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Pitch-Class Sets

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lightbulbAbout this topic
Pitch-class sets are collections of pitches that are considered equivalent regardless of octave, forming the basis for analyzing and organizing musical structures in atonal and post-tonal music. They are used to study relationships between pitches and their transformations, facilitating the exploration of harmonic and melodic concepts in contemporary music theory.
lightbulbAbout this topic
Pitch-class sets are collections of pitches that are considered equivalent regardless of octave, forming the basis for analyzing and organizing musical structures in atonal and post-tonal music. They are used to study relationships between pitches and their transformations, facilitating the exploration of harmonic and melodic concepts in contemporary music theory.

Key research themes

1. How does pitch perception interact with language-specific features such as lexical tones and language experience?

This theme investigates the relationship between general pitch perception abilities and the specific demands of processing lexical tones in tonal languages. It explores how native language background, particularly tone versus non-tone language experience, influences the categorical perception of pitch contours and auditory discrimination abilities across developmental stages and adulthood.

Key finding: This study demonstrated that Dutch infants at 12 months successfully discriminated both Chinese lexical tones and musical pitch contours, whereas 4-month-olds did not, suggesting that lexical tone perception is closely tied... Read more
Key finding: Evidence showed that native Mandarin speakers, in contrast to non-tonal language Kannada speakers, exhibit categorical perception of pitch contours particularly when the pitch carries linguistic meaning. This highlights how... Read more
Key finding: This research identified pitch-specific perceptual measures as central components of aptitude for learning lexical tones in a second language, beyond general musicality or cognitive ability. Native English speakers’ pitch... Read more

2. What are the perceptual and cognitive characteristics of absolute pitch (AP) and how do individual differences and contextual factors influence AP abilities?

This theme examines absolute pitch as a complex ability interacting with genetic, developmental, and experiential factors, investigating its manifestation, constraints, and variability across individuals. It addresses AP in terms of psychometric measurement, perceptual stability across acoustic contexts, and subjective experiences of AP possessors.

Key finding: Through semi-structured interviews with 30 AP musicians, the study revealed nuanced personal experiences highlighting AP’s cross-modal associations, strength and limitations (e.g., timbre and pitch range constraints), and... Read more
Key finding: Experiments showed that AP possessors’ note identification is contextually tuned: when acoustic features irrelevant to pitch chroma (instrument timbre, amplitude, octave) varied within sequences, AP accuracy and speed... Read more
Key finding: By adopting latent variable modeling on a large sample of music students, this study challenged the dichotomous classification of AP, proposing a continuous latent trait reflecting pitch perception abilities rather than... Read more
Key finding: This large-scale online assessment corroborated a continuous distribution of pitch-labeling ability among musicians rather than discrete AP possession categories. Tonal language experience and early musical training onset... Read more
Key finding: Listeners (including non-AP possessors) detected pitch shifts in familiar melodies even when presented in novel timbres and octaves, indicating latent absolute pitch memory generalized beyond acoustic specifics. This supports... Read more

3. How can mathematical models and computational tools represent pitch-class sets, tonal spaces, and pitch organization for diverse musical systems?

This theme involves methodological advances in formalizing pitch-class structures, tone scales, and voice-leading using mathematical frameworks such as discrete Fourier transforms, graph theory, and computational analysis. It addresses challenges in representing tonal and atonal pitch organization, including cross-cultural and non-Western music, enabling precise analysis and broadening music-theoretical applications.

Key finding: Using discrete Fourier transform (DFT) on large tonal corpora, this study isolated salient pitch-class distribution features such as diatonicity and triadicity and revealed historical trends like decreased diatonicity over... Read more
Key finding: This work introduced a 12-dimensional tonal interval space computed via weighted discrete Fourier transform of normalized chroma vectors, portraying multi-level tonal relationships among pitch, chords, and regions. The model... Read more
Key finding: The Tarsos software platform offers automated, fine-grained pitch extraction and scale analysis across diverse musical traditions, particularly non-Western music lacking fixed octave equivalence. Utilizing 1200-cent... Read more
Key finding: By mathematically formalizing generalized Tonnetze as triangulations of n-dimensional tori derived from discrete Fourier transform phases, this study connected pitch-class sets to Fourier phase spaces. It established that all... Read more
Key finding: This research develops a comprehensive theory of parsimonious voice leading transformations preserving pitch-class set invariance with prime form, incorporating voice-leading typologies (retention, interval increase/decrease)... Read more

All papers in Pitch-Class Sets

The described method yields ten heptatonic scales with an augmented fifth and ten pentatonic scales with a diminished fifth. But there are other scales that have an augmented or diminished fifth. So this feature is not the determining... more
This paper explores parsimonious voice leading transformations within pitch-class sets, from the perspective of three distinct voice leading states: static retention, increasing intervals, and decreasing intervals, all under the condition... more
In this paper we address the problem of designing an algorithm that, when given a representation of a passage of music as input, discovers all and only instances of perceptually significant repetition in the passage. The algorithm must be... more
This study examines one of the most important composer of the 20th century, György Sándor Ligeti and his work Musica Ricercata. In structural terms, this work, which is written in Hungary, is the first and only in the musical repertoire.... more
Chord recognition task is to split up a piece of music into segments and assign each of them a chord label according to the analysis of the harmonic content. Making the chord recognition task process audio recordings automatically will be... more
In this preliminary work, we seek to present a brief historical review of the use of partitions in music, to provide a concise introduction to the theory of partitions, and lastly, through an extensive bibliographic revision and a... more
In this paper, we introduce a novel collection of educational material for teaching and learning fundamentals of music processing (FMP) with a particular focus on the audio domain. This collection, referred to as FMP notebooks, discusses... more
Pitch Class Profiles (PCP) [Fujishima 1999] are largely used for all applications involving harmonic content. Although the main steps of the PCP calculation are generally equal over all the scientific literature, some implementation... more
Nello spazio temperato dodecafonico, basato sulla divisione dell'ottava in dodici parti uguali, alcune collezioni di note possono trasporsi un numero di volte inferiore a 12, prima di riprodursi identiche. Queste collezioni sono legate ai... more
Some tendencies in post-tonal music are regarded as very “cerebral” or “cryptic”, and are often misunderstood, when not rejected, by the uninitiated public and even by some professional musicians. As an effort to overcome my resistance to... more
A partir de la segunda mitad del siglo XX se verificó un cambio imprevisto en la metodología de las ciencias no físicas, revolucionando el modo tradicional de investigación en esos dominios al realzar el valor de las teorías formuladas... more
This paper speculates on the potential of a limited set of interacting particles to produce interesting temporal structures in a two dimensional world. Particles exchange information locally though global complex behavior emerges... more
The Composers Toolbox is a Macintosh Common Lisp-based environment designed to facilitate ease of data manipulation during the precompositional sketching process. The package provides a series of tools, many with graphic interfaces, which... more
This paper describes a simple and efficient template-based chord recognition algorithm and its statistical evaluation. A Pitch Class Profile calculation is introduced, based on a STFT, peak extraction and a two-octave frequency range... more
Course Description: The purpose of this class is to present students with a general overview of the repertoire of the 20th-century as well as several different approaches for the analysis of these works. Additionally, this class strives... more
The Composers Toolbox is a Macintosh Common Lisp-based environment designed to facilitate ease of data manipulation during the precompositional sketching process. The package provides a series of tools, many with graphic interfaces, which... more
Advances in chord recognition research using machine learning are hampered by two factors: the scarcity of annotated training data, and the limited complexity of the features and models used. Both problems are intertwined, as with few... more
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