SPMS: A Scientific Decision Framework for Smartphone Manufacturer Selection using Linguistic Preferences

被引:0
|
作者
Krishankumar, R. [1 ]
Ravichandran, K. S. [1 ]
Premaladha, J. [1 ]
Ahmed, M. Ifjaz [1 ]
机构
[1] SASTRA Deemed Univ, Sch Comp, Thanjavur, India
关键词
Linguistic decision making; Smart phone manufacturer; Standard variance; Aggregation and VIKOR method; CONSENSUS; MODEL;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The usage of smart phones by Indian students is tremendously growing at faster pace. To cope with the high-end demand, mobile manufacturers have to make rational decisions regarding the market expansion and quality improvement. To aid such critical decision, in this paper, a new scientific decision framework called SPMS is (smart phone manufacturer selector) presented. The SPMS consist of three stages viz., data acquisition and pre-processing stage, data fusion and criteria weighting stage and selection/ranking stage. The data is collected from questionnaires which are completed by students of colleges in and around Thanjavur district. The missing information in the dataset are completed using bin by mean method, followed by feature set reduction is done using Gini index method. In the second stage, linguistic information are aggregated using frequency match aggregation (FMA) operator with unconstrained weight values. Further, criteria weights are determined using standard variance (SV) method under linguistic context. Finally, ranking of smart phone manufacturers is done using VIKOR method under linguistic context. The practicality and usefulness of the proposed framework is demonstrated using a case study for smart phone selection. The strength and weakness of the proposal is also realized by comparison with other state-of-art frameworks.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Solving cloud vendor selection problem using intuitionistic fuzzy decision framework
    Krishankumar, Raghunathan
    Ravichandran, K. Soundarapandian
    Tyagi, Sanjay K.
    NEURAL COMPUTING & APPLICATIONS, 2020, 32 (02): : 589 - 602
  • [22] Solving cloud vendor selection problem using intuitionistic fuzzy decision framework
    Krishankumar, Raghunathan
    Ravichandran, K. Soundarapandian
    Tyagi, Sanjay K.
    Neural Computing and Applications, 2020, 32 (02) : 589 - 602
  • [23] A scientific decision-making framework for supplier outsourcing using hesitant fuzzy information
    R. Krishankumar
    K. S. Ravichandran
    K. K. Murthy
    A. B. Saeid
    Soft Computing, 2018, 22 : 7445 - 7461
  • [24] A scientific decision-making framework for supplier outsourcing using hesitant fuzzy information
    Krishankumar, R.
    Ravichandran, K. S.
    Murthy, K. K.
    Saeid, A. B.
    SOFT COMPUTING, 2018, 22 (22) : 7445 - 7461
  • [25] Group decision-making framework for site selection of coastal nuclear power plants in a linguistic environment: a sustainability perspective
    Chen, Yuan
    Li, Ling
    Shen, Yinghua
    Liu, Bingsheng
    Wang, Denan
    Chen, Si
    INTERNATIONAL JOURNAL OF GREEN ENERGY, 2021, 18 (11) : 1161 - 1172
  • [26] A Group Decision Framework for Renewable Energy Source Selection under Interval-Valued Probabilistic linguistic Term Set
    Krishankumar, Raghunathan
    Mishra, Arunodaya Raj
    Ravichandran, Kattur Soundarapandian
    Peng, Xindong
    Zavadskas, Edmundas Kazimieras
    Cavallaro, Fausto
    Mardani, Abbas
    ENERGIES, 2020, 13 (04)
  • [27] Smartphone sensors-based human activity recognition using feature selection and deep decision fusion
    Zhang, Yijia
    Yao, Xiaolan
    Fei, Qing
    Chen, Zhen
    IET CYBER-PHYSICAL SYSTEMS: THEORY & APPLICATIONS, 2023, 8 (02) : 76 - 90
  • [28] Industrial robot selection using a multiple criteria group decision making method with individual preferences
    Zhao, Jinling
    Sui, Yubing
    Xu, Yang
    Lai, K. K.
    PLOS ONE, 2021, 16 (12):
  • [29] Smartphone Sensors Selection using Decision Tree and KNN to Detect Head Movements in Virtual Reality Application
    Astriani, Maria Seraphina
    Kusuma, Gede Putra
    Heryadi, Yaya
    Abdurachman, Edi
    2017 1ST INTERNATIONAL CONFERENCE ON APPLIED COMPUTER AND COMMUNICATION TECHNOLOGIES (COMCOM), 2017, : 117 - 121
  • [30] Industrial robot selection using a novel decision making method considering objective and subjective preferences
    Rao, R. V.
    Patel, B. K.
    Parnichkun, M.
    ROBOTICS AND AUTONOMOUS SYSTEMS, 2011, 59 (06) : 367 - 375