Forecasting of Retail Sales Data Using Differential Evolution

被引:0
|
作者
Majhi, Ritanjali [1 ]
Panda, Ganapati [3 ]
Majhi, Babita [2 ]
Panigrahi, S. K. [4 ]
Mishra, Manoj Ku. [2 ]
机构
[1] Natl Inst Technol, Sch Management, Warangal, Andhra Pradesh, India
[2] Sikha O Anusandhan Deemed Univ, Inst Tech Educ & Res, Dept Informat Technol, Bhubaneswar, Orissa, India
[3] Indian Inst Technol Bhubaneswar, Sch Elect Sci, Bhubaneswar, Orissa, India
[4] Padmashree Kutartha Acharya Coll Engn, Dept Management Sci & Humanit, Baragarh, India
关键词
Sales forecasting; differntial evolution; adaptive linear combiner; EFFICIENT PREDICTION; NEURAL-NETWORKS; MODELS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper aims to develop an efficient forecasting model using differential evolution (DE) based learning rule. The structure chosen is an adaptive linear combiner whose weights are trained using DE. The prediction performance of the resulting model is evaluated by feeding features of retail sales data for different months' ahead prediction. These results are compared with those obtained by GA based approach. The comparison demonstrates improved prediction of sales data by the proposed DE method.
引用
收藏
页码:1342 / +
页数:2
相关论文
共 50 条
  • [31] Forecasting Fuel Retail Sales Volume Using Machine Learning for Sustainable Decision-Making
    Zema, Tomasz
    Wojcik, Filip
    Sulich, Adam
    Hernes, Marcin
    EMERGING CHALLENGES IN INTELLIGENT MANAGEMENT INFORMATION SYSTEMS, ECAI 2023-IMIS 2023 WORKSHOP, 2024, 1079 : 109 - 120
  • [32] Sales and price spikes in retail scanner data
    Chahrour, Ryan A.
    ECONOMICS LETTERS, 2011, 110 (02) : 143 - 146
  • [33] CENSUS-DATA AND RETAIL SALES METHODOLOGIES
    FINCH, JG
    ABRAMSON, AV
    POPULATION INDEX, 1983, 49 (03) : 417 - 417
  • [34] Comparison of Forecasting Algorithms on Retail Data
    Dincoglu, Pelin
    Aygun, Huseyin
    2022 10TH INTERNATIONAL SYMPOSIUM ON DIGITAL FORENSICS AND SECURITY (ISDFS), 2022,
  • [35] Demand forecasting with high dimensional data: The case of SKU retail sales forecasting with intra- and inter-category promotional information
    Ma, Shaohui
    Fildes, Robert
    Huang, Tao
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2016, 249 (01) : 245 - 257
  • [36] The Effect of Sales Assistance on Purchase Decisions: An analysis using retail video data
    Jain, Aditya
    Misra, Sanjog
    Rudi, Nils
    QME-QUANTITATIVE MARKETING AND ECONOMICS, 2020, 18 (03): : 273 - 303
  • [37] The Effect of Sales Assistance on Purchase Decisions: An analysis using retail video data
    Aditya Jain
    Sanjog Misra
    Nils Rudi
    Quantitative Marketing and Economics, 2020, 18 : 273 - 303
  • [38] An Exponential Factorization Machine with Percentage Error Minimization to Retail Sales Forecasting
    Li, Chongshou
    Cheang, Brenda
    Luo, Zhixing
    Lim, Andrew
    ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2021, 15 (02)
  • [39] A two-stage dynamic sales forecasting model for the fashion retail
    Ni, Yanrong
    Fan, Feiya
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (03) : 1529 - 1536
  • [40] Performance of state space and ARIMA models for consumer retail sales forecasting
    Ramos, Patricia
    Santos, Nicolau
    Rebelo, Rui
    ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2015, 34 : 151 - 163