Fast subsequence matching in time-series databases
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
Fuzzy logic and neurofuzzy applications explained
Fuzzy logic and neurofuzzy applications explained
Bayesian forecasting and dynamic models (2nd ed.)
Bayesian forecasting and dynamic models (2nd ed.)
Deformable Markov model templates for time-series pattern matching
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Scaling up dynamic time warping for datamining applications
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Introduction to Bayesian Networks
Introduction to Bayesian Networks
Fuzzy and Neural Approaches in Engineering
Fuzzy and Neural Approaches in Engineering
Time Series Analysis, Forecasting and Control
Time Series Analysis, Forecasting and Control
Querying Time Series Data Based on Similarity
IEEE Transactions on Knowledge and Data Engineering
Efficient Similarity Search In Sequence Databases
FODO '93 Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms
Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
On Similarity Queries for Time-Series Data: Constraint Specification and Implementation
CP '95 Proceedings of the First International Conference on Principles and Practice of Constraint Programming
An Indexing Scheme for Fast Similarity Search in Large Time Series Databases
SSDBM '99 Proceedings of the 11th International Conference on Scientific and Statistical Database Management
Landmarks: A New Model for Similarity-Based Pattern Querying in Time Series Databases
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
| Hi-index | 0.00 |
Based on definitions of 1st and 2nd order atomic pattern of time series, this paper deduces n-th order atomic pattern, where partially-ordered relationship within these patterns is discussed. The framework enables more refined comparison between sequences, based on which we propose Template-Based Matching Algorithm. The experimental result has verified its distinct advantages over some similar and classical approaches both in accuracy and performance. Index Terms: time series, pattern recognition, case-based reasoning, partially order, lattice.