A Comparative Study of Univariate and Multivariate Time Series Forecasting for CPO Prices Using Machine Learning Techniques

被引:0
|
作者
Mohd Fuad, Juz Nur Fatiha Deena [1 ]
Ibrahim, Zaidah [1 ]
Adam, Noor Latiffah [1 ]
Mat Diah, Norizan [1 ]
机构
[1] School of Computing Sciences, College of Computing, Informatics and Mathematics, Universiti Teknologi MARA, Shah Alam, Malaysia
关键词
Brain - Commerce - Convolution - Convolutional neural networks - Costs - Decision making - Forecasting - Forestry - Learning systems - Mean square error - Multilayer neural networks - Multilayers - Multivariant analysis - Palm oil - Time series - Time series analysis;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:52 / 62
相关论文
共 50 条
  • [1] Multivariate Time Series Evapotranspiration Forecasting using Machine Learning Techniques
    Liyew, Chalachew Muluken
    Meo, Rosa
    Di Nardo, Elvira
    Ferraris, Stefano
    [J]. 38TH ANNUAL ACM SYMPOSIUM ON APPLIED COMPUTING, SAC 2023, 2023, : 377 - 380
  • [2] Modern Machine Learning Techniques for Univariate Tunnel Settlement Forecasting: A Comparative Study
    Hu, Min
    Li, Wei
    Yan, Ke
    Ji, Zhiwei
    Hu, Haigen
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019
  • [3] Multivariate Time Series Forecasting of Crude Palm Oil Price Using Machine Learning Techniques
    Kanchymalay, Kasturi
    Salim, N.
    Sukprasert, Anupong
    Krishnan, Ramesh
    Hashim, Ummi Raba'ah
    [J]. INTERNATIONAL RESEARCH AND INNOVATION SUMMIT (IRIS2017), 2017, 226
  • [4] A Comparative Simulation Study of Classical and Machine Learning Techniques for Forecasting Time Series Data
    Iaousse, Mbarek
    Jouilil, Youness
    Bouincha, Mohamed
    Mentagui, Driss
    [J]. INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2023, 19 (08) : 56 - 65
  • [5] A Comparative Study between Univariate and Multivariate Time Series Models for COVID-19 Forecasting
    Sreehari, K.
    Cheriya, Tom D.
    Adham, Mohammed
    Sheik, Reshma
    [J]. 2021 INTERNATIONAL CONFERENCE ON COMPUTATIONAL PERFORMANCE EVALUATION (COMPE-2021), 2021, : 485 - 491
  • [6] A machine learning approach to univariate time series forecasting of quarterly earnings
    Fischer, Jan Alexander
    Pohl, Philipp
    Ratz, Dietmar
    [J]. REVIEW OF QUANTITATIVE FINANCE AND ACCOUNTING, 2020, 55 (04) : 1163 - 1179
  • [7] A machine learning approach to univariate time series forecasting of quarterly earnings
    Jan Alexander Fischer
    Philipp Pohl
    Dietmar Ratz
    [J]. Review of Quantitative Finance and Accounting, 2020, 55 : 1163 - 1179
  • [8] Comparative Study on Univariate Forecasting Methods for Meteorological Time Series
    Thi-Thu-Hong Phan
    Caillault, Emilie Poisson
    Bigand, Andre
    [J]. 2018 26TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2018, : 2380 - 2384
  • [9] Univariate and Multivariate Time Series Manifold Learning
    O'Reilly, Colin
    Moessner, Klaus
    Nati, Michele
    [J]. KNOWLEDGE-BASED SYSTEMS, 2017, 133 : 1 - 16
  • [10] EEG Forecasting With Univariate and Multivariate Time Series Using Windowing and Baseline Method
    Thara, D. K.
    Premasudha, B. G.
    Murthy, T., V
    Bukhari, Syed Ahmad Chan
    [J]. INTERNATIONAL JOURNAL OF E-HEALTH AND MEDICAL COMMUNICATIONS, 2022, 13 (05)