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- short-paperJune 2024
Negative Feedback for Music Personalization
UMAP '24: Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and PersonalizationJune 2024, Pages 195–200https://doi.org/10.1145/3627043.3659553Next-item recommender systems are often trained using only positive feedback with randomly-sampled negative feedback. We show the benefits of using real negative feedback both as inputs into the user sequence and also as negative targets for training a ...
- abstractSeptember 2023
Station and Track Attribute-Aware Music Personalization
RecSys '23: Proceedings of the 17th ACM Conference on Recommender SystemsSeptember 2023, Pages 1031–1035https://doi.org/10.1145/3604915.3610239We present a transformer for music personalization that recommends tracks given a station seed (artist) and improves the accuracy vs. a baseline matrix factorization method by 10%. Adding additional embeddings to capture track and station attributes ...
- demonstrationJune 2012
Structured audio content analysis and metadata in a digital library
JCDL '12: Proceedings of the 12th ACM/IEEE-CS joint conference on Digital LibrariesJune 2012, Pages 431–432https://doi.org/10.1145/2232817.2232927This work illustrates how audio content analysis of music and manually assigned structural temporal metadata can be used to form a digital library designed for musicological exploration. In addition to text-based searching and browsing, the document ...
- demonstrationJune 2011
Exploiting music structures for digital libraries
JCDL '11: Proceedings of the 11th annual international ACM/IEEE joint conference on Digital librariesJune 2011, Pages 479–480https://doi.org/10.1145/1998076.1998195This demonstration presents a music structure-based audio/visual interface for the navigation of very large scale music digital libraries. This work is a product of the Structural Analysis of Large Amounts of Music Information (SALAMI) project.
- ArticleJuly 2010
The Networked Environment for Music Analysis (NEMA)
SERVICES '10: Proceedings of the 2010 6th World Congress on ServicesJuly 2010, Pages 314–317https://doi.org/10.1109/SERVICES.2010.113Conducting valid comparative evaluations of techniques in the field of Music Information Retrieval (MIR)presents particular challenges to MIR researchers due to issues of copyright and data sharing. Further, the interdisciplinary nature of MIR research ...
- research-articleMay 2007
Melody Transcription From Music Audio: Approaches and Evaluation
IEEE Transactions on Audio, Speech, and Language Processing (TASLP-II), Volume 15, Issue 4May 2007, Pages 1247–1256https://doi.org/10.1109/TASL.2006.889797Although the process of analyzing an audio recording of a music performance is complex and difficult even for a human listener, there are limited forms of information that may be tractably extracted and yet still enable interesting applications. We ...
- ArticleJune 2005
Real-time genre classification for music digital libraries
JCDL '05: Proceedings of the 5th ACM/IEEE-CS joint conference on Digital librariesJune 2005, Page 377https://doi.org/10.1145/1065385.1065480This poster describes a real-time audio-based automatic music genre classifier for use in organizing, browsing, and searching musical digital libraries. A decision tree classifier trained on a 40-dimension feature space is used to categorize music into ...
- ArticleJune 2005