TY - GEN
T1 - Building a Movie Recommendation System Using Neo4j Graph Database
T2 - 2024 ASU International Conference in Emerging Technologies for Sustainability and Intelligent Systems, ICETSIS 2024
AU - Izdihar, Awliya Hanun
AU - Tsaniyah, Nazriyah Deny
AU - Nurdini, Faraz
AU - Mufidah, Belva Rizki
AU - Rakhmawati, Nur Aini
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Recommendations for movies can help discover new and enjoyable movies. This study uses the Neo4j Graph Database to create a recommendation system using the Netflix Movie Dataset. The objective of this research is the development of a movie recommendation algorithm using the k-NN similarity algorithm and FastRP node embedding machine learning. The results have provided recommendations based on similar attributes, such as actors, directors, country, type, and rating. In this research, we used a similarity scale of 0-1 so that we found 200 pairs of movies that were similar between each other and there were 62070 movies that were less similar between each other.
AB - Recommendations for movies can help discover new and enjoyable movies. This study uses the Neo4j Graph Database to create a recommendation system using the Netflix Movie Dataset. The objective of this research is the development of a movie recommendation algorithm using the k-NN similarity algorithm and FastRP node embedding machine learning. The results have provided recommendations based on similar attributes, such as actors, directors, country, type, and rating. In this research, we used a similarity scale of 0-1 so that we found 200 pairs of movies that were similar between each other and there were 62070 movies that were less similar between each other.
KW - FastRP
KW - Neo4j
KW - graph
KW - k-NN
KW - movies
KW - recommendation system
UR - http://www.scopus.com/inward/record.url?scp=85190538144&partnerID=8YFLogxK
U2 - 10.1109/ICETSIS61505.2024.10459699
DO - 10.1109/ICETSIS61505.2024.10459699
M3 - Conference contribution
AN - SCOPUS:85190538144
T3 - 2024 ASU International Conference in Emerging Technologies for Sustainability and Intelligent Systems, ICETSIS 2024
SP - 614
EP - 618
BT - 2024 ASU International Conference in Emerging Technologies for Sustainability and Intelligent Systems, ICETSIS 2024
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 28 January 2024 through 29 January 2024
ER -