A singer identification technique for content-based classification of MP3 music objects
Proceedings of the eleventh international conference on Information and knowledge management
Representation and Discovery of Vertical Patterns in Music
ICMAI '02 Proceedings of the Second International Conference on Music and Artificial Intelligence
Structural analysis of musical signals for indexing and thumbnailing
Proceedings of the 3rd ACM/IEEE-CS joint conference on Digital libraries
Music thumbnailing via structural analysis
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
An Efficient Algorithm for Mining Frequent Sequences by a New Strategy without Support Counting
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Repeating pattern discovery and structure analysis from acoustic music data
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Accurate repeat finding and object skipping using fingerprints
Proceedings of the 13th annual ACM international conference on Multimedia
Pattern Recognition Letters
Symbolic musical genre classification based on repeating patterns
Proceedings of the 1st ACM workshop on Audio and music computing multimedia
Melodic analysis with segment classes
Machine Learning
Segmental Pattern Discovery in Music
INFORMS Journal on Computing
True suffix tree approach for discovering non-trivial repeating patterns in a music object
Multimedia Tools and Applications
Finding repetitive patterns in 3D human motion captured data
Proceedings of the 2nd international conference on Ubiquitous information management and communication
A confidence based recognition system for TV commercial extraction
ADC '08 Proceedings of the nineteenth conference on Australasian database - Volume 75
Relevance feedback for category search in music retrieval based on semantic concept learning
Multimedia Tools and Applications
Mining top-k Hot Melody Structures over online music query streams
Pattern Recognition Letters
Pattern discovery and change detection of online music query streams
Multimedia Tools and Applications
Incrementally Mining Recently Repeating Patterns over Data Streams
New Frontiers in Applied Data Mining
A novel method for personalized music recommendation
Expert Systems with Applications: An International Journal
Efficient frequent sequence mining by a dynamic strategy switching algorithm
The VLDB Journal — The International Journal on Very Large Data Bases
Mining convergent and divergent sequences in multidimensional data
International Journal of Business Intelligence and Data Mining
Efficient sparse self-similarity matrix construction for repeating sequence detection
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Mining polyphonic repeating patterns from music data using bit-string based approaches
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Online mining maximal frequent structures in continuous landmark melody streams
Pattern Recognition Letters
Modeling music as a dynamic texture
IEEE Transactions on Audio, Speech, and Language Processing
A tree-construction search approach for multivariate time series motifs discovery
Pattern Recognition Letters
A novel approach based on fault tolerance and recursive segmentation to query by humming
AST/UCMA/ISA/ACN'10 Proceedings of the 2010 international conference on Advances in computer science and information technology
A kind of index for content-based music information retrieval and theme mining
ICADL'04 Proceedings of the 7th international Conference on Digital Libraries: international collaboration and cross-fertilization
Repeating pattern discovery from audio stream
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Music style classification with a novel bayesian model
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
An efficient approach to extracting approximate repeating patterns in music databases
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
Efficient techniques on retrieving bio-information for active U-healthcare
Personal and Ubiquitous Computing
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A repeating pattern in music data is defined as a sequence of notes which appears more than once in a music object. The themes are a typical kind of repeating patterns. The themes and other nontrivial repeating patterns are important music features which can be used for both content-based retrieval of music data and music data analysis. In this paper, we propose two approaches for fast discovering nontrivial repeating patterns in music objects. In the first approach, we develop a data structure called correlative matrix and its associated algorithms for extracting the repeating patterns. In the second approach, we introduce a string-join operation and a data structure called RP-tree for the same purpose. Experiments are performed to compare these two approaches with others. The results are further analyzed to show the efficiency and the effectiveness of our approaches