An Intelligent and Personalized Tobacco Brand Recommendation Method

被引：0
|
作者：
Song Nan [1 ]
Hou Jidong [2 ]
Liu Peijiang [1 ]
Han Huijian [3 ]
Liu Zheng [3 ]
Zhang Rui [3 ]
机构：
[1] Shandong Tobacco Res Inst, Jinan 250014, Shandong, Peoples R China
[2] Jinan Shandong Tobacco Co Ltd, Jinan 250014, Shandong, Peoples R China
[3] Shandong Univ Finance & Econ, Jinan 250014, Shandong, Peoples R China
来源：
2015 INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION, BIG DATA AND SMART CITY (ICITBS) | 2016年
关键词：
Tobacco brand; Personalized recommendation; User similarity; Cosine distance;
D O I：
10.1109/ICITBS.2015.30
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper aims to solve the intelligent and personalized tobacco brand recommendation problem, which greatly affects the sales performance of tobacco enterprises. Firstly, we discuss how to mine the internal correlations between different users to compute user similarity. Particularly, we estimate user similarity by constructing user feature vectors using Cosine distance. Secondly, a novel intelligent and personalized tobacco brand recommendation algorithm is given, and the top ranked tobacco brands are output as the tobacco brand recommendation results. Finally, experiments test the effectiveness of the proposed algorithm by two main aspects, and positive results are achieved.
引用
收藏
页码：98 / 101
页数：4
相关论文
共 50 条
  • [1] An Intelligent Recommendation Method for Service Personalized Customization
    Li, Qi
    Miao, Rui
    Zhang, Jie
    Deng, Xiaoxu
    [J]. IFAC PAPERSONLINE, 2019, 52 (13): : 1543 - 1548
  • [2] An Intelligent Personalized Fashion Recommendation System
    Stan, Cristiana
    Mocanu, Irina
    [J]. 2019 22ND INTERNATIONAL CONFERENCE ON CONTROL SYSTEMS AND COMPUTER SCIENCE (CSCS), 2019, : 210 - 215
  • [3] Intelligent Food Planning: Personalized Recipe Recommendation
    Freyne, Jill
    Berkovsky, Shlomo
    [J]. IUI 2010, 2010, : 321 - 324
  • [4] An Intelligent System for Personalized Conference Event Recommendation and Scheduling
    Gunawan, Aldy
    Lau, Hoong Chuin
    Varakantham, Pradeep
    Wang, Wenjie
    [J]. ECAI 2016: 22ND EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2016, 285 : 1797 - 1802
  • [5] IFSE - Personalized Quiz Generator and Intelligent Knowledge Recommendation
    Wang, X.
    Li, H.
    Zimmermann, A.
    Pinkwart, N.
    Werde, S.
    van Rijn, L.
    de Witt, C.
    Baudach, B.
    [J]. 16TH IEEE INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC 2022), 2022, : 201 - 208
  • [6] Intelligent learning system based on personalized recommendation technology
    Hui Li
    Haining Li
    Shu Zhang
    Zhaoman Zhong
    Jiang Cheng
    [J]. Neural Computing and Applications, 2019, 31 : 4455 - 4462
  • [7] A Novel Personalized Recommendation for Intelligent Sharing of Network Resources
    Zhang, Haiqing
    Huang, Lei
    Zhou, Jianjun
    Xu, Haifei
    Liu, Yintian
    [J]. APPLIED INFORMATICS AND COMMUNICATION, PT 4, 2011, 227 : 227 - 237
  • [8] Intelligent learning system based on personalized recommendation technology
    Li, Hui
    Li, Haining
    Zhang, Shu
    Zhong, Zhaoman
    Cheng, Jiang
    [J]. NEURAL COMPUTING & APPLICATIONS, 2019, 31 (09): : 4455 - 4462
  • [9] A Novel Personalized Recommendation for Intelligent Sharing of Network Resources
    Zhang, Haiqing
    Huang, Lei
    Zhou, Jianjun
    Xu, Haifei
    Liu, Yintian
    [J]. 2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL IV, 2010, : 119 - 122
  • [10] Personalized Education Resource Recommendation Method Based on Deep Learning in Intelligent Educational Robot Environments
    Li, Sisi
    Yang, Bo
    [J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGIES AND SYSTEMS APPROACH, 2023, 16 (03)
12345