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相关论文: SpotHitPy: A Study For ML-Based Song Hit Predictio…

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When songs are composed or performed, there is often an intent by the singer/songwriter of expressing feelings or emotions through it. For humans, matching the emotiveness in a musical composition or performance with the subjective…

Predictive models for music are studied by researchers of algorithmic composition, the cognitive sciences and machine learning. They serve as base models for composition, can simulate human prediction and provide a multidisciplinary…

机器学习 · 计算机科学 2017-10-04 Jonas Langhabel

The task of determining item similarity is a crucial one in a recommender system. This constitutes the base upon which the recommender system will work to determine which items are more likely to be enjoyed by a user, resulting in more user…

机器学习 · 计算机科学 2017-04-13 Renato L. F. Cunha , Evandro Caldeira , Luciana Fujii

Music genre can be hard to describe: many factors are involved, such as style, music technique, and historical context. Some genres even have overlapping characteristics. Looking for a better understanding of how music genres are related to…

信息检索 · 计算机科学 2019-02-12 Bruna D. Wundervald , Walmes M. Zeviani

The setlist identification (SLI) task addresses a music recognition use case where the goal is to retrieve the metadata and timestamps for all the tracks played in live music events. Due to various musical and non-musical changes in live…

声音 · 计算机科学 2021-01-07 Furkan Yesiler , Emilio Molina , Joan Serrà , Emilia Gómez

Understanding music popularity is important not only for the artists who create and perform music but also for the music-related industry. It has not been studied well how music popularity can be defined, what its characteristics are, and…

多媒体 · 计算机科学 2018-12-04 Junghyuk Lee , Jong-Seok Lee

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…

The goal of this paper is twofold. First, we introduce DALI, a large and rich multimodal dataset containing 5358 audio tracks with their time-aligned vocal melody notes and lyrics at four levels of granularity. The second goal is to explain…

音频与语音处理 · 电气工程与系统科学 2019-06-26 Gabriel Meseguer-Brocal , Alice Cohen-Hadria , Geoffroy Peeters

This report analyses data collected from Last.fm and used to create a real-time recommendation system. We collected over 2M songs and 1M tags and 372K user's listening habits. We characterize users' profiles: age, playcount, friends, gender…

Many practices have been presented in music generation recently. While stylistic music generation using deep learning techniques has became the main stream, these models still struggle to generate music with high musicality, different…

声音 · 计算机科学 2021-05-12 Shuqi Dai , Xichu Ma , Ye Wang , Roger B. Dannenberg

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

Social Media Popularity Prediction (SMPP) is a crucial task that involves automatically predicting future popularity values of online posts, leveraging vast amounts of multimodal data available on social media platforms. Studying and…

多媒体 · 计算机科学 2024-05-20 Bo Wu , Peiye Liu , Wen-Huang Cheng , Bei Liu , Zhaoyang Zeng , Jia Wang , Qiushi Huang , Jiebo Luo

This paper studies the novel problem of automatic live music song identification, where the goal is, given a live recording of a song, to retrieve the corresponding studio version of the song from a music database. We propose a system based…

音频与语音处理 · 电气工程与系统科学 2025-01-15 Aapo Hakala , Trevor Kincy , Tuomas Virtanen

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

This study deals with content-based musical playlists generation focused on Songs and Instrumentals. Automatic playlist generation relies on collaborative filtering and autotagging algorithms. Autotagging can solve the cold start issue and…

声音 · 计算机科学 2017-11-23 Yann Bayle , Matthias Robine , Pierre Hanna

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

Recent advances in cover song identification have shown great success. However, models are usually tested on a fixed set of datasets which are relying on the online cover song database SecondHandSongs. It is unclear how well models perform…

多媒体 · 计算机科学 2025-01-03 Simon Hachmeier , Robert Jäschke

The world today is experiencing an abundance of music like no other time, and attempts to group music into clusters have become increasingly prevalent. Common standards for grouping music were songs, artists, and genres, with artists or…

人机交互 · 计算机科学 2021-03-01 Seokgi Kim , Jihye Park , Kihong Seong , Namwoo Cho , Junho Min , Hwajung Hong

Nowadays, humans are constantly exposed to music, whether through voluntary streaming services or incidental encounters during commercial breaks. Despite the abundance of music, certain pieces remain more memorable and often gain greater…

信息检索 · 计算机科学 2024-05-22 Li-Yang Tseng , Tzu-Ling Lin , Hong-Han Shuai , Jen-Wei Huang , Wen-Whei Chang

This paper conducts an intricate analysis of musical emotions and trends using Spotify music data, encompassing audio features and valence scores extracted through the Spotipi API. Employing regression modeling, temporal analysis, mood…

声音 · 计算机科学 2023-10-31 Shruti Dutta , Shashwat Mookherjee