trackswitch.js: A Versatile Web-Based Audio Player for Presenting Scientific Results

trackswitch.js is a versatile web-based audio player that enables researchers to conveniently present examples and results from scientific audio processing applications. Based on a multitrack architecture, trackswitch.js allows a listener to seamlessly switch between multiple audio tracks, while synchronously indicating the playback position within images associated to the audio tracks. These images may correspond to feature representations such as spectrograms or to visualizations of annotations such as structural boundaries or musical note information. The provided switching and playback functionalities are simple yet useful tools for analyzing, navigating, understanding, and evaluating results obtained from audio processing algorithms. Furthermore, trackswitch.js is an easily extendible and manageable software tool, designed for non-expert developers and unexperienced users. Offering a small but useful selection of options and buttons, trackswitch.js requires only basic knowledge to implement a versatile range of components for web-based audio demonstrators and user interfaces. Besides introducing the underlying techniques and the main functionalities of trackswitch.js we provide several use cases that indicate the flexibility and usability of our software for different audio- related research areas

Sigmoidal NMFD : convolutional NMF with saturating activations for drum mixture decomposition

In many types of music, percussion plays an essential role to establish the rhythm and the groove of the music. Algorithms that can decompose the percussive signal into its constituent components would therefore be very useful, as they would enable many analytical and creative applications. This paper describes a method for the unsupervised decomposition of percussive recordings, building on the non-negative matrix factor deconvolution (NMFD) algorithm. Given a percussive music recording, NMFD discovers a dictionary of time-varying spectral templates and corresponding activation functions, representing its constituent sounds and their positions in the mix. We observe, however, that the activation functions discovered using NMFD do not show the expected impulse-like behavior for percussive instruments. We therefore enforce this behavior by specifying that the activations should take on binary values: either an instrument is hit, or it is not. To this end, we rewrite the activations as the output of a sigmoidal function, multiplied with a per-component amplitude factor. We furthermore define a regularization term that biases the decomposition to solutions with saturated activations, leading to the desired binary behavior. We evaluate several optimization strategies and techniques that are designed to avoid poor local minima. We show that incentivizing the activations to be binary indeed leads to the desired impulse-like behavior, and that the resulting components are better separated, leading to more interpretable decompositions

An review of automatic drum transcription

In Western popular music, drums and percussion are an important means to emphasize and shape the rhythm, often defining the musical style. If computers were able to analyze the drum part in recorded music, it would enable a variety of rhythm-related music processing tasks. Especially the detection and classification of drum sound events by computational methods is considered to be an important and challenging research problem in the broader field of Music Information Retrieval. Over the last two decades, several authors have attempted to tackle this problem under the umbrella term Automatic Drum Transcription(ADT).This paper presents a comprehensive review of ADT research, including a thorough discussion of the task-specific challenges, categorization of existing techniques, and evaluation of several state-of-the-art systems. To provide more insights on the practice of ADT systems, we focus on two families of ADT techniques, namely methods based on Nonnegative Matrix Factorization and Recurrent Neural Networks. We explain the methods’ technical details and drum-specific variations and evaluate these approaches on publicly available datasets with a consistent experimental setup. Finally, the open issues and under-explored areas in ADT research are identified and discussed, providing future directions in this fiel

Electronic musical instruments as interactive exhibits in museums

Whilst recent museum exhibitions have explored electronic musical instruments, the interpretational focus has been on materiality rather than sounds produced. Similarly, whilst authors have ‘followed the instruments’ to find the people who used and designed them, those who create and shape their sounds remain comparatively hidden. To address this problem, this thesis introduces sound genealogy – a methodology towards following the evolution of a sound through material networks and people - as an interpretational framework to support exhibition teams in explicitly connecting sounds to instrument interfaces using multi-sensory interactive exhibits. Adopting this methodology will improve visitors’ experiences of music and sound content, helping them connect sounds from their lived experiences to the instruments associated with them: demonstrating how material networks can influence a sound’s popularity and musical value over time, whilst drawing attention to the people involved in the design and use of both sounds and instruments. Chapter one positions this research within contemporary exhibition practices and analyses the methodologies and literature that define the scope for upcoming discussions. The involvement of the UK’s Science Museum Group institutions is also highlighted. Chapters two to four present three case-study insights based on observations of objects and their sounds, and the use of representative exhibits, in North American, European, and British museums. These case studies were chosen so as to represent a range of instrument categories (synthesizers, samplers, drum machines) and interpretational foci (interface, sound, function). Interview data obtained from exhibition team members highlights the strategies and challenges in co-creating positive exhibit experiences for diverse audiences. Evidence from these case studies also supports the analyses of theories and concepts from museum studies, science and technology studies, and sound studies in chapters five and six. This helps to position - and advocate for - the adoption of a sound genealogy methodology in demonstrating the value of sound through interactivity. Additionally, the anticipation and management of visitor behaviours is considered in the context of successfully attaining learning and entertainment goals. Finally, chapters seven and eight document the creation and evaluation of an original interactive exhibit by the author, supported by the sound genealogy methodology

Improvising Resistance: Jazz, Poetry, and the Black Arts Movement, 1960–1969

This thesis is an interdisciplinary analysis of jazz music and poetry produced by African-American artists, primarily in New York, over the course of the 1960s, set within the broad context of the civil-rights and black-nationalist movements of the same period. Its principal contention is that the two forms afford each other symbiotic illumination. Close reading of jazz musicology in particular illuminates the directions taken by the literature of the period in a manner that has rarely been fully explored. By giving equal critical attention to the two artistic forms in relation to each other, the epistemological and social radicalism latent and explicit within them can more fully be understood. Through this understanding comes also a greater appreciation of the effects that the art of this period had upon the politics of civil rights and black nationalism in America – effects which permeated wider culture during a decade in which significant change was made to the legal position of African-Americans within the United States, change forced by a newly, and multiply, vocalized African-American consciousness. The thesis examines the methods by which jazz and literature contributed to the construction of new historically-constituted black subjectivities represented aurally, orally and visually. It looks at how the different techniques of each form converse with each other, and how they prompt consequential re-presentations and re cognizations of established forms from within and without their own continua. That examination is conducted primarily through forensic close readings of records made between 1960 and 1967, which though of widely differing styles nevertheless can be said to fall under the broad umbrella term of 'post-bop' jazz, alongside equally close readings of poetry written primarily by members of the New York wing of the equally broadly-termed Black Arts Movement [BAM] between 1964 and 1969

The Music Sound

A guide for music: compositions, events, forms, genres, groups, history, industry, instruments, language, live music, musicians, songs, musicology, techniques, terminology , theory, music video. Music is a human activity which involves structured and audible sounds, which is used for artistic or aesthetic, entertainment, or ceremonial purposes. The traditional or classical European aspects of music often listed are those elements given primacy in European-influenced classical music: melody, harmony, rhythm, tone color/timbre, and form. A more comprehensive list is given by stating the aspects of sound: pitch, timbre, loudness, and duration. Common terms used to discuss particular pieces include melody, which is a succession of notes heard as some sort of unit; chord, which is a simultaneity of notes heard as some sort of unit; chord progression, which is a succession of chords (simultaneity succession); harmony, which is the relationship between two or more pitches; counterpoint, which is the simultaneity and organization of different melodies; and rhythm, which is the organization of the durational aspects of music

Music and Digital Media

Anthropology has neglected the study of music. Music and Digital Media shows how and why this should be redressed. It does so by enabling music to expand the horizons of digital anthropology, demonstrating how the field can build interdisciplinary links to music and sound studies, digital/media studies, and science and technology studies. Music and Digital Media is the first comparative ethnographic study of the impact of digital media on music worldwide. It offers a radical and lucid new theoretical framework for understanding digital media through music, showing that music is today where the promises and problems of the digital assume clamouring audibility. The book contains ten chapters, eight of which present comprehensive original ethnographies; they are bookended by an authoritative introduction and a comparative postlude. Five chapters address popular, folk, art and crossover musics in the global South and North, including Kenya, Argentina, India, Canada and the UK. Three chapters bring the digital experimentally to the fore, presenting pioneering ethnographies of anextra-legal peer-to-peer site and the streaming platform Spotify, a series of prominent internet-mediated music genres, and the first ethnography of a global software package, the interactive music platform Max. The book is unique in bringing ethnographic research on popular, folk, art and crossover musics from the global North and South into a comparative framework on a large scale, and creates an innovative new paradigm for comparative anthropology. It shows how music enlarges anthropology while demanding to be understood with reference to classic themes of anthropological theory. Praise for Music and Digital Media ‘Music and Digital Media is a groundbreaking update to our understandings of sound, media, digitization, and music. Truly transdisciplinary and transnational in scope, it innovates methodologically through new models for collaboration, multi-sited ethnography, and comparative work. It also offers an important defense of—and advancement of—theories of mediation.’ Jonathan Sterne, Communication Studies and Art History, McGill University 'Music and Digital Media is a nuanced exploration of the burgeoning digital music scene across both the global North and the global South. Ethnographically rich and theoretically sophisticated, this collection will become the new standard for this field.' Anna Tsing, Anthropology, University of California at Santa Cruz 'The global drama of music's digitisation elicits extreme responses – from catastrophe to piratical opportunism – but between them lie more nuanced perspectives. This timely, absolutely necessary collection applies anthropological understanding to a deliriously immersive field, bringing welcome clarity to complex processes whose impact is felt far beyond what we call music.' David Toop, London College of Communication, musician and writer ‘Spanning continents and academic disciplines, the rich ethnographies contained in Music and Digital Media makes it obligatory reading for anyone wishing to understand the complex, contradictory, and momentous effects that digitization is having on musical cultures.’ Eric Drott, Music, University of Texas, Austin ‘This superb collection, with an authoritative overview as its introduction, represents the state of the art in studies of the digitalisation of music. It is also a testament to what anthropology at its reflexive best can offer the rest of the social sciences and humanities.’ David Hesmondhalgh, Media and Communication, University of Leeds ‘This exciting volume forges new ground in the study of local conditions, institutions, and sounds of digital music in the Global South and North. The book’s planetary scope and its commitment to the “messiness” of ethnographic sites and concepts amplifies emergent configurations and meanings of music, the digital, and the aesthetic.’ Marina Peterson, Anthropology, University of Texas, Austi

Music and Digital Media: A planetary anthropology

Anthropology has neglected the study of music. Music and Digital Media shows how and why this should be redressed. It does so by enabling music to expand the horizons of digital anthropology, demonstrating how the field can build interdisciplinary links to music and sound studies, digital/media studies, and science and technology studies. Music and Digital Media is the first comparative ethnographic study of the impact of digital media on music worldwide. It offers a radical and lucid new theoretical framework for understanding digital media through music, showing that music is today where the promises and problems of the digital assume clamouring audibility. The book contains ten chapters, eight of which present comprehensive original ethnographies; they are bookended by an authoritative introduction and a comparative postlude. Five chapters address popular, folk, art and crossover musics in the global South and North, including Kenya, Argentina, India, Canada and the UK. Three chapters bring the digital experimentally to the fore, presenting pioneering ethnographies of an extra-legal peer-to-peer site and the streaming platform Spotify, a series of prominent internet-mediated music genres, and the first ethnography of a global software package, the interactive music platform Max. The book is unique in bringing ethnographic research on popular, folk, art and crossover musics from the global North and South into a comparative framework on a large scale, and creates an innovative new paradigm for comparative anthropology. It shows how music enlarges anthropology while demanding to be understood with reference to classic themes of anthropological theory