Analysis of identifying mushroom species using RapidMiner / Fatnin Hanun Nor Sarizan ... [et al.].

Nor Sarizan, Fatnin Hanun and Mustapha, Muhammad Firdaus and Kairan, Omar and Mohd Bakhary, Nurulain Nabilah and Azmira, Nurin Hannani and Ab Hamid, Siti Haslini (2021) Analysis of identifying mushroom species using RapidMiner / Fatnin Hanun Nor Sarizan ... [et al.]. Journal of Mathematics and Computing Science (JMCS), 7 (2). pp. 23-30. ISSN 0128-0767

Official URL: https://jmcs.com.my/

Abstract

Identify analysis basically consists of defining the characteristics and categorizing the class of dataset. This study helps in improving the information of mushroom characteristics by removing the unnecessary information and identify the species of mushroom; edible or poisonous. The process to identify mushroom species data is started by using Tableau to visualize the data. The data is prepared first before undergoing the process of modelling using decision tree as the descriptive analysis. Testing the model and cross validation are applied in this process to get the predictive analysis of mushroom species data. Then, the result is gathered by checking the accuracy of the performance of the data. Overall process is done using RapidMiner in order to get an accurate performance of the data. The process of visualization and modelling is needed to analyse the data and get an accurate performance of the result. Therefore, the mushroom species will be easily classified and categorized based on the characteristics either it is edible or poisonous. The result of the proposed model achieved 99.81% accuracy for predicting the species of the mushrooms; edible or poisonous.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Nor Sarizan, Fatnin Hanun
UNSPECIFIED
Mustapha, Muhammad Firdaus
UNSPECIFIED
Kairan, Omar
UNSPECIFIED
Mohd Bakhary, Nurulain Nabilah
UNSPECIFIED
Azmira, Nurin Hannani
UNSPECIFIED
Ab Hamid, Siti Haslini
UNSPECIFIED
Subjects: H Social Sciences > H Social Sciences (General) > Study and teaching. Research
H Social Sciences > HA Statistics > Statistical data
S Agriculture > SB Plant culture
Divisions: Universiti Teknologi MARA, Kelantan > Machang Campus > Faculty of Computer and Mathematical Sciences
Journal or Publication Title: Journal of Mathematics and Computing Science (JMCS)
UiTM Journal Collections: UiTM Journal > Journal of Mathematics and Computing Science (JMCS)
ISSN: 0128-0767
Volume: 7
Number: 2
Page Range: pp. 23-30
Keywords: Classification, Decision Tree, Edible Mushroom, Poisonous Mushroom, RapidMiner
Date: December 2021
URI: https://ir.uitm.edu.my/id/eprint/54427
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