Fuzzy and Machine Learning based Multi-Criteria Decision Making for Selecting Electronics Product

被引:1
作者
Agarwal, Raghav [1 ]
Suthar, Jayesh [1 ]
Panda, Sujit Kumar [2 ]
Mohanty, Sachi Nandan [1 ]
机构
[1] VIT AP Univ, Sch Comp Sci & Engn SCOPE, Amravati, Andhra Pradesh, India
[2] GIFT Autonomous Coll, Dept Comp Sci & Engn, Bhubaneswar, Orissa, India
关键词
ML Models; Fuzzy reasoning tool; FLC; Multi -criteria decision making (MCDM); CRITERIA;
D O I
10.4108/eetsis.3353
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
INTRODUCTION: In this study, we have considered electronics product as laptop one of the essential items in digital era. The decision-making and buying processes for laptops are time consuming and fraught with competing priorities. OBJECTIVES: Through a questionnaire that provided them with many choices for the newest features and essential components they desire in their devices, the participants' replies were sought. METHODS: The participants' responses were elicited from eighteen independent input variables: processor, ram capacity, gpu, graphics card, laptop brand, type of storage, storage size, ports, screen size, backlit keyboard, pc body, category, screen display, weight, webcam, battery life, operating system, and price range. Each of the input variables was quantified using a scale using the terms very low, low, medium, high, and very high. RESULTS: Five input and one output processes were designed using the Mamdani technique, a conventional fuzzy reasoning tool (FLC). Furthermore, machine learning is used to pick and purchase laptops using a variety of strategies. CONCLUSION: To arrive at a more precise knowledge of the procedure for choosing a laptop in accordance with the user's requirements, standard fuzzy systems were employed.
引用
收藏
页数:9
相关论文
共 29 条
[1]  
[Anonymous], 2014, APPL C SIU, P108, DOI [10.1109/SIU.2014.6830177, DOI 10.1109/SIU.2014.6830177]
[2]  
[Anonymous], 2019, Electrical Engineering, V5, P33, DOI [10.23919/CJEE.2019.000025, DOI 10.23919/CJEE.2019.000025]
[3]  
[Anonymous], Consumer decision making in selecting laptop using analytical hierarchy process (ahp) method
[4]  
[Anonymous], 2016, Multi Criteria Decision Making For Selecting the Best Laptop IJCTA, V9
[5]   LEARNING AND TUNING FUZZY-LOGIC CONTROLLERS THROUGH REINFORCEMENTS [J].
BERENJI, HR ;
KHEDKAR, P .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (05) :724-740
[6]  
Chen Y, 2005, Res, V3, P669
[7]  
Chi Zheru, 1995, P ICNN 95 INT C NEUR, V5, DOI [10.1109/ICNN.1995.488180, DOI 10.1109/ICNN.1995.488180]
[8]  
Deng W., 2021, Chinese Journal of fuzzy -based expert system to analyze purchase behaviour under uncertain environment, , International Journal of Information and Technology, V13, P997, DOI [10.1007/s41870-021-00615-z, DOI 10.1007/S41870-021-00615-Z]
[9]   MULTIPLE CRITERIA DECISION-MAKING, MULTIATTRIBUTE UTILITY-THEORY - THE NEXT 10 YEARS [J].
DYER, JS ;
FISHBURN, PC ;
STEUER, RE ;
WALLENIUS, J ;
ZIONTS, S .
MANAGEMENT SCIENCE, 1992, 38 (05) :645-654
[10]  
Gavankar SS, 2017, 2017 2ND INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), P837, DOI 10.1109/I2CT.2017.8226246