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Researcher creating a publication at Music and Audio Research Laboratory

Publications

The following is a list of all publications by MARL researches while at MARL. For a full publication list for a particular author, please visit the author's personal webpage.

2020

A new approach to creating and deploying audio description for live theater 

Vander Wilt, D. & Farbood, M. M. (2020). Personal and Ubiquitous Computing, 1-11. Available on line May 2020.

A Review of Auditory Contribution to Postural Control in Adults

Lubetzky, A., Gospodarek, M., Arie, L., Kelly, J., Roginska, A., and Cosetti C
March 2020JAMA Otolaryngology - Head and Neck Surgery

Analysis and training of human sound localization behavior with VR application

Wu, Y., Roginska, A. 2019 AES International Conference on Immersive and Interactive Audio

Scratch music projects

Brown, A.R.,  and Ruthmann,  S.A.; Oxford University Press, 2020

Few-Shot Sound Event Detection

Y. Wang, J. Salamon, N.J. Bryan and J.P. Bello, In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain, May 2020.

Chirping up the Right Tree: Incorporating Biological Taxonomies into Deep Bioacoustic Classifiers

J. Cramer, V. Lostanlen, A. Farnsworth, J. Salamon, J.P. Bello In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain, May 2020.

Learning the helix topology of musical pitch

Lostanlen, V., Sridar, S., McFee, B., Farnsworth, A., and Bello, J.P.
International conference on acoustics, speech and signal processing (ICASSP).
2020

One or Two Frequencies? The Scattering Transform Answers.

Vincent Lostanlen, Alice Cohen-Hadria, Juan Pablo Bello. Proceedings of the European Signal Processing Conference (EUSIPCO). 2020

2019

Live audio description (AD): Syncing pre-recorded AD tracks to a live musical theater performance

Vander Wilt, D. & Farbood, M. M. (2019). In Proceedings of the 21st International ACM SIGACCESS Conference on Computers and Accessibility (ASSETS ’19). Pittsburgh, PA.

Method and system for aligning audio description to a live musical theater performance

Vander Wilt, D. & Farbood, M. M. (2019). In M. Aramaki, O. Derrien, R. Kronland-Martinet, & S. Ystad (Eds.), (pp. 103-111). Proceedings of the 14th International Symposium on Computer Music Multidisciplinary Research (CMMR). Marseille, France. 

Automating audio description for live theater: Using reference recordings to trigger descriptive tracks in real time

Vander Wilt, D. & Farbood, M. M. (2019). In Proceedings of ACM Audio Mostly (AM ’19). Nottingham, UK. 

Making music in Scratch: High floors, low ceilings, and narrow walls?

Payne, W., and Ruthmann, S. A., Journal of Interactive Technology and Pedagogy, 2019

Improving structure evaluation through automatic hierarchy expansion

McFee, B. and Kinnaird, K.; International society for music information retrieval (ISMIR) conference. 2019

Voice anonymization in urban sound recordings

Cohen-Hadria, A., Cartwright, M., McFee, B., and Bello, J.P.; International workshop on machine learning for signal processing (MLSP). 2019

Enhanced hierarchical music structure annotations via feature level similarity fusion

Tralie, C.J. and McFee, B. International conference on acoustics, speech and signal processing (ICASSP). 2019

A music structure informed downbeat tracking system using skip-chain conditional random fields and deep learning

Fuentes, M., McFee, B., Crayencour, H., Essid, S., and Bello, J.P. International conference on acoustics, speech and signal processing (ICASSP). 2019

Open source practices for music signal processing research

McFee, B., Kim, J.W., Cartwright, M., Salamon, J., Bittner, R.M., and Bello, J.P.
IEEE Signal Processing Magazine 2019

Matching Human Vocal Imitations to Birdsong: An Exploratory Analysis

K. Oudyk, Y.-H. Wu, V. Lostanlen, J. Salamon, A. Farnsworth and J.P. Bello. 2nd Int. Workshop on Vocal Interactivity in-and-between Humans, Animals and Robots (VIHAR), London, UK, Aug. 2019.

Look, Listen and Learn More: Design Choices for Deep Audio Embeddings.

J. Cramer, H.-H. Wu, J. Salamon, and J. P. Bello. IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP), pages 3852–3856, Brighton, UK, May 2019.

Active Learning for Efficient Audio Annotation and Classification with a Large Amount of Unlabeled Data

Wang, Y., Mendez, A.E.M., Cartwright, M., Bello, J.P. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019.

Machine-Crowd-Expert Model for Increasing User Engagement and Annotation Quality

Mendez, A.E.M., Cartwright, M., Bello, J.P. In Proceedings of ACM CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA), 2019.

Crowdsourcing Multi-label Audio Annotation Tasks with Citizen Scientists

Cartwright, M., Dove, G., Mendez, A.E.M., Bello, J.P., Nov, O. In Proceedings of ACM Conference on Human Factors in Computing Systems (CHI), 2019.

EdgeL3: Compressing L3-Net for Mote Scale Urban Noise Monitoring

Kumari, S., Roy, D., Cartwright, M., Bello, J.P., Arora, A. In Proceedings of the Workshop on Parallel AI and Systems for the Edge (PAISE), 2019.

Long-distance Detection of Bioacoustic Events with Per-channel Energy Normalization

Vincent Lostanlen, Kaitlin Palmer, Elly Knight, Christopher Clark, Holger Klinck, Andrew Farnsworth, Tina Wong, Jason Cramer, Juan Pablo Bello. 3rd International Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE). 25--26 October 2019, New York, NY, USA. DOI: 0.33682/ts6e-sn53

Tracking Beats and Microtiming in Afro-Latin American Music Using Conditional Random Fields and Deep Learning

Magdalena Fuentes, Lucas S Maia, Martín Rocamora, Luiz WP Biscainho, Hélene C Crayencour, Slim Essid, Juan P Bello. In Proceedings of the International Society for Music Information Retrieval (ISMIR) Conference. October 2019, Delft, The Netherlands.

Neural music synthesis for flexible timbre control

JW Kim, R Bittner, A Kumar, JP Bello. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019.

Adversarial learning for improved onsets and frames music transcription

JW Kim and JP Bello. In Proceedings of the International Society for Music Information Retrieval (ISMIR) Conference. October 2019, Delft, The Netherlands.

HMDiR: an HRTF dataset measured on a mannequin wearing XR devices

Andrea Genovese and Agnieszka Roginska
AES Immersive and Interactive Audio Conference, York, March 2019

CityTones: a Repository of Crowdsourced Annotated Soundfield Soundscapes

Agnieszka Roginska, Hyunkook Lee, Ana Elisa Mendez Mendez and Scott Murakami
AES 146th Convention, Dublin, March 2019

 

2018

The mutability of pitch memory in a tonal context

Farbood, M. M. & Mavromatis, P. (2018). Psychomusicology, 28(1), 1-16.

Musical training and the perception of phonetic detail in a shadowing task

Tsang, G. J. Y., Dana, E. L., Farbood, M. M., & Levi, S. V. (2018). Journal of the Acoustical Society of America, 143(3), 1922

Technology in the lives and schools of adolescents

Ruthmann. S.A., and Dillon, S.C. Music Learning and Teaching in Infancy, Childhood, and Adolescence: An Oxford Handbook of Music Education, Volume 2. Oxford University Press. 

Music learning and new media in virtual and online environments

Ruthmann. S.A., and Hebert, D. Creativities, Technologies, and Media in Music Learning and Teaching: An Oxford Handbook of Music Education, Volume 5. Oxford University Press. 

OpenMIC-2018: An open dataset for multiple instrument recognition

Humphrey, E., Durand, S., and McFee, B. 19th International Society for Music Information Retrieval (ISMIR) conference

Oxford Handbook of Technology and Music Education

Ruthmann. S.A., and Mantie, R.A. Oxford University Press.

Content-based Methods for Knowledge Discovery in Music (draft)

Bello, J.P., Grosche, P., Müller, M., and Weiss, R.J. (2018). In: Bader R. (eds) Springer Handbook of Systematic Musicology, pages 823-840. Springer Handbooks. Springer, Berlin, Heidelberg.

Sound Analysis in Smart Cities

Bello, J.P., Mydlarz, C. and Salamon, J. (2018), In T. Virtanen, M. D. Plumbley, and D. P. W. Ellis (eds.), Computational Analysis of Sound Scenes and Events, pages 373–397. Springer International Publishing.

Adaptive pooling operators for weakly labeled sound event detection

McFee, B., Salamon, J. and Bello, J.P. (2018), IEEE/ACM Transactions on Audio, Speech and Language Processing, 26(11): 2180–2193, Nov.

GuitarSet: A Dataset for Guitar Transcription

Xi, Q., Bittner, R., Pauwels, J., Ye, X., and Bello, J.P. (2018). Proceedings of the 19th International Society for Music Information Retrieval (ISMIR) conference. Paris, France, September.

Analysis of common design choices in deep learning systems for downbeat tracking

Fuentes, M., McFee, B., Crayencour, H., Essid, S., and Bello, J.P. (2018). . Proceedings of the 19th International Society for Music Information Retrieval (ISMIR) conference. Paris, France, September.

Increasing Drum Transcription Vocabulary Using Data Synthesis

Cartwright, M., Bello, J.P. (2018) In Proceedings of the International Conference on Digital Audio Effects (DAFx). Aveiro, Portugal, September.

CREPE: A Convolutional Representation for Pitch Estimation

J. W. Kim, J. Salamon, P. Li, and J. P. Bello. (2018) IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-18). Calgary, Canada. April.

Investigating the Effect of Sound-Event Loudness on Crowdsourced Audio Annotations

M. Cartwright, J. Salamon, A. Seals, O. Nov, and J. P. Bello (2018) . IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-18). Calgary, Canada. April.

Birdvox-Full-Night: A Dataset and Benchmark for Avian Flight Call Detection

V. Lostanlen, J. Salamon, A. Farnsworth, S. Kelling, and J. P. Bello (2018) IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-18). Calgary, Canada. April.

Per-Channel Energy Normalization: Why and how

V. Lostanlen, J. Salamon, M. Cartwright, B. McFee, A. Farnsworth, S. Kelling, and J. P. Bello. IEEE Signal Processing Letters, Nov. 2018.

SONYC: A System for the Monitoring, Analysis and Mitigation of Urban Noise Pollution

J. P. Bello, C. Silva, O. Nov, R. L. DuBios, A. Arora, J. Salamon, C. Mydlarz, H. Doraiswamy
Communications of the ACM (CACM), 2018.

Acoustic perturbations in HRTFs measured on Mixed Reality Headsets

Genovese A., Zalles G., Reardon G., Roginska A.
AES AVAR, Redmond, August 2018

Evaluation of Binaural Renderers: Multidimensional Sound Quality Assessment

Reardon G., Genovese A., Zalles G., Flanagan P., Roginska A. 
AES AVAR, Redmond, August 2018

Time Lattice: A Data Structure for the Interactive Visual Analysis of Large Time Series

F. Miranda, M. Lage, H. Doraiswamy, C. Mydlarz, J. Salamon, Y. Lockerman, J. Freire, C. Silva
Computer Graphics Forum (EuroVis '18), 37(3), 2018, 13-22

Acoustics of Virtually Coupled Performance Spaces

Boren B., Genovese A.
ICAD 2018, Michigan Tech, June 2018

Evaluation of Binaural Renderers: Localization

Reardon G., Genovese A., Zalles G., Flanagan P., and Roginska A.
AES 144th Convention, Milan, May 2018

Evaluation of Binaural Renderers: Externalization, Front/Back and Up/Down Confusions

Reardon G., Zalles G, Genovese A., Flanagan P., and Roginska A.
AES 144th Convention, Milan, May 2018

Activity Analysis and Coordination in Continuous Responses to Music

Upham F., McAdams S.
Music Perception: An Interdisciplinary Journal, Jan 2018

2017

The contribution of timbre attributes to musical tension

Farbood, M. M. & Price, K. (2017). Journal of the Acoustical Society of America, 141(1), 419-427. 

Routledge Companion to Music, Technolgy and Education

King, A., Himonides, E., and Ruthmann. S.A. Routledge.

Exploring new media musically and creatively

Ruthmann. S.A. Teaching music creatively (2nd Edition). Routledge.

Bubble cooperative networks for identifying important speech cues

Trinh, V.A., McFee, B., and Mandel, M. InterSpeech

Structured training for large-vocabulary chord recognition

McFee, B. and Bello, J.P. 18th International Society for Music Information Retrieval (ISMIR) conference. slides | code | bib | pdf

Evaluating Hierarchical Structure in Music Annotations

McFee, B., Nieto, O., Farbood, M., and Bello, J.P. (2017) Frontiers in Psychology, 8:1337. August.

Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification

Salamon, J., and Bello, J.P. IEEE Signal Processing Letters, 24(3): 279 -283. March, 2017.

The Implementation of Low-cost Urban Acoustic Monitoring Devices

Mydlarz, C., Salamon, J., and Bello, J.P. Applied Acoustics, Special Issue on Acoustics for Smart Cities, Volume 117, Part B: 207-218. February, 2017.

Robust Downbeat Tracking Using an Ensemble of Convolutional Networks

Durand, S., Bello, J.P., David, B. and Richard, G. IEEE/ACM Transactions on Audio, Speech, and Language Processing, 25(1): 72-85. January, 2017.

Deep Salience Representations for f0 Estimation in Polyphonic Music

R. M. Bittner, B. McFee, J. Salamon, P. Li, and J. P. Bello. (2017) Proceedings of the 18th International Society for Music Information Retrieval Conference (ISMIR). Suzhou, China, October.

An Analysis/Synthesis Framework for Automatic F0 Annotation of Multitrack Datasets

J. Salamon, R. Bittner, J. Bonada, J.J. Bosch, E. Gomez, and J.P. Bello (2017) Proceedings of the 18th International Society for Music Information Retrieval Conference (ISMIR). Suzhou, China, October.

Scaper: A Library for Soundscape Synthesis and Augmentation

J. Salamon, D. MacConnell, M. Cartwright, P. Li, and J. P. Bello. (2017) Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA). New Paltz, NY, USA, October.

Noise Monitoring and Enforcement in New York City using a Remote Acoustic Sensor Network

C. Mydlarz, C. Shamoon, and J.P. Bello (2017) Proceedings of the 46th International Congress and Exposition on Noise Control Engineering (Inter-noise). Hong Kong, China, August.

Pitch Contours as a Mid-Level Representation for Music Informatics

Bittner, R., Salamon, J., Bosch, J.J. and Bello, J.P. (2017) AES International Conference on Semantic Audio. Erlangen, Germany. June.

High-Performance Music and Audio Processing using the Julia Language

Kim, J.W., Russell, S. and Bello, J.P. (2017) AES International Conference on Semantic Audio. Erlangen, Germany. June.

Pitch Contour Tracking in Music using Harmonic Locked Loops

Bittner, R., Wang, A., and Bello, J.P. (2017) IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-17). New Orleans, USA. March.

Fusing Shallow and Deep Learning for Bioacoustic Bird Species Classification

Salamon, J., Bello, J.P., Farnsworth, and Kelling, S. (2017)  IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-17). New Orleans, US. March.

Toward the Characterization of Singing Styles in World Music

Panteli, M., Bittner, R., Bello, J.P., and Dixon, S. (2017)  IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-17). New Orleans, US. March.

A Low-Cost, High-Quality MEMS Ambisonic Microphone

Zalles G., Kamel Y., Anderson I., Lee M., Neil C., Henry M., Cappiello S., Mydlarz C., Baglione M., Roginska A.
143rd AES Convention, New York, Oct 2017

Early Reflection remapping in synthetic room impulse responses: Theoretical Foundation

Reardon G., Roginska A.
143rd AES Convention, New York, Oct 2017

Seeing sound: Investigating the effects of visualizations and complexity on crowdsourced audio annotations

M. Cartwright, A. Seals, J. Salamon, A. Williams, S. Mikloska, D. MacConnell, E. Law, J. Bello, and O. Nov.
Proceedings of the ACM on Human-Computer Interaction, 1(2), 2017.

Evaluation of Binaural Renderers: A Methodology

Reardon G., Calle JS., Genovese A., Zalles G., Olko M., Jerez C., Flanagan P., Roginska A.
143rd AES Convention, New York, Oct 2017

Identification of perceived sound quality attributes of 360° audiovisual recordings in VR using a Free Verbalization Method

Olko M., Dembeck D., Wu Y., Genovese A., Roginska A.
143rd AES Convention, New York, Oct 2017

2016

Memory of a tonal center after modulation

Farbood, M. M. (2016). Music Perception, 34(1), 71-93. [pdf]

Modeling audiovisual tension

Farbood, M. M. (2016). In Proceedings of the 14th International Conference on Music Perception and Cognition, 62-63. San Francisco, USA. [pdf]

resampy: efficient sample rate conversion in python

McFee, B.The Journal of Open Source Software

Towards the Automatic Classification of Avian Flight Calls for Bioacoustic Monitoring

Salamon, J., Bello, J.P., Farnsworth, A., Robins, M., Klinck, H., Keen, S. and Kelling, S. PLOS ONE 11(11): e0166866. doi: 10.1371/journal.pone.0166866. 2016.

Systematic Exploration of Computational Music Structure Research

Nieto, O. and Bello, J.P. Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR). New York, NY, USA. August, 2016

Feature Adapted Convolutional Neural Networks for Downbeat Tracking

Durand, S., Bello, J.P., David, B. and Richard, G. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-16). Shanghai, China. March, 2016

Practice-Led Research / Research-Led Practice Identifying the Theory and Technique of Sonic Space Ecosystems

Michael Musick
Ph.D. Thesis, New York University, New York, NY, 2016

Towards the Automatic Classification of Avian Flight Calls for Bioacoustic Monitoring

J. Salamon, J. P. Bello, A. Farnsworth, M. Robbins, S. Keen, H. Klinck and S. Kelling

Towards the Automatic Classification of Avian Flight Calls for Bioacoustic Monitoring

PLOS ONE 11(11): e0166866, 2016.

3ME - A 3D audio experience

A. Genovese, C. Craig Jr, S. Calle
Game Sound Con, Los Angeles, 09/27/2016

A Comparison of Melody Extraction Methods Based on Source-Filter Modelling

J. J. Bosch, R. M. Bittner, J. Salamon, and E. Gómez
Proc. 17th International Society for Music Information Retrieval Conference (ISMIR 2016), New York City, USA, Aug. 2016.

Automatic Musical Accompaniment Using Finite State Machines

Jonathan P. Forsyth
Ph.D. Thesis, New York University, New York, NY, 2016

The Effect of Elevation on ITD Symmetry

A. Genovese, J. Juras, C. Miller, A. Roginska
AES Headphone Technology Conference, Aalborg, August 2016

Interaural Distances in Existing HRIR Repositories

C. Miller, J. Juras, A. Genovese, A. Roginska
AES Headphone Technology Conference, Aalborg, August 2016

Ensemble: A Hybrid Human-Machine System for Generating Melody Scores From Audio

T. Tse, J. Salamon, A. Williams, H. Jiang and E. Law
Proc. 17th International Society for Music Information Retrieval Conference (ISMIR 2016), New York City, USA, Aug. 2016.

Investigation of ITD Symmetry in measured HRIRs

A. Genovese, J. Juras, C. Miller and A. Roginska
International Conference on Auditory Display, 2016

The Implementation of Low-cost Urban Acoustic Monitoring Devices

C. Mydlarz, J. Salamon and J. P. Bello
Applied Acoustics, special issue on Acoustics for Smart Cities, 2016

2015

Melody Extraction by Contour Classification

R. Bittner, J. Salamon, S. Essid, J.P. Bello
ISMIR, Malaga, Spain, October 2015

Four Timely Insights on Automatic Chord Recognition

E. Humphrey, J.P. Bello
ISMIR 2015, Malaga, Spain. October 2015

Hierarchical evaluation of segment boundary detection

B. McFee, O. Nieto, J.P. Bello
ISMIR 2015, Malaga, Spain, October 2015

A software framework for musical data augmentation

B. McFee, E. Humphrey, J.P. Bello
ISMIR 2015, Malaga, Spain, October 2015

Improving and Adapting Finite State Transducer Methods for Musical Accompaniment

J.P. Forsyth, R. Bittner, M. Musick, J. Bello
41th International Computer Music Conference (ICMC), Denton, TX, 2015

Building a Harmonically Ecosystemic Machine: Combining Sonic Ecosystems with Models of Contemporary Harmonic Language

M. Musick, J.P. Forsyth, R. Bittner
41th International Computer Music Conference (ICMC), Denton, TX, 2015

Feature Learning with Deep Scattering for Urban Sound Analysis

J. Salamon and J. P. Bello
2015 European Signal Processing Conference (EUSIPCO), Nice, France, August 2015.

librosa: Audio and Music Signal Analysis in Python

B. McFee, C. Raffel, D. Liang, D.P.W. Ellis, M. McVicar, E. Battenberg, O. Nieto
Scipy 2015, Austin, Texas, USA, July 2015

An Exploration of Deep Learning in Content-Based Music Informatics

Eric J. Humphrey
Ph.D. Thesis, New York University, New York, NY, 2015

The deep history of music project

A. Leroi, M. Mauch, P. Savage, E. Benetos, J.P. Bello, J. Siz, T. Weyde, M. Panteli
5th International Workshop on Folk Music Analysis, Paris, France, June 2015

Computer-aided melody note transcription using the Tony software: Accuracy and efficiency

M. Mauch, C. Cannam, R. Bittner, G. Fazekas, J. Salamon, J. Dai, J. P. Bello, and S. Dixon.
First International Conference on Technologies for Music Notation and Representation (TENOR), Paris, France, May 2015.

The Design and Calibration of Low Cost Urban Acoustic Sensing Devices

C. Mydlarz, C. Shamoon, M. Pimpinella and M. Baglione
In 10th European Congress and Exposition on Noise Control Engineering (EuroNoise), Maastricht, The Netherlands, May 2015.

Downbeat tracking with multiple features and deep neural networks

S. Durand, J.P. Bello, B. David, G. Richard
ICASSP, South Brisbane, QLD, April 2015

Kernel Additive Modeling for Interference Reduction in Multi-Channel Music Recordings

Thomas Praetzlich, Rachel Bittner, Antoine Liutkus, & Meinard Mueller
Kernel Additive Modeling for Interference Reduction in Multi-Channel Music Recordings
Proceedings of the 40th IEEE International Conference on Acoustics Speech and Signal Processing, Brisbane Australia, April 2015

Unsupervised Feature Learning for Urban Sound Classification

J. Salamon and J. P. Bello
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brisbane, Australia, April 2015.

Five perspectives on musical rhythm

J.P. Bello, R. Rowe, C. Guedes, G. Toussaint
Five perspectives on musical rhythm
Journal of New Music Research, 44, 1, pp 1-2, Jan. 2015

From genre classification to rhythm similarity: Computation and musicological insights

T.M. Esparza, J.P. Bello, E.J. Humphrey
Journal of New Music Research, 44, 1, pp 39-57, Jan. 2015

The Oxford Handbook of Technology and Music Education

S. Alex Ruthmann, Roger Mantie
Oxford University Press, New York, 2015

The neural processing of hierarchical structure in music and speech at different timescales

Farbood, M. M., Heeger, D., Marcus, G., Hasson, R., & Lerner, Y. (2015). Frontiers in Neuroscience, 9, Article 157. [pdf]

Decoding time for the identification of musical key.

Farbood, M. M., Rowland, J., Marcus, G., Ghitza, O., & Poeppel, D. (2015). Attention, Perception & Psychophysics, 77(1), 28-35.

Five perspectives on musical rhythm.” 

Bello, J. P., Rowe, R., Guedes, C., & Toussaint, G. (2015). Journal of New Music Research, 44(1), 1-2. [pdf]

A plan for sustainable MIR evaluation

McFee, B., Humphrey, E., and Urbano, J.

17th International Society for Music Information Retrieval (ISMIR) conference slides | code | bib | pdf

2014

A Dataset and Taxonomy for Urban Sound Research

J. Salamon, C. Jacoby and J. P. Bello
Proceedings of the 22nd ACM International Conference on Multimedia, pages 1041-1044, Orlando, USA, Nov. 2014.

MedleyDB: A Multitrack Dataset for Annotation-Intensive MIR Research

R. M. Bittner, J. Salamon, M. Tierney, M. Mauch, C. Cannam, J. P. Bello
Proceedings of the International Society for Music Information Retrieval (ISMIR), Taipei, Taiwan, 2014

JAMS: A JSON Annotated Music Specification for Reproducible MIR Research

E. J. Humphrey, J. Salamon, O. Nieto, J. Forsyth, R. Bittner, J. P. Bello
Proceedings of the International Society for Music Information Retrieval (ISMIR), Taipei, Taiwan, 2014

Timbral Hauntings: An Interactive System Re-Interpreting the Present in Echoes of the Past

M. Musick and T. H. Park
40th International Computer Music Conference (ICMC) and 11th Sound and Music Computing (SMC) conference, Athens, Greece. 2014

Examining the Analysis of Dynamical Sonic Ecosystems: in Light of a Criterion for Evaluating Theories

M. Musick
40th International Computer Music Conference (ICMC) and 11th Sound and Music Computing (SMC) conference, Athens, Greece. 2014

The Design of Urban Sound Monitoring Devices

C. Mydlarz, S. Nacach, T.H. Park, A. Roginska.
2014 Audio Engineering Society (AES) Convention 137, Los Angeles, USA, October 2014.

The Implementation of MEMS Microphones for Urban Sound Sensing

C. Mydlarz, S. Nacach, E. Rosenthal, M. Temple, T.H. Park, A. Roginska.
2014 Audio Engineering Society (AES) Convention 137, Los Angeles, USA, October 2014.

Identifying Polyphonic Musical Patterns From Audio Recordings Using Music Segmentation Techniques

O. Nieto, M. Farbood
Proceedings of the International Society for Music Information Retrieval (ISMIR), Taipei, Taiwan, 2014

Perceptual Analysis of the F-Measure to Evaluate Section Boundaries in Music

O. Nieto., M. Farbood, T. Jehan, J. P. Bello
Proceedings of the International Society for Music Information Retrieval (ISMIR), Taipei, Taiwan, 2014

Citygram One: One Year Later…

 T. H. Park, M. Musick, J. Turner, C. Mydlarz, J. H. Lee, J. You, and L. DuBois
40th International Computer Music Conference (ICMC) and 11th Sound and Music Computing (SMC) conference, Athens, Greece. 2014

Towards Soundscape Information Retrieval (SIR)

T.H. Park, J.H. Lee, J. You, M.J. Yoo, and J. Turner
40th International Computer Music Conference (ICMC) and 11th Sound and Music Computing (SMC) conference, Athens, Greece. 2014

mir_eval: A Transparent Implementation of Common MIR Metrics

C. Raffel, B. McFee, E. J. Humphrey, J. Salamon, O. Nieto, D. Liang and D. P. W. Ellis. "mir_eval: A Transparent Implementation of Common MIR Metrics", Proc. 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan, October 2014.

I Hear NY4D: Hybrid Acoustic and Augmented Auditory Display for Urban Soundscapes

B. Boren, M. Musick, J. Grossmen, and A. Roginska
Proceedings of the 20th International Conference on Auditory Display (ICAD), New York, NY, 2014

Interactive Auditory Display of Urban Spatio-Acoustics

M. Musick, J. Turner, and T. H. Park
The 20th International Conference on Auditory Display (ICAD-2014), New York, NY. 2014

Signal Processing Methods for Removing the Effects of Whole-Body Vibration Upon Speech

Rachel Bittner, Durand Begault
Proceedings of the 39th IEEE International Conference on Acoustics Speech and Signal Processing, Florence, Italy, May 2014

The Maximum Intelligible Range of the Human Voice

B. Boren
Ph.D. Thesis, New York University, New York NY, 2014

From music audio to chord tablature: Teaching deep convolutional networks to play guitar

E.J. Humphrey, J.P. Bello
From music audio to chord tablature: Teaching deep convolutional networks to play guitar
ICASSP, Florence, Italy, May 2014

Machine Listening of Music

J.P. Bello
Digital Da Vinci, pp 159-184, 2014

Evolving Synthesis Algorithms Using a Measure of Timbre Sequence Similarity

A. Glennon
Ph.D. Thesis, New York University, New York NY, 2014

Sensing Urban Soundscapes

T. H. Park, J. Turner, M. Musick, J. H. Lee, C. Jacoby, C. Mydlarz, and J. Salamon
Mining Urban Data (MUD) Workshop Proceedings of the EDBT/ICDT 2014 Joint Conference, 2014

On the relative importance of individual components of chord recognition systems

T. Cho, J.P. Bello
On the relative importance of individual components of chord recognition systems
IEEE Transactions on Audio, Speech, and Language Processing, Feb. 2014

Tonic Independent stroke transcription of the mridangam

A. Anantapadmanabhan, J.P. Bello, R. Krishnan, H. Murthy
Audio Engineering Society Conference, Jan. 2014

2013

Head-Related Transfer Function Database Matching Based on Sparse Impulse Response Measurements

A. Andreopoulou
Ph.D. Thesis, New York University, New York NY, 2013

Improved Techniques for Automatic Chord Recognition from Music Audio Signals

T. Cho
Ph.D. Thesis, New York University, New York NY, 2013

Data Driven and Discriminative Projections for Large-scale Cover Song Identification

Eric J Humphrey, Oriol Nieto, Juan P Bello
Proc. of the 14th International Society for Music Information Retrieval Conference Curitiba, Brazil,2013

I Hear NY3D: Ambisonic Capture and Reproduction of an Urban Sound Environment

B. Boren, A. Andreopoulou, M. Musick, H. Mohanraj, and A. Roginska
Proceedings of the Audio Engineering Society (AES) Convention, New York, NY, 2013

Spatially Oriented Format for Acoustics: A Data Exchange Format Representing Head-Related Transfer Functions

P. Majdak, H. Ziegelwanger, H. Wiersdorf, M. Parmentier, R. Nicol, M. Noisternig, A. Roginska, T. Carpentier
Proceedings of the 134th Audio Engineering Society Convention, Rome 2013

I Hear NY3D: an ambisonic installation reproducing NYC soundscapes

M. Musick, A. Andreopoulou, B. Boren, H. Mohanraj, and A. Roginska
Proceedings of the Audio Engineering Society (AES) Convention, New York, NY, 2013

Generating Musical Accompaniment Using Finite State Transducers

J. Forsyth, J.P. Bello
Proceedings of the International Conference on Digital Audio Effects (DAFx-13), Maynooth, Ireland, September 2013

Fortissimo: Force-Feedback for Mobile Devices

Tae Hong Park, Oriol Nieto
Proceedings of the 2013 New Instruments for Musical Expression (NIME), Daejeon, Korea 2013

Immersive Sonification for Displaying Brain Scan Data

A. Roginska, K. Friedman, H. Mohanraj, M. Ballora
Proceedings of the 6th International Conference on Health Informatics, 2013

Hand Gesture Recognition in Mobile Devices : Enhancing The Musical Experience

Oriol Nieto, Dennis Shasha
Proc. of the 10th International Symposium on Computer Music Multidisciplinary Research, Marseille, France, 2013

Even More Tactile Feedback For Mobile Devices

Tae Hong Park, Langdon Crawford, Oriol Nieto
Proc. of the 39th International Computer Music Conference Perth, Australia, 2013

Locative Sonification: Playing the World Through Citygram

T. H. Park, J. Turner, C. Jacoby, A. Marse, M. Musick, A. Kapur, and J. He
Proceedings of the 2013 International Computer Music Conference (ICMC), Perth, Australia 2013

Analisis Automatico de Senales Musicales y la Creatividad Musical

J.P. Bello, T. Cho, J. Forsyth
Ideas Sonicas, Centro Mexicano para la Musica y las Artes Sonoras 2013, 2013

Feature Learning and Deep Architectures: New Directions for Music Informatics

E. Humphrey, J.P. Bello, Y. LeCun
Journal of Intelligent Information Systems 2013, 2013

Music and Machine

Tae Hong Park
(Encyclopedia chapter)
ABC-CLIO, 2013

High Resolution Radiation Pattern Measurements of a Grand Piano: The Effect of Attack Velocity

A. Roginska, J. Mathew, J. Anderson, A.U. Case
Journal of the Acoustical Society of America 133 (5), 2013

Auditory icons, earcons, and displays: information and expression through sound

A. Roginska
Psychology of Music in Multimedia, Oxford Press, 2013

Thinking beyond curriculum and pedagogy

Hal Abeles, Cathy Benedict, Cara Bernard, Katherine Burkhalter, Elizabeth Gould, S. Alex Ruthmann, Amanda Soto
College Music Symposium 53, 2013

A Database of Repeated Head-Related Transfer Function Measurements

A. Andreopoulou, A. Roginska, H. Mohanraj
International Conference on Auditory Display (ICAD) 2013 Lodz University of Technology, Poland, July 2013

Analysis of the Spectral Variations in Repeated Head-Related Transfer Function Measurements

A. Andreopoulou, A. Roginska, H. Mohanraj
International Conference on Auditory Display (ICAD) 2013 Lodz University of Technology, Poland, July 2013

Data-driven tools for Computational Musicology

J.P. Bello, P. Grosche, M. Muller, R.J. Weiss
ACM Computers in Entertainment 2013, 2013

Sound radiation of trained vocalizers

B. Boren, A. Roginska
Journal of the Acoustical Society of America 133 (5), 2013

Electric Guitar - A Blank Canvas for Timbre and Tone

A.U. Case, A. Roginska, J. Anderson, J. Mathew
Journal of the Acoustical Society of America 133 (5), 2013

Unsupervised Clustering of Extreme Vocal Effects

Oriol Nieto
Proc. of the 10th Advances in Quantitative Laryngology conference, 2013

Exploring new media musically and creatively

S. A. Ruthmann
Teaching music creatively Routledge, London, 2013

NYU Music Technology Studio Report

Jonathan P. Forsyth, Braxton Boren, Rebecca Feynberg, Tae Hong Park
Proceedings of the International Computer Music Conference (ICMC), 2013

Convex Non-Negative Matrix Factorization For Automatic Music Structure Identification

Oriol Nieto, Tristan Jehan
Proc. of the 38th IEEE International Conference on Acoustics Speech and Signal Processing Vancouver, Canada, 2013

Archiving and Exploring Electro-Acoustic Music: A Filtered-Crowd-Sourcing Approach

Tae Hong Park
National SEAMUS Conference, St. Paul, MN 2013

2012

Rethinking Automatic Chord Recognition with Convolutional Neural Networks

E. Humphrey, J.P. Bello
Proceedings of the 11th International Conference on Machine Learning and Applications (ICMLA-12), Boca Raton, FL, USA. December. 2012

A Minimum Frame Error Criterion for Hidden Markov Model Training

K. Kim, T. Cho, J.P. Bello
Proceedings of the 11th International Conference on Machine Learning and Applications (ICMLA-12), Boca Raton, FL, USA. December. 2012

Computer Aided Estimation of the Athenian Agora Aulos Scales Based on Physical Modeling

A. Andreopoulou, A. Roginska
133rd Audio Engineering Society Convention San Francisco, CA, October 2012

Moving Beyond Feature Design: Deep Architectures and Automatic Feature Learning

E. Humphrey, J.P. Bello, Y. LeCun
Music Informatics Proceedings of the International Conference on Music Information Retrieval (ISMIR-12), Porto, Portugal. October. 2012
 

Subjective Selection of HRTF Spectral Coloration and ITD

K. McMullen, G.H. Wakefield, A. Roginska
Proceedings of the 133rd Audio Engineering Society Convention, San Francisco, October 26-29 2012

Compressing Music Recordings into Audio Summaries

O. Nieto, E. Humphrey, J.P. Bello
Proceedings of the International Conference on Music Information Retrieval (ISMIR-12), Porto, Portugal. October. 2012

Measurement and analysis of the spectral directivity of an electric guitar amplifier: vertical plane

A. Roginska, A.U. Case, J. Mathew, A. Madden, J. Anderson
Proceedings of the 133rd Audio Engineering Society Convention, San Francisco, October 26-29 2012

Analysis of noise sources in colonial Philadelphia

B. Boren, A. Roginska
Proceedings of the 41st International Congress on Noise Control Engineering, Inter-noise 2012, August 19-22, New York, NY 2012

Effect of Spatial Location and Presentation Rate on the Reaction to Auditory Displays

A. Roginska
Journal of the Audio Engineering Society 60 (7-8), 2012

Auditory detection of infrapitch signals for several spatial configurations of pink noise maskers

G.H. Wakefield, A. Roginska, T. Santoro
Proceedings of the 41st International Congress on Noise Control Engineering, Inter-noise 2012, August 19-22, New York, NY 2012

Improving Access to Digital Music through Content-based Analysis

J. P. Bello, K. Underwood
OCLC Systems & Services: International Digital Library Perspectives Journal, Special Issue on Music Information Retrieval, Part 3 28 (1), 2012

Memory of a prior key after modulation

Mary Morwaread Farbood
Proceedings of the 12th International Conference of Music Perception and Cognition 2012

How fast can music and speech be perceived? Key identification in time-compressed music with periodic insertions of silence

Mary Morwaread Farbood, O. Ghitza, J. Rowland, G. Marcus, D. Poeppel
Proceedings of the 12th International Conference of Music Perception and Cognition, 2012

Automatic Extraction of Musical Motives Based On Perceptual Grouping

Mary Morwaread Farbood, Oriol Nieto
Proceedings of the 12th International Conference of Music Perception and Cognition, Greece, 2012

A Parametric, Temporal Model of Musical Tension

Mary Morwaread Farbood
Music Perception 29 (4), 2012

Computer simulation of Benjamin Franklin's acoustic experiment on George Whitefield's oratory

B. Boren and A. Roginska
Journal of the Acoustical Society of America 132 (3), 2012

A measurement technique achieving high spatial resolution for sound sources within a performance venue

A. Case, A. Roginska, J. Anderson
Journal of the Acoustical Society of America 132 (3), 2012

Learning a robust tonnetz-space transform for automatic chord recognition

E.J. Humphrey, T. Cho, J.P. Bello
Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-12) Kyoto, Japan, May 2012

Measuring spectral directivity of an electric guitar amplifier

A. Roginska, A. U. Case, A. Madden, J. Anderson
Proceedings of the 132nd Audio Engineering Society Convention, Budapest 2012

The Effect of Tonal Context On Short-Term Memory for Pitch

Panayotis Mavromatis, Mary Morwaread Farbood
Proceedings of the 12th International Conference of Music Perception and Cognition. 2012

Citygram One: Visualizing Urban Acoustic Ecology

Tae Hong Park, Benjamin Miller, Ayush Shrestha, Sangmi Lee, Johnathan Turner, Alex Marse
Conference Book of Abstracts of the 2012 Digital Humanities Conference, Hamburg, Germany 2012

The Electro-Acoustic Music Mine (EAMM)

Tae Hong Park, Benjamin Miller, Ayush Shrestha, Johnathan Turner, Alex Marse
The Electro-Acoustic Music Mine (EAMM) Conference Book of the 2012 Electroacoustic Music Studies Network (EMS) Conference, Stockholm, Sweden 2012

2011

Non-Linear Semantic Embedding for Organizing Large Instrument Sample Libraries

E. Humphrey, A. Glennon, J.P. Bello
Proceedings of the IEEE International Conference on Machine Learning and Applications (ICMLA-11), Honolulu, HI, December 2011

Observing the Clustering Tendencies of Head Related Transfer Function Databases

A. Andreopoulou, A. Roginska, J.P. Bello
Proceedings of the 131st Audio Engineering Society Convention, Oct 20-23. New York, NY. 2011

Towards the creation of a standardized HRTF repository

A. Andreopoulou, A. Roginska
Proceedings of the 131st Audio Engineering Society Convention, Oct 20-23. New York, NY. 2011

Multichannel Impulse Response Measurement in Matlab

B. Boren, A. Roginska
Proceedings of the 131st Audio Engineering Society Convention, Oct 20-23. New York, NY. 2011

The Effects of Headphones on Listener HRTF Preference

B. Boren, A. Roginska
Proceedings of the 131st Audio Engineering Society Convention, Oct 20-23. New York, NY. 2011

A Feature Smoothing Method for Chord Recognition Using Recurrence Plots

T. Cho, J.P. Bello
Proceedings of the 12th International Society for Music Information Retrieval, (ISMIR 2011) Miami, FL., USA, oct 2011

Multi-Touch Room Expansion Controller for Real-Time Acoustic Gestures

A. Madden, P. Blumenthal, A. Andreopoulou, B. Boren, S. Hu, A. Shi
Proceedings of the 131st Audio Engineering Society Convention, New York, NY, October 2011

scikit-learn: Machine Learning in Python

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, V. Dubourg, J. Vanderplas, A. Passos, D. Cournapeau, M. Brucher, M. Perrot, E. Duchesnay
Journal of Machine Learning Research 12, October 2011

The Music Inter-Visualizer - Integrating Navigation and Visualization

A. Sprotte-Hansen, J. Orpinel, J.P. Bello
ISMIR late-breaking demos, Miami, FL, October 2011

Unsupervised Discovery of Temporal Structure in Music

R. J. Weiss, J. P. Bello
IEEE Journal of Selected Topics in Signal Processing 5(6), October 2011

Time-Variant Delay Effects Based on Recurrence Plots

T. Cho, J. Forsyth, L. Kang, J.P. Bello
Proceedings of the 14th International Conference on Digital Audio Effects (DAFx-11), Paris, France, September 2011

Towards a Computational Model of Perceived Spaciousness in Recorded Music

A. Sarroff, J. P. Bello
Journal of the Audio Engineering Society 59(7/8), 2011

Performance of Using Orientation Search during an Auditory Navigation and Search Task Using Avatar, Natural, and Static Mediations

A. Roginska, G.H. Wakefield, K. McMullen
Proceedings of the International Conference on Auditory Displays, Budapest, Hungary, June 2011
 

Evaluating Music Sequence Models Through Missing Data

T. Bertin-Mahieux, G. Grindlay, R. J. Weiss, D. P. W. Ellis
Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) Prague, Czech Republic, May 2011

Random Access Remixing on the iPad

J. Forsyth, A. Glennon, J. P. Bello
Proceedings of the New Interfaces for Musical Expression Conference (NIME-11),  Oslo, Norway, May 2011

Technical Perspective: Concerto for Violin and Markov Model

J. P. Bello, Y. LeCun, R. Rowe
Communications of the ACM 54 (3), March 2011

Measuring Structural Similarity in Music

J. P. Bello
IEEE Transactions on Speech, Audio and Language Processing 19 (7), 2011

2010

Short-Term Pitch Memory In Western vs. Other Equal Temperament Tuning Systems

Areti Andreopoulou, Mary Morwaread Farbood
Proceedings of the 7th Sound and Music Computer Conference, Barcelona, Spain 2010

Stimulus-dependent HRTF preference

A. Roginska, G. H. Wakefield, T.S. Santoro
Proceedings of the 129th Audio Engineering Society Convention, Nov 4-7. San Francisco, CA. 2010

Automated Music Emotion Recognition: A Systematic Evaluation

A. Huq, J.P. Bello, R. Rowe
Journal of New Music Research 39 (3), September 2010

Clustering Beat-Chroma Patterns in a Large Music Database

T. Bertin-Mahieux, R. J. Weiss, D. P. W. Ellis
Proceedings of the International Conference on Music Information Retrieval, Utrecht, Netherlands Aug 2010

Working Memory and the Preception of Hierarchical Tonal Structures

Mary Morwaread Farbood
Proceedings of the 11th International Conference of Music Perception and Cognition, Seattle, Washington, USA 2010

The Effect of Structure and Rate Variation on Key-Finding

Mary Morwaread Farbood, G. Marcus, P. Mavromatis, D. Poeppel
Proceedings of the 11th International Conference of Music Perception and Cognition, Seattle, Washington, USA 2010

Identifying Repeated Patterns in Music Using Sparse Convolutive Non-Negative Matrix Factorization

R. J. Weiss, J. P. Bello
Proceedings of the International Conference on Music Information Retrieval, Utrecht, Netherlands Aug 2010

Exploring common variations in state of the art chord recognition systems

T. Cho, R.J. Weiss, J.P. Bello
Proceedings of the Sound and Music Computing Conference (SMC) Barcelona, Spain, Jul 2010

User Selected HRTFs: Reduced Complexity and Improved Perception

A. Roginska, G. H. Wakefield, T.S. Santoro
Proceedings of the Undersea Human System Integration Symposium 2010, July 27-29, Providence, RI. 2010

Use of Interfaces in an Auditory Environment during a Navigation and Search Task

A. Roginska, G. H. Wakefield, T.S. Santoro
Proceedings of the Undersea Human System Integration Symposium 2010, July 27-29, Providence, RI. 2010

Human-Constrained Design of Spatial Audio Systems

G. H. Wakefield, A. Roginska, T.S. Santoro
Proceedings of the Undersea Human System Integration Symposium 2010, July 27-29, Providence, RI. 2010

Enhancement of Perceived Figure-Ground for Spatial Audio in Underwater Environments

G. H. Wakefield, A. Roginska, T.S. Santoro
Proceedings of the Undersea Human System Integration Symposium 2010, July 27-29, Providence, RI. 2010

Audio-Based Music Visualization For Music Structure Analysis

H.H. Wu, J.P. Bello
Proceedings of the Sound and Music Computing Conference (SMC-10), Barcelona, Spain, July 2010

Automatically Generating Syntactically Correct Audio Effects in Max

A. Glennon, R. Rowe, J.P. Bello
Proceedings of the International Computer Music Conference (ICMC-10), New York, USA, June 2010

Stimulus-dependent HRTF preference

A. Roginska, G.H. Wakefield, T.S. Santoro, K. McMullen
Effects of Interface Type on Navigation in a Virtual Spatial Auditory Environment
Proceedings of the 16th International Conference on Auditory Displays, June 9-15, Washington D.C. 2010

2008

Apparatus comparison for the characterization of spaces

A. Kestian, A. Roginska
Proceedings of the 125th Audio Engineering Society convention, October 2-5, San Francisco, CA. 2008

Automated rhythmic transformation of musical audio

Jason Hockman, J.P. Bello, M. E. P. Davies, M. Plumbley
Proceedings of the International Conference on Digital Audio Effects (DAFX-08), Espoo, Finland September 2008

A Global Model of Musical Tension

Mary Morwaread Farbood
Proceedings of the 10th International Conference of Music Perception and Cognition, Sapporo, Japan 2008

Adaptive Research Process for a Multimodal Sonar Display: A Paradigm Shift in the Way We Do Research

M. Beecher, T.S. Santoro, W. D. Angelo, S. Carter, A. Roginska, G.H. Wakefield, W. Chapin, D. Lawrence, R. Shellman, A. Bayes, J. Reinfield
Proceedings of the 2008 Undersea Human Systems Integration Symposium, July 30-31, Bremerton, WA. 2008

Measurements of spaciousness for stereophonic music

A. Sarroff, J.P. Bello
Proceedings of the 125th Convention of the Audio Engineering Society, San Francisco, USA October 2008

A Framework for Automatic Mixing Using Timbral Similarity Measures and Genetic Optimization

B. Kolasinski

Proceedings of the 124th Convention of the Audio Engineering Society, Amsterdam, The Netherlands May 2008
 

Room-dependent preference of Virtual Surround Sound

A. Roginska, F. Scott
Proceedings of the 124th Audio Engineering Society Convention, May 17-20, Amsterdam. 2008
 

Junction Identification Using Acoustic Reflectometry

A. Kestian, A. Roginska
Proceedings of the 124th Audio Engineering Society Convention, May 17-20, Amsterdam. 2008

Computer learning method for scattering junction identification

A. Kestian, A. Roginska
Journal of the Acoustical Society of America 123 (5), 2008