Connections Music Genres As Historical Artifacts
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Multimodal Deep Learning for Music Genre Classification
Oramas, S., Barbieri, F., Nieto, O., and Serra, X (2018). Multimodal Transactions of the International Society for Deep Learning for Music Genre Classification, Transactions of the Inter- Music Information Retrieval national Society for Music Information Retrieval, V(N), pp. xx–xx, DOI: https://doi.org/xx.xxxx/xxxx.xx ARTICLE TYPE Multimodal Deep Learning for Music Genre Classification Sergio Oramas,∗ Francesco Barbieri,y Oriol Nieto,z and Xavier Serra∗ Abstract Music genre labels are useful to organize songs, albums, and artists into broader groups that share similar musical characteristics. In this work, an approach to learn and combine multimodal data representations for music genre classification is proposed. Intermediate rep- resentations of deep neural networks are learned from audio tracks, text reviews, and cover art images, and further combined for classification. Experiments on single and multi-label genre classification are then carried out, evaluating the effect of the different learned repre- sentations and their combinations. Results on both experiments show how the aggregation of learned representations from different modalities improves the accuracy of the classifica- tion, suggesting that different modalities embed complementary information. In addition, the learning of a multimodal feature space increase the performance of pure audio representa- tions, which may be specially relevant when the other modalities are available for training, but not at prediction time. Moreover, a proposed approach for dimensionality reduction of target labels yields major improvements in multi-label classification not only in terms of accuracy, but also in terms of the diversity of the predicted genres, which implies a more fine-grained categorization. Finally, a qualitative analysis of the results sheds some light on the behavior of the different modalities in the classification task. -
Expanding Horizons: the International Avant-Garde, 1962-75
452 ROBYNN STILWELL Joplin, Janis. 'Me and Bobby McGee' (Columbia, 1971) i_ /Mercedes Benz' (Columbia, 1971) 17- Llttle Richard. 'Lucille' (Specialty, 1957) 'Tutti Frutti' (Specialty, 1955) Lynn, Loretta. 'The Pili' (MCA, 1975) Expanding horizons: the International 'You Ain't Woman Enough to Take My Man' (MCA, 1966) avant-garde, 1962-75 'Your Squaw Is On the Warpath' (Decca, 1969) The Marvelettes. 'Picase Mr. Postman' (Motown, 1961) RICHARD TOOP Matchbox Twenty. 'Damn' (Atlantic, 1996) Nelson, Ricky. 'Helio, Mary Lou' (Imperial, 1958) 'Traveling Man' (Imperial, 1959) Phair, Liz. 'Happy'(live, 1996) Darmstadt after Steinecke Pickett, Wilson. 'In the Midnight Hour' (Atlantic, 1965) Presley, Elvis. 'Hound Dog' (RCA, 1956) When Wolfgang Steinecke - the originator of the Darmstadt Ferienkurse - The Ravens. 'Rock All Night Long' (Mercury, 1948) died at the end of 1961, much of the increasingly fragüe spirit of collegial- Redding, Otis. 'Dock of the Bay' (Stax, 1968) ity within the Cologne/Darmstadt-centred avant-garde died with him. Boulez 'Mr. Pitiful' (Stax, 1964) and Stockhausen in particular were already fiercely competitive, and when in 'Respect'(Stax, 1965) 1960 Steinecke had assigned direction of the Darmstadt composition course Simón and Garfunkel. 'A Simple Desultory Philippic' (Columbia, 1967) to Boulez, Stockhausen had pointedly stayed away.1 Cage's work and sig- Sinatra, Frank. In the Wee SmallHoun (Capítol, 1954) Songsfor Swinging Lovers (Capítol, 1955) nificance was a constant source of acrimonious debate, and Nono's bitter Surfaris. 'Wipe Out' (Decca, 1963) opposition to himz was one reason for the Italian composer being marginal- The Temptations. 'Papa Was a Rolling Stone' (Motown, 1972) ized by the Cologne inner circle as a structuralist reactionary. -
An Examination of Minimalist Tendencies in Two Early Works by Terry Riley Ann Glazer Niren Indiana University Southeast First I
An Examination of Minimalist Tendencies in Two Early Works by Terry Riley Ann Glazer Niren Indiana University Southeast First International Conference on Music and Minimalism University of Wales, Bangor Friday, August 31, 2007 Minimalism is perhaps one of the most misunderstood musical movements of the latter half of the twentieth century. Even among musicians, there is considerable disagreement as to the meaning of the term “minimalism” and which pieces should be categorized under this broad heading.1 Furthermore, minimalism is often referenced using negative terminology such as “trance music” or “stuck-needle music.” Yet, its impact cannot be overstated, influencing both composers of art and rock music. Within the original group of minimalists, consisting of La Monte Young, Terry Riley, Steve Reich, and Philip Glass2, the latter two have received considerable attention and many of their works are widely known, even to non-musicians. However, Terry Riley is one of the most innovative members of this auspicious group, and yet, he has not always received the appropriate recognition that he deserves. Most musicians familiar with twentieth century music realize that he is the composer of In C, a work widely considered to be the piece that actually launched the minimalist movement. But is it really his first minimalist work? Two pieces that Riley wrote early in his career as a graduate student at Berkeley warrant closer attention. Riley composed his String Quartet in 1960 and the String Trio the following year. These two works are virtually unknown today, but they exhibit some interesting minimalist tendencies and indeed foreshadow some of Riley’s later developments. -
Music Genre Classification
Music Genre Classification Michael Haggblade Yang Hong Kenny Kao 1 Introduction Music classification is an interesting problem with many applications, from Drinkify (a program that generates cocktails to match the music) to Pandora to dynamically generating images that comple- ment the music. However, music genre classification has been a challenging task in the field of music information retrieval (MIR). Music genres are hard to systematically and consistently describe due to their inherent subjective nature. In this paper, we investigate various machine learning algorithms, including k-nearest neighbor (k- NN), k-means, multi-class SVM, and neural networks to classify the following four genres: clas- sical, jazz, metal, and pop. We relied purely on Mel Frequency Cepstral Coefficients (MFCC) to characterize our data as recommended by previous work in this field [5]. We then applied the ma- chine learning algorithms using the MFCCs as our features. Lastly, we explored an interesting extension by mapping images to music genres. We matched the song genres with clusters of images by using the Fourier-Mellin 2D transform to extract features and clustered the images with k-means. 2 Our Approach 2.1 Data Retrieval Process Marsyas (Music Analysis, Retrieval, and Synthesis for Audio Signals) is an open source software framework for audio processing with specific emphasis on Music Information Retrieval Applica- tions. Its website also provides access to a database, GTZAN Genre Collection, of 1000 audio tracks each 30 seconds long. There are 10 genres represented, each containing 100 tracks. All the tracks are 22050Hz Mono 16-bit audio files in .au format [2]. -
The Philip Glass Ensemble in Downtown New York, 1966-1976 David Allen Chapman Washington University in St
Washington University in St. Louis Washington University Open Scholarship All Theses and Dissertations (ETDs) Spring 4-27-2013 Collaboration, Presence, and Community: The Philip Glass Ensemble in Downtown New York, 1966-1976 David Allen Chapman Washington University in St. Louis Follow this and additional works at: https://openscholarship.wustl.edu/etd Part of the Music Commons Recommended Citation Chapman, David Allen, "Collaboration, Presence, and Community: The hiP lip Glass Ensemble in Downtown New York, 1966-1976" (2013). All Theses and Dissertations (ETDs). 1098. https://openscholarship.wustl.edu/etd/1098 This Dissertation is brought to you for free and open access by Washington University Open Scholarship. It has been accepted for inclusion in All Theses and Dissertations (ETDs) by an authorized administrator of Washington University Open Scholarship. For more information, please contact [email protected]. WASHINGTON UNIVERSITY IN ST. LOUIS Department of Music Dissertation Examination Committee: Peter Schmelz, Chair Patrick Burke Pannill Camp Mary-Jean Cowell Craig Monson Paul Steinbeck Collaboration, Presence, and Community: The Philip Glass Ensemble in Downtown New York, 1966–1976 by David Allen Chapman, Jr. A dissertation presented to the Graduate School of Arts and Sciences of Washington University in partial fulfillment of the requirements for the degree of Doctor of Philosophy May 2013 St. Louis, Missouri © Copyright 2013 by David Allen Chapman, Jr. All rights reserved. CONTENTS LIST OF FIGURES .................................................................................................................... -
City Research Online
View metadata, citation and similar papers at core.ac.uk brought to you by CORE provided by City Research Online City Research Online City, University of London Institutional Repository Citation: Pace, I. ORCID: 0000-0002-0047-9379 (2019). The Historiography of Minimal Music and the Challenge of Andriessen to Narratives of American Exceptionalism (1). In: Dodd, R. (Ed.), Writing to Louis Andriessen: Commentaries on life in music. (pp. 83-101). Eindhoven, the Netherlands: Lecturis. ISBN 9789462263079 This is the published version of the paper. This version of the publication may differ from the final published version. Permanent repository link: http://openaccess.city.ac.uk/22291/ Link to published version: Copyright and reuse: City Research Online aims to make research outputs of City, University of London available to a wider audience. Copyright and Moral Rights remain with the author(s) and/or copyright holders. URLs from City Research Online may be freely distributed and linked to. City Research Online: http://openaccess.city.ac.uk/ [email protected] The Historiography of Minimal Music and the Challenge of Andriessen to Narratives of American Exceptionalism (1) Ian Pace Introduction Assumptions of over-arching unity amongst composers and compositions solely on the basis of common nationality/region are extremely problematic in the modern era, with great facility of travel and communications. Arguments can be made on the bases of shared cultural experiences, including language and education, but these need to be tested rather than simply assumed. Yet there is an extensive tradition in particular of histories of music from the United States which assume such music constitutes a body of work separable from other concurrent music, or at least will benefit from such isolation, because of its supposed unique properties. -
California State University, Northridge Where's The
CALIFORNIA STATE UNIVERSITY, NORTHRIDGE WHERE’S THE ROCK? AN EXAMINATION OF ROCK MUSIC’S LONG-TERM SUCCESS THROUGH THE GEOGRAPHY OF ITS ARTISTS’ ORIGINS AND ITS STATUS IN THE MUSIC INDUSTRY A thesis submitted in partial fulfilment of the requirements for the Degree of Master of Arts in Geography, Geographic Information Science By Mark T. Ulmer May 2015 The thesis of Mark Ulmer is approved: __________________________________________ __________________ Dr. James Craine Date __________________________________________ __________________ Dr. Ronald Davidson Date __________________________________________ __________________ Dr. Steven Graves, Chair Date California State University, Northridge ii Acknowledgements I would like to thank my committee members and all of my professors at California State University, Northridge, for helping me to broaden my geographic horizons. Dr. Boroushaki, Dr. Cox, Dr. Craine, Dr. Davidson, Dr. Graves, Dr. Jackiewicz, Dr. Maas, Dr. Sun, and David Deis, thank you! iii TABLE OF CONTENTS Signature Page .................................................................................................................... ii Acknowledgements ............................................................................................................ iii LIST OF FIGURES AND TABLES.................................................................................. vi ABSTRACT ..................................................................................................................... viii Chapter 1 – Introduction .................................................................................................... -
MAXIMIZING the AUDIENCE Originally Published in the Book That
MAXIMIZING THE AUDIENCE Originally published in the book that came with the vinyl boxed edition of Soft Verdict's Maximizing The Audience TWI 485 Contemporary music seldom evokes philosophical reflections upon the Arts, yet the exquisiteness of the music of Wim Mertens demands it. Mertens' music has its roots in American Minimal Music, a tradition which holds that composition can be achieved through the use of the fewest possible musical devices. Despite belonging to this tradition, Mertens' music is distinguishable from that of Reich and Glass, who are comparatively much more concerned with conceptual, System and Process music. These forms of musical conception may truly be described as objectified musical forms. As such they form an autonomous normative system which governs not only each individual composition but also the developmental trend of the composer. So we find that unilinear musical composition was produced over the years. But this is not to say that the multiplicity of musical compositions was simply an indistinguishable whole. On the contrary, many a composition contained its own distinctive features and defined meaning peculiar to itself. Precisely because both compositional technique and musical form were subjected to a closed autonomous normative system, repetition effectively became the dominant technique. It was almost an art in itself. To the extent that the Minimalists virtually transformed repetition into an art they managed magnificently to retain and promote their activity. So it was with those who adopted the minimal principles but refused to be governed by its rigid normative system. It is particularly inept therefore to suggest without due regard for differentiation, as does John Gill, that Philip Glass is the undisputed godfather of all variations in minimal music. -
Ethnomusicology a Very Short Introduction
ETHNOMUSICOLOGY A VERY SHORT INTRODUCTION Thimoty Rice Sumário Chapter 1 – Defining ethnomusicology...........................................................................................4 Ethnos..........................................................................................................................................5 Mousikē.......................................................................................................................................5 Logos...........................................................................................................................................7 Chapter 2 A bit of history.................................................................................................................9 Ancient and medieval precursors................................................................................................9 Exploration and enlightenment.................................................................................................10 Nationalism, musical folklore, and ethnology..........................................................................10 Early ethnomusicology.............................................................................................................13 “Mature” ethnomusicology.......................................................................................................15 Chapter 3........................................................................................................................................17 Conducting -
Fabian Holt. 2007. Genre in Popular Music. Chicago and London: University of Chicago Press
Fabian Holt. 2007. Genre in Popular Music. Chicago and London: University of Chicago Press. Reviewed by Elizabeth K. Keenan The concept of genre has often presented difficulties for popular music studies. Although discussions of genres and their boundaries frequently emerge from the ethnographic study of popular music, these studies often fail to theorize the category of genre itself, instead focusing on elements of style that demarcate a localized version of a particular genre. In contrast, studies focusing on genre itself often take a top-down, Adorno-inspired, culture-industry perspective, locating the concept within the marketing machinations of the major-label music industry. Both approaches have their limits, leaving open numerous questions about how genres form and change over time; how people employ the concept of genre in their musical practices-whether listening, purchasing, or performing; and how culture shapes our construction of genre categories. In Genre in Popular Music, Fabian Holt deftly integrates his theoretical model of genre into a series of ethnographic and historical case studies from both the center and the boundaries of popular music in the United States. These individual case studies, from reactions to Elvis Presley in Nashville to a portrait of the lesser known Chicago jazz and rock musician Jeff Parker, enable Holt to develop a multifaceted theory of genre that takes into consideration how discourse and practice, local experience and translocal circulation, and industry and individuals all shape popular music genres in the United States. This book is a much needed addition to studies of genre, as well as a welcome invitation to explore more fully the possibilities for doing ethnography in American popular music studies. -
Genre Classification Via Album Cover
Genre Classification via Album Cover Jonathan Li Di Sun Department of Computer Science Department of Computer Science Stanford University Stanford University [email protected] [email protected] Tongxin Cai Department of Civil and Environmental Engineering Stanford University [email protected] Abstract Music information retrieval techniques are being used in recommender systems and automatically categorize music. Research in music information retrieval often focuses on textual or audio features for genre classification. This paper takes a direct look at the ability of album cover artwork to predict album genre and expands upon previous work in this area. We use transfer learning with VGG-16 to improve classifier performance. Our work results in an increase in our topline metrics, area under the precision recall curve, of 80%: going from 0.315 to 0.5671, and precision and recall increasing from 0.694 and 0.253 respectively to 0.7336 and 0.3812 respectively. 1 Introduction Genre provides information and topic classification in music. Additionally, the vast majority of music is written collaboratively and with several influences, which leads to multi-label (multi-genres) albums, i.e., a song and its album cover may belong to more than one genre. Music genre classification, firstly introduced by Tzanetakis et al [18] in 2002 as a pattern recognition task, is one of the many branches of Music Information Retrieval (MIR). From here, other tasks on musical data, such as music generation, recommendation systems, instrument recognition and so on, can be performed. Nowadays, companies use music genre classification, either to offer recommendations to their users (such as iTunes, Spotify) or simply as a product (for example Shazam). -
Genre, Form, and Medium of Performance Terms in Music Cataloging
Genre, Form, and Medium of Performance Terms in Music Cataloging Ann Shaffer, University of Oregon [email protected] OLA 2015 Pre-Conference What We’ll Cover • New music vocabularies for LC Genre & Form and LC Medium of Performance Terms • Why were they developed? • How to use them in cataloging? • What does it all mean? Genre, Form, & MoP in LCSH Music Terms When describing music materials, LCSH have often blurred the distinction between: • Subject what the work is about • Genre what the work is • Form the purpose or format of the work • Medium of performance what performing forces the work requires Genre, Form, & MoP in LCSH Music Terms Book Music Score • LCSH describe what • LCSH describe what the musical work is: subject the book is Symphonies about: Operas Symphony Bluegrass music Opera Waltzes Bluegrass music • LCSH also describe what the format is: Rap (music) $v Scores and parts $v Vocal scores $v Fake books Waltz • And what the medium of performance is: Sonatas (Cello and piano) Banjo with instrumental ensemble String quartets Genre, Form, & MoP in LCSH Music Terms Audio Recording • LCSH describes what the musical work is: Popular music Folk music Flamenco music Concertos • And what the medium of performance is: Songs (High voice) with guitar Jazz ensembles Choruses (Mens’ voices, 4 parts) with piano Concertos (Tuba with string orchestra) Why Is This Problematic? • Machines can’t distinguish between topic, form, genre, and medium of performance in the LCSH • All coded in same field (650) • Elements of headings & subdivisions