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Islands Of Gaussians: The Self Organizing Map And Gaussian Music Similarity Features

Dominik Schnitzer, Arthur Flexer, Gerhard Widmer, Martin Gasser
2010 Zenodo  
ACKNOWLEDGMENTS This research is supported by the Austrian Research Fund (FWF) under grants L511-N15, P21247 and the Vienna Science and Technology Fund (WWTF).  ...  The Austrian Research Institute for Artificial Intelligence (OFAI) acknowledges financial support form the Austrian Federal Ministries BMVIT and BMWF.  ...  Kohonen himself mentions this in the most recent edition of his standard work on Self-Organizing Maps [6] .  ... 
doi:10.5281/zenodo.1415248 fatcat:d3bvl5b3xzbzrhci6pxjo5wyyu

Geographical Region Mapping Scheme Based On Musical Preferences

Sanghoon Jun, Seungmin Rho, Eenjun Hwang
2014 Zenodo  
The proposed algorithm is based on the computational model such as a self-organizing map and an artificial neural network algorithm.  ...  By extracting features from audio signals and clustering the music pieces, they created a 3D island landscape.  ... 
doi:10.5281/zenodo.1418010 fatcat:ka3textshrg6fbxylzpdweinoy

Interactive Content-Aware Music Browsing using the Radio Drum

Jennifer Murdoch, George Tzanetakis
2006 2006 IEEE International Conference on Multimedia and Expo  
The first is an explicit mapping of tempo and beat strength, and the second is a music similarity space using audio feature extraction and a Self Organizing Map (SOM).  ...  The emerging area of Music Information Retrieval (MIR) deals with all aspects of managing, analyzing and organizing music in digital formats.  ...  Self-Organizing Map The Self-Organizing Map (SOM) is a type of neural network that clusters data of arbitrary dimensionality into two dimensions, thus facilitating both similarity quantization and visualization  ... 
doi:10.1109/icme.2006.262674 dblp:conf/icmcs/MurdochT06 fatcat:hoj7rgw4evghxcfugf3q7x3osq

Intelligent structuring and exploration of digital music collections

M. Schedl, E. Pampalk, G. Widmer
2005 e & i Elektrotechnik und Informationstechnik  
to map the entire music collection onto two-dimensional visualization planes (possibly in a hierarchical fashion), and using a new display metaphor (the 'Islands of Music') to display the inherent structure  ...  In this paper we present a general approach to the automatic content-based organization and visualization of large digital music collections.  ...  Aligned Self-Organizing Maps -IoMv2 The first version of IoM uses only one kind of features (fluctuation patterns) to calculate a SOM and visualize it using an SDH.  ... 
doi:10.1007/bf03054434 fatcat:bpilvvvy4vaa5cy3kvc357hjv4

On fatigue life under stationary Gaussian random loads

Ramesh Talreja
1973 Engineering Fracture Mechanics  
Although the hair cells are distinguishable at birth, the remainder of the organ of Corti is poorly differentiated.  ...  A critical examination of all the data leads to self-consistent families of average response at the eardrum position as a function of frequency and angle of incidence in the azimuthal plane.  ...  --Microelectrode mapping experiments have been conducted to determine the position, size, and internal organization of the primary auditory field in the macaque.  ... 
doi:10.1016/0013-7944(73)90064-7 fatcat:eue2d6byvre4zczgb7qi5np5vi

On Fatigue Life Under Stationary Gaussian Random Loads

R. Talreja
1973 Journal of the Acoustical Society of America  
Although the hair cells are distinguishable at birth, the remainder of the organ of Corti is poorly differentiated.  ...  A critical examination of all the data leads to self-consistent families of average response at the eardrum position as a function of frequency and angle of incidence in the azimuthal plane.  ...  --Microelectrode mapping experiments have been conducted to determine the position, size, and internal organization of the primary auditory field in the macaque.  ... 
doi:10.1121/1.1982256 fatcat:w7xnxse54nerdlhsueme325zem

Sonixplorer: Combining Visualization And Auralization For Content-Based Exploration Of Music Collections

Dominik Lübbers
2005 Zenodo  
Pampalk calculates an overall song similarity based on perceptual features that mainly model rhythmic aspects of the piece and organizes them on a Self-Organizing Map that preserves the topology of the  ...  Titles that are perceptually similar are visualized by so called "Islands of Music".  ... 
doi:10.5281/zenodo.1418020 fatcat:7byuh4cgwngj7idt4wydg7fnei

Improving Visualization Of High-Dimensional Music Similarity Spaces

Arthur Flexer
2015 Zenodo  
.: Islands of Gaussians: The Self Organizing Map and Gaussian [7] Jarvis R., Patrick E.A.: Clustering using a similarity Music Similarity  ...  be self-organizing maps [10].  ... 
doi:10.5281/zenodo.1416472 fatcat:2ibks2zq2zghpd5fl2jhl6r2m4

Music Mood Player Implementation Applied In Daycare Using Self Organizing Map Method

Kadek Cahya Dewi, Luh Arida Ayu Rahning Putri
2011 Jurnal Buana Informatika  
This research concerns in implementation of a music mood player using Self Organizing Map applied at the Daycare.  ...  The features that are used on this music mood player are rhythm patterns of the music.  ...  Clustering results using Self-Organizing Map method is influenced by the number of map units used.  ... 
doi:10.24002/jbi.v2i2.309 fatcat:jeezbogmare3ta33yt5ncuigry

The SOM-enhanced JukeBox: Organization and Visualization of Music Collections Based on Perceptual Models

Andreas Rauber, Elias Pampalk, Dieter Merkl
2003 Journal of New Music Research  
Part of this research has been carried out in the project Y99-INF, sponsored by the Austrian Federal Ministry of Education, Science and Culture (BMBWK) in the form of a START Research Prize.  ...  Acknowledgements A previous version of this paper has been presented at the 3rd Intl. Conf. on Music Information Retrieval (ISMIR02) in Paris, France .  ...  The authors used a collection of instrument sounds, which were organized using a Self-Organizing Map in a similar way as presented in this paper.  ... 
doi:10.1076/jnmr.32.2.193.16745 fatcat:il7lm3w6g5f4bjevzosn7qxbre

Playsom And Pocketsomplayer, Alternative Interfaces To Large Music Collections

Robert Neumayer, Michael Dittenbach, Andreas Rauber
2005 Zenodo  
Similarity-based organization of music archives allows users to explore pieces of music that are similar to ones they know and like.  ...  SELF ORGANIZING MAPS FOR CLUSTERING AUDIO COLLECTIONS Self-Organizing Map For clustering we use the Self-Organizing Map (SOM), an unsupervised neural network that provides a mapping from a high-dimensional  ... 
doi:10.5281/zenodo.1414817 fatcat:gea7rx33l5awfe3plr2tv4vi7a

Content-based organization and visualization of music archives

Elias Pampalk, Andreas Rauber, Dieter Merkl
2002 Proceedings of the tenth ACM international conference on Multimedia - MULTIMEDIA '02  
Subsequently, the pieces are organized on a 2-dimensional map display so that similar pieces are located close to each other.  ...  A visualization using a metaphor of geographic maps provides an intuitive interface where islands resemble genres or styles of music.  ...  ORGANIZATION AND VISUALIZATION Using the typical rhythmic patterns we apply the Self-Organizing Map (SOM) [12] algorithm to organize the pieces of music on a 2-dimensional map display in such a way that  ... 
doi:10.1145/641118.641121 fatcat:jdsyyc3ejfdpnnmurnu7yglqsa

Content-based organization and visualization of music archives

Elias Pampalk, Andreas Rauber, Dieter Merkl
2002 Proceedings of the tenth ACM international conference on Multimedia - MULTIMEDIA '02  
Subsequently, the pieces are organized on a 2-dimensional map display so that similar pieces are located close to each other.  ...  A visualization using a metaphor of geographic maps provides an intuitive interface where islands resemble genres or styles of music.  ...  ORGANIZATION AND VISUALIZATION Using the typical rhythmic patterns we apply the Self-Organizing Map (SOM) [12] algorithm to organize the pieces of music on a 2-dimensional map display in such a way that  ... 
doi:10.1145/641007.641121 dblp:conf/mm/PampalkRM02 fatcat:r3ojgbjjhzdo7fi7yvstluyhg4

Exploring Music Collections by Browsing Different Views

Elias Pampalk, Simon Dixon, Gerhard Widmer
2004 Computer Music Journal  
The maps are visualized using an Islands of Music metaphor where islands represent groups of similar pieces. The maps are linked to each other using a new technique to align self-organizing maps.  ...  For each view the pieces of music are organized on a map in such a way that similar pieces are located close to each other.  ...  Acknowledgements This research was supported by the EU project HPRN-CT-2000-00115 (MOSART) and the project Y99-INF, sponsored by the Austrian Federal Ministry of Education, Science and Culture (BMBWK)  ... 
doi:10.1162/014892604323112248 fatcat:5r5zzf23enbttld3n6d274g2xq

A new approach to hierarchical clustering and structuring of data with Self-Organizing Maps

Elias Pampalk, Gerhard Widmer, Alvin Chan
2004 Intelligent Data Analysis  
The Self-Organizing Map (SOM) is a powerful tool for exploratory data analysis which has been employed in a wide range of data mining applications.  ...  In particular, we address shortcomings of the Growing Hierarchical Self-Organizing Map (GHSOM) regarding the decision which areas in the hierarchical structure need to be represented by a finer granularity  ...  Acknowledgments This research has been carried out in the project Y99-INF, sponsored by the Austrian Federal Ministry of Education, Science and Culture (BMBWK) in the form of a START Research Prize.  ... 
doi:10.3233/ida-2004-8203 fatcat:qgc5cqb445a47iyvg2qh2w2e2m
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