Modified compound smoother in median algorithm of span size 42 / Nurul Nisa’ Khairol Azmi, Mohd Bakri Adam and Norhaslinda Ali

Khairol Azmi, Nurul Nisa’ and Adam, Mohd Bakri and Ali, Norhaslinda (2018) Modified compound smoother in median algorithm of span size 42 / Nurul Nisa’ Khairol Azmi, Mohd Bakri Adam and Norhaslinda Ali. e-Academia Journal, 8. pp. 78-84. ISSN 2289 - 6589

Abstract

Median smoother of even window size is obtained by averaging the two middle points of arranged sequence using arithmetic mean. Some adjustments were proposed by substituting the algorithm of arithmetic mean using quadratic, geometric, harmonic and contraharmonic mean. The modified running median was appended in 4253HT algorithm. This paper is mainly to assess the performances of proposed adjustment via simulation study. The results show that modified 4253HT using contra harmonic mean performed the best in extracting signal from heavy noise. The extracted signal was then used for forecasting by applying seasonal ARIMA algorithm. Forecasting by smoothed values was found to produce better forecast than forecasting involving actual values which contained heavy noise.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Khairol Azmi, Nurul Nisa’
nisa@tmsk.uitm.edu.my
Adam, Mohd Bakri
UNSPECIFIED
Ali, Norhaslinda
UNSPECIFIED
Subjects: Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Algorithms
Divisions: Universiti Teknologi MARA, Terengganu > Dungun Campus
Journal or Publication Title: e-Academia Journal
UiTM Journal Collections: UiTM Journal > e-Academia Journal (e-AJ)
ISSN: 2289 - 6589
Volume: 8
Page Range: pp. 78-84
Keywords: Compound Smoother, Running Median, Non-Linear, 4253HT, Signal, Noise
Date: 2018
URI: https://ir.uitm.edu.my/id/eprint/86788
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