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Large deep-learning models for music, including those focused on learning general-purpose music audio representations, are often assumed to require substantial training data to achieve high performance. If true, this would pose challenges…

声音 · 计算机科学 2025-05-12 Christos Plachouras , Emmanouil Benetos , Johan Pauwels

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

Structure perception is a fundamental aspect of music cognition in humans. Historically, the hierarchical organization of music into structures served as a narrative device for conveying meaning, creating expectancy, and evoking emotions in…

声音 · 计算机科学 2023-03-28 Nicolas Lazzari , Andrea Poltronieri , Valentina Presutti

Conventional Music Notation (CMN) is the well-established foundation for the written communication of musical information, such as rhythm, harmony, or timbre. However, CMN suffers from the complexity of its visual encoding and the need for…

人机交互 · 计算机科学 2019-08-02 Matthias Miller , Alexandra Bonnici , Mennatallah El-Assady

Constructing numerical models of noisy partial differential equations is very delicate. Our long term aim is to use modern dynamical systems theory to derive discretisations of dissipative stochastic partial differential equations. As a…

动力系统 · 数学 2007-05-23 A. J. Roberts

This paper presents a performance analysis of the MUltiple SIgnal Classification (MUSIC) algorithm applied on $D$ dimensional single-snapshot spectral estimation while $s$ true frequencies are located on the continuum of a bounded domain.…

信息论 · 计算机科学 2016-11-17 Wenjing Liao

This Thesis discusses the development of technologies for the automatic resynthesis of music recordings using digital synthesizers. First, the main issue is identified in the understanding of how Music Information Processing (MIP) methods…

声音 · 计算机科学 2022-05-03 Federico Simonetta

Music is a complex socio-cultural construct, which fascinates researchers in diverse fields, as well as the general public. Understanding the historical development of music may help us understand perceptual and cognition, while also…

物理与社会 · 物理学 2023-08-08 Alfredo González-Espinoza , Joshua B. Plotkin

A categorical framework for modeling and analyzing systems in a broad sense is proposed. These systems should be thought of as `machines' with inputs and outputs, carrying some sort of signal that occurs through some notion of time. Special…

范畴论 · 数学 2019-03-18 Patrick Schultz , David I. Spivak , Christina Vasilakopoulou

Music composition using digital audio sequence editors is increasingly performed in a visual workspace where sound complexes are built from discrete sound objects, called gestures that are arranged in time and space to generate a continuous…

声音 · 计算机科学 2007-05-23 Cameron L Jones

Audio processing methods operating on a time-frequency representation of the signal can introduce unpleasant sounding artifacts known as musical noise. These artifacts are observed in the context of audio coding, speech enhancement, and…

音频与语音处理 · 电气工程与系统科学 2021-05-28 Matteo Torcoli

Modulations are a critical part of sound design and music production, enabling the creation of complex and evolving audio. Modern synthesizers provide envelopes, low frequency oscillators (LFOs), and more parameter automation tools that…

声音 · 计算机科学 2025-10-08 Christopher Mitcheltree , Hao Hao Tan , Joshua D. Reiss

Music creation involves not only composing the different parts (e.g., melody, chords) of a musical work but also arranging/selecting the instruments to play the different parts. While the former has received increasing attention, the latter…

音频与语音处理 · 电气工程与系统科学 2019-06-03 Yun-Ning Hung , I-Tung Chiang , Yi-An Chen , Yi-Hsuan Yang

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

Properly annotated multimedia content is crucial for supporting advances in many Information Retrieval applications. It enables, for instance, the development of automatic tools for the annotation of large and diverse multimedia…

信息检索 · 计算机科学 2018-11-28 Xavier Favory , Eduardo Fonseca , Frederic Font , Xavier Serra

This vision paper presents the case for MUSIC, a programmable framework for building distributed mobile IoT applications for urban sensing. The Mobile Urban Sensing, Inference and Control (MUSIC) framework is contextualized for scenarios…

网络与互联网体系结构 · 计算机科学 2018-10-01 Shiva R. Iyer , Soumie Kumar , Kate Boxer , Fatima Zarinni , Lakshminarayanan Subramanian

Music has always been central to human culture, reflecting and shaping traditions, emotions, and societal changes. Technological advancements have transformed how music is created and consumed, influencing tastes and the music itself. In…

In this paper, we postulate that combining the domains of information visualization and music studies paves the ground for a more structured analysis of the design space of music notation, enabling the creation of alternative music…

信息检索 · 计算机科学 2018-10-26 Matthias Miller , Johannes Häußler , Matthias Kraus , Daniel Keim , Mennatallah El-Assady

In the recording studio, producers of Electronic Dance Music (EDM) spend more time creating, shaping, mixing and mastering sounds, than with compositional aspects or arrangement. They tune the sound by close listening and by leveraging…

声音 · 计算机科学 2021-03-01 Tim Ziemer , Pattararat Kiattipadungkul , Tanyarin Karuchit

Algorithmic composition of music has a long history and with the development of powerful deep learning methods, there has recently been increased interest in exploring algorithms and models to create art. We explore the utility of state…

声音 · 计算机科学 2018-10-02 Anna K. Yanchenko , Sayan Mukherjee