Analisis Sentimen Naturalisasi Tim Nasional Indonesia U-23 di Era Shin Tae-yong Menggunakan Algoritma Naïve Bayes dan K-Nearest Neighbors

Abstract

In the Shin Tae-yong era, the naturalization of players has become a controversial topic within the Indonesian U-23 national football team. This research aims to analyze public sentiment related to the naturalization of players in the team using two classification algorithms, namely Naive Bayes and K-Nearest Neighbor. Sentiment data is obtained from news sources, social media, and online discussion forums related to matches and team management decisions. First, data processing is carried out, including text cleaning, tokenization, and word weighting. Next, Naive Bayes and KNN models are trained using the processed dataset. The results of the sentiment analysis will provide valuable insight into the public's perception of the naturalization of players in the Indonesian U-23 national team under the control of Shin Tae-yong, as well as a comparison of the effectiveness between the Naive Bayes and KNN algorithms in sentiment classification. It is hoped that this research will provide a more in-depth view of the dynamics within the Indonesian national football team and its contribution to Indonesian football as a whole

Constructing national identity: media narratives on the naturalization of football players in Indonesia

“…Players who initially saw Indonesia as merely a place to play football begin to develop a deeper understanding of the country's culture and history through media exposure. This phenomenon is evident in how some players started learning the Indonesian language and engaging in social activities in Indonesia after receiving significant media attention ( 47 ). Social media platforms also serve as a crucial arena for shaping public perceptions of naturalized players.…”

Constructing national identity: media narratives on the naturalization of football players in Indonesia

“…Players who initially saw Indonesia as merely a place to play football begin to develop a deeper understanding of the country's culture and history through media exposure. This phenomenon is evident in how some players started learning the Indonesian language and engaging in social activities in Indonesia after receiving significant media attention ( 47 ). Social media platforms also serve as a crucial arena for shaping public perceptions of naturalized players.…”

Constructing national identity: media narratives on the naturalization of football players in Indonesia

“…Players who initially saw Indonesia as merely a place to play football begin to develop a deeper understanding of the country's culture and history through media exposure. This phenomenon is evident in how some players started learning the Indonesian language and engaging in social activities in Indonesia after receiving significant media attention ( 47 ). Social media platforms also serve as a crucial arena for shaping public perceptions of naturalized players.…”

Constructing national identity: media narratives on the naturalization of football players in Indonesia

“…Players who initially saw Indonesia as merely a place to play football begin to develop a deeper understanding of the country's culture and history through media exposure. This phenomenon is evident in how some players started learning the Indonesian language and engaging in social activities in Indonesia after receiving significant media attention ( 47 ). Social media platforms also serve as a crucial arena for shaping public perceptions of naturalized players.…”