scholarly journals A Grouping of Song-Lyric Themes Using K-Means Clustering

2020 ◽  
Vol 3 (2) ◽  
Author(s):  
Dionisia Bhisetya Rarasati
Keyword(s):  
Text Mining ◽  
Text Processing ◽  
Confusion Matrix ◽  
Process Stage ◽  
Centroid Distance ◽  
Total Data ◽  
Unique Word ◽  
Song Lyric ◽  
Song Lyrics

One of the automatic way of theme grouping that can be used is K-Means Clustering. In this research, the song theme is taken from the text of song lyrics. The aim of this study is developing a system that can automatically group the song lyric theme and know the accuracy level of the grouping. The process stage is started with the data processing or text processing called as text mining. In text mining, there are some processes. First, the text operation. The text operation consists of tokenizing, stopword, steeming, and word weighting then can be processed using K-Means clustering. In clustering process, it consists of initial centroid initialization uses Variance Initialization, next counts the centroid distance on the data using Euclidean distance until get the proper grouping accurately. The accuracy counting uses confusion matrix. The next step to see the suitability system that has been made, new data is added which then is processed by a system. After that, it can decide the new data is classified into one specific theme. From the research that has been conducted as case study in Masdha Radio Yogyakarta, total data available 400 and divided into four clusters. The clusters consist of love cluster, friendship cluster, religion cluster, and fighting cluster. The result of research song lyric grouping based on the theme works well with 93.25% accuracy for the unique word frequency numbers 121 maximum and unique word 0 minimum.

Pergi Belajar Lyric by Mrs. Sud As Transformation Media for Akhlak Education Values

2016 ◽  
Vol 1 ◽  
pp. 79-87
Author(s):  
Nofiya Dwi Pangesti
Keyword(s):  
Literary Work ◽  
Human Beings ◽  
Educational Concept ◽  
Song Lyric ◽  
Song Lyrics

To make human morality necessary educational concept which is not simply to make students know, but how education can make students can applys in his life, it’s called as akhlak education, base to God education, human beings and the environment. Values ​​in the lyrics, especially akhlak education are often used to talk about, but unfortunately, not much to put it in the book. A song lyric is one of values transformation media, that can be transformed to other people that song lyrics to be understood its meaning first. Paul Riceour’s hermeneutic is one of the  analysis methode to understand the meaning of a literary work through the analysis of metaphors and symbols, so that the literary work can transforming value to others. Accordingly, this article will discuss about the akhlak education values in  pergi belajar lyric by Mrs. Sud using Paul Riceour’s hermeneutic.

MAKNA DAN NILAI LAGU YANG TERKANDUNG DALAM SYAIR LAGU HAHOLONGI MA SIDOLI KARYA DOMPAK SINAGA SERTA PROSES PENCIPTAANNYA

2018 ◽  
Vol 6 (2) ◽  
pp. 122
Author(s):  
Nasriani Siregar
Keyword(s):  
Song Lyric ◽  
Song Lyrics ◽  
Descriptive Qualitative

This study aims to determine the meaning of the valuecontained in the song lyrics haholongi ma Sidoli worksDompak sinaga. The theory used is the meaning, value, Songand Poetry. The meaning is the meaning or intent of a wordthat summed. Values mean something that has a quality angle,song is a composition of the tone or voice. The researchmethod used is descriptive qualitative. This research wasconducted in Humbang Hasundutan and research was startedin December 2015 to February 2016. The study populationwas not there. While the sample is Haholongi Song Ma SidoliDompak Sinaga work as much as one song and DompakSinaga. The results of this study indicate that the meaning ofthe song lyric Haholongi Ma Sidoli were lovers who are notdestined for a brotherly relationship (match). The values onthe song lyric Haholongi Ma Sidoli is: enjoyment value, thevalue of patience, the value of love, psychiatric tilapia, thevalue of life.

Support Vector Machine VS Information Gain: Analisis Sentimen Cyberbullying di Twitter Indonesia

2020 ◽  
Vol 11 (2) ◽  
pp. 107-111
Author(s):  
Christevan Destitus ◽  
Wella Wella ◽  
Suryasari Suryasari
Keyword(s):  
Support Vector Machine ◽  
Feature Selection ◽  
Text Mining ◽  
Information Gain ◽  
Text Processing ◽  
Support Vector ◽  
Term Weighting ◽  
System Process ◽  
Research Stage

This study aims to clarify tweets on twitter using the Support Vector Machine and Information Gain methods. The clarification itself aims to find a hyperplane that separates the negative and positive classes. In the research stage, there is a system process, namely text mining, text processing which has stages of tokenizing, filtering, stemming, and term weighting. After that, a feature selection is made by information gain which calculates the entropy value of each word. After that, clarify based on the features that have been selected and the output is in the form of identifying whether the tweet is bully or not. The results of this study found that the Support Vector Machine and Information Gain methods have sufficiently maximum results.

Are Universities Ready to Deliver Digital Skills and Competences? A Text Mining Driven Case Study on Marketing Courses in Italy

2021 ◽  
Author(s):  
Irene Spada ◽  
Filippo Chiarello ◽  
Simone Barandoni ◽  
Gianluca Ruggi ◽  
Martini Antonella ◽  
...  
Keyword(s):  
Text Mining ◽  
Digital Skills

scholarly journals Analytic, Paradoxical, and Synthetic Sentences on ABC and The Hard Way Song Lyrics

2019 ◽  
Vol 4 (1) ◽  
pp. 1-14
Author(s):  
Frans Sayogie ◽  
Difa Mahya ◽  
Dyona Priorita Dwiarso
Keyword(s):  
Research Findings ◽  
Song Lyric ◽  
Song Lyrics ◽  
Logical Types ◽  
Descriptive Qualitative

This research aims to identify and classify; analytic, paradoxical, and synthetic sentences which are logical types of sentences in the song lyric of  ABC by The Jackson 5 and The Hard Way by The Kinks in order to get the virtue of meanings of the lyrics.  The method used in this research is descriptive qualitative by analyzing and comparing the data by using Kant’s containment concept. The data used in this research are lyrics from the songs ABC 5 and The Hard Way. The research findings obtained: one analytic sentence in ABC, one paradoxical sentence in The Hard Way and twenty two synthetic sentences in both lyrics. The data indicate that there are more synthetic sentences rather than analytical and paradoxical sentences in the songs. In conclusion, the synthetic sentences used on the song lyrics are more fabricated for the virtue of meanings on the song lyrics than analytic and paradoxical sentences. Therefore, the listeners can express their emotions freely by song lyrics using synthetic sentences.

scholarly journals Analisis Stilistika Pada Lirik Lagu Album Jumping Car Oleh HEY! SAY! JUMP

2020 ◽  
Vol 2 (1) ◽  
pp. 1
Author(s):  
Ayu Rini Khoirunnisa ◽  
Idah Hamidah ◽  
Hartati Hartati
Keyword(s):  
Life Story ◽  
Qualitative Approach ◽  
Stylistic Analysis ◽  
Descriptive Research ◽  
Language Style ◽  
Song Lyric ◽  
Data Source ◽  
Song Lyrics ◽  
Is Theory ◽  
Data Collection Technique

This research examines the style of language in song lyric entitled “A Stylistic Analysis of Hey! Say! Jump’s Song Lyrics in Jumping Car Album”. This research aims to find out the kinds of  language style and describe the meaning of the song lyrics. Language style theory used in this research is theory proposed by Keraf. This research used a descriptive research with qualitative approach. The data collection technique employed in this research was listening and note taking technique. Collected data were analyzed by using equivalent technique and technique of immediate constituent analyst. Data source used in this research is twelve song lyrics in Jumping Car album. The kinds of language style found consists of 3 (three) metaphor, 5 (five) personification, 7 (seven) simile, 16 (sixteen) allegory, 1 (one) eponym, 1 (one) synecdoche, 4 (four) metonymy, 1 (one) epithet, 1 (one) antonomasia, 1 (one) cynicism and 1 (one) sarcasm. The dominant kinds of language in this research is allegory. All of the meaning of the kinds of language which found shows songs in Jumping Car album describing love and life story in which contain happiness and sadness.

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