . 1335 Elif Üstünışık, Ahmet Kırlı, İsmail O. Er, and Yunus E. Erginsoy Robust Fuzzy Sliding Mode Controller Design for a Multiple Sclerosis Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1343 Elnaz Kohanpour, Sajjad Taghvaei, Ramin Vatankhah, and Mohammad Eghtesad A Proposed Service Level Improvement Methodology for Public Transportation Using Interval Type-2 Fuzzy EDAS Based on Customer Satisfaction Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1351 Murat Levent Demircan and Suzan Tunc Fuzzy Inference Systems Machine Criticality Level Assignment with Fuzzy Inference System for RCM . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1363 Hülya Torun and Serkan Çetinkaya
Contents xix Causes and Effects of Climate Change via a Fuzzy Inference System . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1371 Gizem Koca, Mohammad T. A. Bhuiyan, and Rene V. Mayorga Human Reliability Analysis in Healthcare: A Scenario Analysis . . . . . . 1380 Yesim Kop Naskali, Tuncay Gürbüz, and Y. Esra Albayrak Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1389
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