Fuzzy Transforms and Seasonal Time Series

被引:1
|
作者
Di Martino, Ferdinando [1 ]
Sessa, Salvatore [1 ]
机构
[1] Univ Napoli Federico II, Dipartimento Architettura, Via Toledo 402, I-80134 Naples, Italy
关键词
ARIMA; Average seasonal variation; Forecasting; Fuzzy transform; Time series; NEURAL-NETWORKS;
D O I
10.1007/978-3-319-52962-2_4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Like in our previous papers, we show the trend of seasonal time series by means of polynomial interpolation and we use the inverse fuzzy transform for prediction of the value of an assigned output. As example, we use the daily weather dataset of the city of Naples (Italy) starting from data collected from 2003 till to 2015 making predictions on the the relative humidity parameter. We compare our method with the traditional F-transform based, the average seasonal variation and the famous ARIMA methods.
引用
收藏
页码:54 / 62
页数:9
相关论文
共 50 条
  • [1] Time Series Seasonal Analysis Based on Fuzzy Transforms
    Di Martino, Ferdinando
    Sessa, Salvatore
    SYMMETRY-BASEL, 2017, 9 (11):
  • [2] Seasonal forecasting In fuzzy time series
    Song, Q
    FUZZY SETS AND SYSTEMS, 1999, 107 (02) : 235 - 236
  • [3] A NOVEL SEASONAL FUZZY TIME SERIES METHOD
    Alpaslan, Faruk
    Cagcag, Ozge
    Aladag, C. H.
    Yolcu, U.
    Egrioglu, E.
    HACETTEPE JOURNAL OF MATHEMATICS AND STATISTICS, 2012, 41 (03): : 375 - 385
  • [4] An improved fuzzy forecasting method for seasonal time series
    Liu, Hao-Tien
    Wei, Mao-Len
    EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (09) : 6310 - 6318
  • [5] Analysis of seasonal time series using fuzzy approach
    Novak, Vilem
    Stepnicka, Martin
    Dvorak, Antonin
    Perfilieva, Irina
    Pavliska, Viktor
    Vavrickova, Lenka
    INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2010, 39 (03) : 305 - 328
  • [6] Forecasting seasonal time series based on fuzzy techniques
    Linh Nguyen
    Novak, Vilem
    FUZZY SETS AND SYSTEMS, 2019, 361 : 114 - 129
  • [7] A Novel Stochastic Seasonal Fuzzy Time Series Forecasting Model
    Guney, Hilal
    Bakir, Mehmet Akif
    Aladag, Cagdas Hakan
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2018, 20 (03) : 729 - 740
  • [8] A Novel Stochastic Seasonal Fuzzy Time Series Forecasting Model
    Hilal Guney
    Mehmet Akif Bakir
    Cagdas Hakan Aladag
    International Journal of Fuzzy Systems, 2018, 20 : 729 - 740
  • [10] Seasonal Time Series Forecasting by F1-Fuzzy Transform
    Di Martino, Ferdinando
    Sessa, Salvatore
    SENSORS, 2019, 19 (16)