JAMBURA JOURNAL OF PROBABILITY AND STATISTICS
Vol 3, No 1 (2022): Jambura Journal Of Probability and Statistics

ANALISIS KLASIFIKASI ARTIST MUSIC MENGGUNAKAN MODEL REGRESI LOGISTIK BINER DAN ANALISIS DISKRIMINAN

ANDREA TRI RIAN DANI (Universitas Mulawarman)
VITA RATNASARI (Institut Teknologi Sepuluh Nopember)
LUDIA NI'MATUZZAHROH (Institut Teknologi Sepuluh Nopember)
IGAR CALVERIA AVIANTHOLIB (Institut Teknologi Sepuluh Nopember)
RADITYA NOVIDIANTO (Badan Pusat Statistik)
NARITA YURI ADRIANINGSIH (Universitas Tribuana Kalabahi)



Article Info

Publish Date
29 May 2022

Abstract

Characteristics of a song are an important aspect that must be kept authentic by a singer. Using the Spotify API feature, we can extract the characteristics or elements of a song sung by a singer.  There are eight (8) elements that we can get from the extraction of a song, namely: Danceability, Energy, Loudness, Speechiness, Acousticness, Liveness, Valence, and Tempo. Based on the extraction results, we can label the music artist using the classification analysis method. In this study, the labels are music artists, namely Ariana Grande and Taylor Swift. This study aims to obtain the classification of music artist labels using binary logistic regression methods and discriminant analysis. The response variable used in this study is Artist Music (Y) which is categorized into two categories, namely Ariana Grande (Y=0) and Taylor Swift (Y=1). The data will be divided into training and testing data with the proportion of data 90:10 and 80:20. Based on the results of the analysis, the binary regression model that was built, with the proportion of training testing data that is 90:10 has a classification accuracy for data testing of 90.00%.

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Journal Info

Abbrev

jps

Publisher

Subject

Computer Science & IT Decision Sciences, Operations Research & Management Environmental Science Social Sciences

Description

Probability Theory Mathematical Statistics Computational Statistics Stochastic Processes Financial Statistics Bayesian Analysis Survival Analysis Time Series Analysis Neural Network Another field which is related to statistics and the applications Another field which is related to Probability and ...