The Prediction Model of Weekend Box Office Based on Big Data

被引：0
|
作者：
Xu, Chuanpeng [1 ]
Wen, Lijun [1 ]
He, Yue [1 ]
Tian, Pan [1 ]
Xiong, Wenyu [1 ]
机构：
[1] Sichuan Univ, Business Sch, Chengdu, Peoples R China
来源：
2019 11TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC 2019), VOL 2 | 2019年
关键词：
Weibo; Box office; BP neural network; Grey model;
D O I：
10.1109/IHMSC.2019.10108
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The article was based on 56 films released from 2016 to 2017.Firstly, we got the movie related data through official release. Then using crawler software to get weibo data related to movies Secondly combining the movie data and weibo data, we analyzed the correlation between box office and many variables. Using linear regression model,BP neural network and grey model to predict the weekend box office. Finally, we combined the three models to get a combined model to forecast weekend box office. The results show that the relative error of the weekend box office of the combined model is the least, and the prediction method proposed in this paper is effective.
引用
收藏
页码：54 / 57
页数：4
相关论文
共 50 条
  • [1] Early Prediction of Movie Box Office Success Based on Wikipedia Activity Big Data
    Mestyan, Marton
    Yasseri, Taha
    Kertesz, Janos
    PLOS ONE, 2013, 8 (08):
  • [2] Predicting and ranking box office revenue of movies based on big data
    Wang, Zhaoyuan
    Zhang, Junbo
    Ji, Shenggong
    Meng, Chuishi
    Li, Tianrui
    Zheng, Yu
    INFORMATION FUSION, 2020, 60 (60) : 25 - 40
  • [3] Inflation in weekend box office estimates
    Malhotra, Neil
    Helmer, Edmund
    APPLIED ECONOMICS LETTERS, 2012, 19 (14) : 1411 - 1415
  • [4] The Role of Teamwork in the Analysis of Big Data: A Study of Visual Analytics and Box Office Prediction
    Buchanan, Verica
    Lu, Yafeng
    McNeese, Nathan
    Steptoe, Michael
    Maciejewski, Ross
    Cooke, Nancy
    BIG DATA, 2017, 5 (01) : 53 - 66
  • [5] Box office prediction based on microblog
    Du, Jingfei
    Xu, Hua
    Huang, Xiaoqiu
    EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (04) : 1680 - 1689
  • [6] Prediction of box office using data mining
    Jeon, Seonghyeon
    Son, Young Sook
    KOREAN JOURNAL OF APPLIED STATISTICS, 2016, 29 (07) : 1257 - 1270
  • [7] A study to a film box office prediction model based on machine learning
    Zheng, Yangmei
    Xiu, Jiapeng
    PROCEEDINGS OF 2016 SIXTH INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC 2016), 2016, : 864 - 868
  • [8] Movie Box Office Prediction Based on Multi-Model Ensembles
    Ni, Yuan
    Dong, Feixing
    Zou, Meng
    Li, Weiping
    INFORMATION, 2022, 13 (06)
  • [9] A movie box office revenue prediction model based on deep multimodal features
    Madongo, Canaan Tinotenda
    Zhongjun, Tang
    MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (21) : 31981 - 32009
  • [10] An effective daily box office prediction model based on deep neural networks
    Ru, Yunian
    Li, Bo
    Liu, Jianbo
    Chai, Jianping
    COGNITIVE SYSTEMS RESEARCH, 2018, 52 : 182 - 191
12345