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Is it possible use algorithms to find trends in the history of popular music? And is it possible to predict the characteristics of future music genres? In order to answer these questions, we produced a hand-crafted dataset with the intent…

计算与语言 · 计算机科学 2019-08-28 Fabio Celli

This paper presents a natural language processing (NLP) approach to the problem of thoroughly comprehending song lyrics, with particular attention on genre classification, view-based success prediction, and approximate release year. Our…

计算与语言 · 计算机科学 2024-08-01 Servando Pizarro Martinez , Moritz Zimmermann , Miguel Serkan Offermann , Florian Reither

The automated generation of music playlists can be naturally regarded as a sequential task, where a recommender system suggests a stream of songs that constitute a listening session. In order to predict the next song in a playlist, some of…

信息检索 · 计算机科学 2018-07-13 Andreu Vall , Massimo Quadrana , Markus Schedl , Gerhard Widmer

Automated music playlist generation is a specific form of music recommendation. Generally stated, the user receives a set of song suggestions defining a coherent listening session. We hypothesize that the best way to convey such playlist…

信息检索 · 计算机科学 2017-09-08 Andreu Vall , Hamid Eghbal-zadeh , Matthias Dorfer , Markus Schedl , Gerhard Widmer

As music streaming services dominate the music industry, the playlist is becoming an increasingly crucial element of music consumption. Con- sequently, the music recommendation problem is often casted as a playlist generation prob- lem.…

多媒体 · 计算机科学 2015-11-24 Keunwoo Choi , George Fazekas , Mark Sandler

The traditional songwriting process is rather complex and this is evident in the time it takes to produce lyrics that fit the genre and form comprehensive verses. Our project aims to simplify this process with deep learning techniques, thus…

计算与语言 · 计算机科学 2024-09-24 Tracy Cai , Wilson Liang , Donte Townes

The mood of a song is a highly relevant feature for exploration and recommendation in large collections of music. These collections tend to require automatic methods for predicting such moods. In this work, we show that listening-based…

声音 · 计算机科学 2020-10-24 Filip Korzeniowski , Oriol Nieto , Matthew McCallum , Minz Won , Sergio Oramas , Erik Schmidt

The Spotify Sequential Skip Prediction Challenge focuses on predicting if a track in a session will be skipped by the user or not. In this paper, we describe our approach to this problem and the final system that was submitted to the…

信息检索 · 计算机科学 2019-03-29 Andrés Ferraro , Dmitry Bogdanov , Xavier Serra

Forecasting the popularity of new songs has become a standard practice in the music industry and provides a comparative advantage for those that do it well. Considerable efforts were put into machine learning prediction models for that…

物理与社会 · 物理学 2022-11-29 Niklas Reisz , Vito D. P. Servedio , Stefan Thurner

Sentiment prediction of contemporary music can have a wide-range of applications in modern society, for instance, selecting music for public institutions such as hospitals or restaurants to potentially improve the emotional well-being of…

机器学习 · 计算机科学 2016-11-02 Sebastian Raschka

Music prediction tasks range from predicting tags given a song or clip of audio, predicting the name of the artist, or predicting related songs given a song, clip, artist name or tag. That is, we are interested in every semantic…

机器学习 · 计算机科学 2015-03-19 Jason Weston , Samy Bengio , Philippe Hamel

Recommender systems are increasingly used to predict and serve content that aligns with user taste, yet the task of matching new users with relevant content remains a challenge. We consider podcasting to be an emerging medium with rapid…

Reviews of songs play an important role in online music service platforms. Prior research shows that users can make quicker and more informed decisions when presented with meaningful song reviews. However, reviews of music songs are…

信息检索 · 计算机科学 2022-05-31 Jingya Zang , Cuiyun Gao , Yupan Chen , Ruifeng Xu , Lanjun Zhou , Xuan Wang

Our analysis reviews and visualizes the audio features and popularity of songs streamed on Spotify*. Our dataset, downloaded from Kaggle and originally sourced from Spotify API, consists of multiple Excel files containing information…

分布式、并行与集群计算 · 计算机科学 2021-08-06 Virginia Ochi , Ricardo Estrada , Teezal Gaji , Wendy Gadea , Emily Duong

Can we predict the future popularity of a song, movie or tweet? Recent work suggests that although it may be hard to predict an item's popularity when it is first introduced, peeking into its early adopters and properties of their social…

社会与信息网络 · 计算机科学 2016-04-01 Benjamin Shulman , Amit Sharma , Dan Cosley

Machine Learning models are being utilized extensively to drive recommender systems, which is a widely explored topic today. This is especially true of the music industry, where we are witnessing a surge in growth. Besides a large chunk of…

信息检索 · 计算机科学 2023-09-26 Rahul Singh , Pranav Kanuparthi

Cover songs are alternate versions of a song by a different artist. Long being a vital part of the music industry, cover songs significantly influence music culture and are commonly heard in public venues. The rise of online music platforms…

信息检索 · 计算机科学 2024-06-10 Maximilian Balluff , Peter Mandl , Christian Wolff

The (re)creation and distribution of cultural products such as music are increasingly shaped by digital platforms. This study explores how TikTok and Spotify, situated in different governance and user contexts, could influence digital music…

社会与信息网络 · 计算机科学 2026-03-10 Na Ta , Fang Jiao , Cong Lin , Cuihua Shen

A music mashup combines audio elements from two or more songs to create a new work. To reduce the time and effort required to make them, researchers have developed algorithms that predict the compatibility of audio elements. Prior work has…

声音 · 计算机科学 2021-03-29 Jiawen Huang , Ju-Chiang Wang , Jordan B. L. Smith , Xuchen Song , Yuxuan Wang

Writing rap lyrics requires both creativity to construct a meaningful, interesting story and lyrical skills to produce complex rhyme patterns, which form the cornerstone of good flow. We present a rap lyrics generation method that captures…

机器学习 · 计算机科学 2016-06-13 Eric Malmi , Pyry Takala , Hannu Toivonen , Tapani Raiko , Aristides Gionis