Title
A Dimensional Contextual Semantic Model for music description and retrieval
Abstract
Several paradigms for high-level music descriptions have been proposed to develop effective system for browsing and retrieving musical content in large repositories. Such paradigms are based on either categorical or dimensional models. The interest in dimensional models has recently grown a great deal, as they define a semantic relation between concepts through graded descriptions. One problem that affects semantic descriptions is the ambiguity that often arises from using the same descriptor in different contexts. In order to overcome this difficulty, it is important to model and address polysemy, which is the property of words to take on different meanings depending on the use-context. In this paper we propose a Dimensional Contextual Semantic Model for defining semantic relations among descriptors in a context-aware fashion. This model is here used for developing a semantic music search engine. In order to evaluate the effectiveness of our model, we compare this engine with two systems that are based on different description models.
Year
DOI
Venue
2015
10.1109/ICASSP.2015.7178054
IEEE International Conference on Acoustics, Speech and SP
Keywords
Field
DocType
information retrieval,music,search engines,context-aware fashion,dimensional contextual semantic model,graded descriptions,high-level music descriptions,music retrieval,musical content,musical content retrieval,polysemy,semantic descriptions,semantic music search engine,use-context,information retrieval,music,music recommendation,polysemy,semantic contexts
Semantic similarity,Semantic integration,Semantic technology,Semantic Web Stack,Semantic search,Information retrieval,Computer science,Natural language processing,Artificial intelligence,Semantic grid,Semantic computing,Semantic data model
Conference
ISSN
Citations 
PageRank 
1520-6149
0
0.34
References 
Authors
11
4
Name
Order
Citations
PageRank
Buccoli, M.123.12
Gallo, A.200.34
Massimiliano Zanoni385.29
Augusto Sarti446281.26