Fuzzy clustering based segmentation of time-series, Proceedings of the 5th International Symposium on Intelligent Data Analysis, pp.275-285, 2003. ,
Efficient Similarity Search In Sequence Databases, Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms, pp.69-84, 1993. ,
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, pp.490-501, 1995. ,
An empirical comparison of machine learning models for time series forecasting, Econometric Reviews, vol.29, issue.5, pp.594-621, 2009. ,
Machine learning approaches to network anomaly detection, Proceedings of the 2nd USENIX workshop on Tackling computer systems problems with machine learning techniques. USENIX Association, pp.1-6, 2007. ,
Grid-based indexing for large time series databases. Intelligent Data Engineering and Automated Learning, Lecture Notes in Computer Science, vol.1, pp.614-621, 1983. ,
Temporal data mining: An overview, KDD Workshop on Temporal Data Mining, pp.1-13, 2001. ,
Efficient subsequence matching in time series databases under time and amplitude transformations, 3rd IEEE International Conference on Data Mining, pp.481-484, 2003. ,
The TS-tree: efficient time series search and retrieval, Proceedings of the 11th International Conference on Extending Database Technology, pp.25-29, 2008. ,
Anticipatory DTW for efficient similarity search in time series databases, Proceedings of the VLDB Endowment, pp.826-837, 2009. ,
Similarity search on time series based on threshold queries, Advances in database technology: EDBT 2006: 10th International Conference on Extending Database Technology, p.276, 2006. ,
Similarity search in multimedia time series data using amplitude-level features, Proceedings of the 14th international conference on Advances in multimedia modeling, pp.123-133, 2008. ,
Clustering time series with clipped data, Machine Learning, vol.58, issue.2, pp.151-178, 2005. ,
Clustering time series from mixture polynomial models with discretised data, Proceedings of the 2nd Australasian Data Mining Workshop, pp.105-120, 2003. ,
A bit level representation for time series data mining with shape based similarity. Data mining and knowledge discovery 13, pp.11-40, 2006. ,
Forecasting economic time series using targeted predictors, Journal of Econometrics, vol.146, issue.2, pp.304-317, 2008. ,
Representation of process trends?IV. Induction of real-time patterns from operating data for diagnosis and supervisory control, Computers & Chemical Engineering, vol.18, issue.4, pp.303-332, 1994. ,
Reasoning in time: Modeling, analysis, and pattern recognition of temporal process trends, Advances in Chemical Engineering, vol.22, pp.485-548, 1995. ,
Fast gesture recognition based on a two-level representation, Pattern Recognition Letters, vol.30, issue.13, pp.1181-1189, 2009. ,
Segmentation, Classification and Denoising of a Time Series Field by a Variational Method, Journal of Mathematical Imaging and Vision, vol.22, issue.2, pp.152-164, 2009. ,
DOI : 10.1109/34.857003
Time Series Prediction with the Self-Organizing Map: A Review. Perspectives of neural-symbolic integration 77, pp.135-158, 2007. ,
Warp: Accurate retrieval of shapes using phase of fourier descriptors and time warping distance, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.27, issue.1, pp.142-147, 2005. ,
Organization and maintenance of large ordered indexes, Acta, vol.1, issue.3, pp.173-189, 1972. ,
DOI : 10.1007/978-3-642-48354-7_3
The R*-tree: an efficient and robust access method for points and rectangles, ACM SIGMOD Record, vol.19, issue.2, pp.322-331, 1990. ,
The X-tree: An index structure for high-dimensional data, Readings in multimedia computing and networking 4, pp.451-463, 2002. ,
Using dynamic time warping to find patterns in time series, AAAI-94 workshop on knowledge discovery in databases, pp.229-248, 1994. ,
Retrieval by shape similarity with perceptual distance and effective indexing, IEEE Transactions on multimedia 2, pp.225-239, 2000. ,
Energy consumption in data analysis for on-board and distributed applications, Proceedings of the ICML, 2003. ,
Similarity-Based Clustering of Sequences Using Hidden Markov Models, Lecture Notes in Computer Science, vol.2743, pp.95-104, 2003. ,
DOI : 10.1007/3-540-45065-3_8
Searching in high-dimensional spaces: Index structures for improving the performance of multimedia databases, ACM Computing Surveys, vol.33, issue.3, pp.322-373, 2001. ,
Time-series similarity problems and well-separated geometric sets, Proceedings of the 13th symposium on computational geometry, pp.454-456, 1997. ,
Time series analysis: forecasting and control Introduction to time series and forecasting Time series: theory and methods, 1976. ,
DOI : 10.1002/9781118619193
Finding Motifs Using Random Projections, Journal of Computational Biology, vol.9, issue.2, pp.225-242, 2002. ,
DOI : 10.1089/10665270252935430
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.110.4037
Automated time series forecasting for biosurveillance, Statistics in Medicine, vol.26, issue.22, pp.4202-4218, 2007. ,
Indexing spatio-temporal trajectories with Chebyshev polynomials, Proceedings of the 2004 ACM SIGMOD international conference on Management of data, pp.599-610, 2004. ,
Feature selection for support vector machines in financial time series forecasting. Intelligent Data Engineering and Automated Learning, Lecture Notes in Computer Science, pp.41-65, 1983. ,
The hybrid tree: an index structure for high dimensional feature spaces, Data Engineering Proceedings., 15th International Conference on, pp.440-447, 1999. ,
Haar wavelets for efficient similarity search of time-series: with and without time warping, IEEE Transactions on knowledge and data engineering, vol.15, issue.3, pp.686-705, 2003. ,
Efficient time series matching by wavelets, Proceedings of the 15th IEEE International conference on data engineering, pp.126-133, 1999. ,
Anomaly detection: A survey A Kohonen map for temporal sequences, Proceedings of the Conference on Neural Networks and Their Applications, pp.15-104, 1996. ,
On the marriage of Lp-norms and edit distance, Proceedings of the Thirtieth international conference on Very large data bases, pp.792-803, 2004. ,
Robust and fast similarity search for moving object trajectories, Proceedings of the 2005 ACM SIGMOD international conference on Management of data, pp.491-502, 2005. ,
Indexable PLA for efficient similarity search, Proceedings of the 33rd international conference on Very large data bases. VLDB Endowment, pp.435-446, 2007. ,
A compression algorithm for DNA sequences and its applications in genome comparison, Proceedings of the fourth annual international conference on Computational molecular biology, 2000. ,
Multi-scale anomaly detection algorithm based on infrequent pattern of time series, Journal of Computational and Applied Mathematics, vol.214, issue.1, pp.227-237, 2008. ,
Spade: On shape-based pattern detection in streaming time series, IEEE 23rd International Conference on Data Engineering, pp.786-795, 2007. ,
Adaptive distance measurement for time series databases, Lecture Notes in Computer Science, vol.4443, pp.598-610, 2010. ,
Probabilistic discovery of time series motifs, Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining, pp.493-498, 2003. ,
ECG anomaly detection via time series analysis, Frontiers of High Performance Computing and Networking ISPA 2007 Workshops, pp.123-135, 2007. ,
Time series clustering and classification by the autoregressive metric, Computational statistics & data analysis, vol.52, issue.4, pp.1860-1872, 2008. ,
Conquering the divide: Continuous clustering of distributed data streams, IEEE 23rd International Conference on Data Engineering, pp.1036-1045, 2007. ,
Clustering fetal heart rate tracings by compression, 19th International Symposium on Computer-Based Medical Systems, pp.685-690, 2006. ,
Finding similar time series, Principles of data mining and knowledge discovery: First European Symposium, PKDD'97, pp.88-100, 1997. ,
Sequence distance via parsing complexity: Heartbeat signals, Chaos, Solitons & Fractals, vol.39, issue.3, pp.991-999, 2009. ,
DOI : 10.1016/j.chaos.2007.03.005
Learning to recognize time series: combining ARMA models with memory-based learning, Proceedings of the IEEE International Symposium on Computational Intelligence in Robotics and Automation, pp.97-246, 1997. ,
Kernel-Density-Based Clustering of Time Series Subsequences Using a Continuous Random-Walk Noise Model, Fifth IEEE International Conference on Data Mining (ICDM'05), pp.122-129, 2005. ,
DOI : 10.1109/ICDM.2005.84
Querying and mining of time series data: experimental comparison of representations and distance measures, Proceedings of the VLDB Endowment 1, pp.1542-1552, 2008. ,
Mining high-speed data streams, Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, pp.71-80, 2000. ,
Online mining of changes from data streams: Research problems and preliminary results, Proceedings of the 2003 ACM SIGMOD Workshop on Management and Processing of Data Streams, 2003. ,
On data mining, compression, and kolmogorov complexity, Data Mining and Knowledge Discovery, vol.15, issue.1, pp.3-20, 2007. ,
Fast subsequence matching in time-series databases, SIGMOD Record, vol.23, pp.419-429, 1994. ,
Mining approximate motifs in time series, In Lecture Notes in Computer Science, vol.4265, pp.89-101, 2006. ,
Index-based most similar trajectory search, IEEE 23rd International Conference on Data Engineering, pp.816-825, 2007. ,
Model-based clustering of multiple time series, Journal of Business and Economic Statistics, vol.26, issue.1, pp.78-89, 2008. ,
Scaling and time warping in time series querying, The VLDB Journal -The International Journal on Very Large Data Bases 17, p.921, 2008. ,
Temporal data mining using shape space representations of time series, Neurocomputing, vol.74, pp.1-3, 2010. ,
Mining data streams: a review, ACM Sigmod Record, vol.34, issue.2, pp.18-26, 2005. ,
Trajectory clustering with mixtures of regression models, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, pp.63-72, 1999. ,
Deformable Markov model templates for time-series pattern matching, Proceedings of the 6th ACM International conference on Knowledge Discovery and Data Mining, pp.81-90, 2000. ,
Issues in data stream management, ACM Sigmod Record, vol.32, issue.2, pp.5-14, 2003. ,
On similarity queries for time-series data: Constraint specification and implementation, Principles and Practice of Constraint Programming -CP95, pp.137-153, 1995. ,
Bounded similarity querying for time-series data, Information and Computation, vol.194, issue.2, pp.203-241, 2004. ,
A time series representation model for accurate and fast similarity detection, Pattern Recognition, vol.42, issue.11, pp.2998-3014, 2009. ,
Symbolic time series analysis of ultrasonic data for early detection of fatigue damage, Mechanical Systems and Signal Processing 21, pp.866-884, 2007. ,
Data mining: concepts and techniques, 2006. ,
Applied time series modelling and forecasting, 2003. ,
Symbolic representation of long time-series, Symbolic Data Analysis at the 4th European Conference on Principles of Data Mining and Knowledge Discovery, pp.56-65, 2000. ,
On the analysis of indexing schemes, Proceedings of the 16th ACM Symposium on Principles of Database Systems, pp.249-256, 1997. ,
Recursive prediction for long term time series forecasting using advanced models, Neurocomputing, vol.70, pp.16-18, 2007. ,
Time series segmentation for context recognition in mobile devices, Proceedings of the 1st IEEE International Conference on Data Mining, pp.203-210, 2001. ,
Using PCA and ICA for exploratory data analysis in situation awareness, Proceedings of the International Conference on Multisensor Fusion and Integration for Intelligent Systems, pp.127-131, 2001. ,
Adaptive query processing for time-series data, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, pp.282-286, 1999. ,
Mining time-changing data streams, Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, pp.97-106, 2001. ,
Identifying representative trends in massive time series data sets using sketches, Proceedings of the 26th International Conference on Very Large Data Bases, pp.363-372, 2000. ,
A likelihood ratio distance measure for the similarity between the Fourier transform of time series, Lecture Notes in Computer Science, vol.3518, pp.737-743, 2005. ,
Time Series Classification Based on Spectral Analysis, Communications in Statistics- Simulation and Computation, vol.37, issue.1, pp.132-142, 2008. ,
Distance measures for effective clustering of ARIMA time-series, Proceedings of the IEEE International Conference on Data Mining, pp.273-280, 2001. ,
An experimental comparison of autoregressive and Fourierbased descriptors in 2D shape classification, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.17, issue.2, pp.201-207, 1995. ,
Locally adaptive dimensionality reduction for indexing large time series databases, Proceedings of ACM conference on management of data, pp.151-162, 2001. ,
Dimensionality reduction for fast similarity search in large time series databases, Knowledge and Information Systems, vol.3, issue.3, pp.263-286, 2001. ,
Segmenting time series: A survey and novel approach. Data mining in time series databases, pp.1-21, 2003. ,
On the need for time series data mining benchmarks : a survey and empirical demonstration, Proceedings of the 8th ACM SIGKDD International conference on knowledge discovery and data mining, pp.102-111, 2002. ,
On the need for time series data mining benchmarks: A survey and empirical demonstration, Data Mining and Knowledge Discovery, vol.7, issue.4, pp.349-371, 2003. ,
Finding the most unusual time series subsequence: algorithms and applications, Knowledge and Information Systems, vol.11, issue.1, pp.1-27, 2007. ,
Clustering of time series subsequences is meaningless: implications for previous and future research, 3rd IEEE International Conference on Data Mining, pp.115-122, 2003. ,
Towards parameter-free data mining, Proceedings of 10th ACM international conference on Knowledge discovery and data mining, pp.206-215, 2004. ,
An enhanced representation of time series which allows fast and accurate classification, clustering and relevance feedback, Proceedings of the 4th International Conference of Knowledge Discovery and Data Mining, pp.239-241, 1998. ,
Exact indexing of dynamic time warping, Knowledge and Information Systems, vol.7, issue.3, pp.358-386, 2005. ,
Techniques for clustering gene expression data, Computers in Biology and Medicine, vol.38, issue.3, pp.283-293, 2008. ,
An Index-Based Approach for Similarity Search Supporting Time Warping in Large Sequence Databases, Proceedings of the 17th International Conference on Data Engineering, pp.607-614, 2001. ,
Adaptive similarity search in streaming time series with sliding windows, Data & Knowledge Engineering, vol.63, issue.2, pp.478-502, 2007. ,
Similarity Search in Time Series, Handbook of Research on Innovations in Database Technologies and Applications, pp.288-299, 2009. ,
Efficiently supporting ad hoc queries in large datasets of time sequences, Proceedings of the 1997 ACM SIGMOD international conference on Management of data, pp.289-300, 1997. ,
Time-series bitmaps: a practical visualization tool for working with large time series databases, SIAM 2005 Data Mining Conference, pp.531-535, 2005. ,
Elastic partial matching of time series. Knowledge Discovery in Databases, pp.577-584, 2005. ,
Optimal subsequence bijection, IEEE Int. Conf. on Data Mining (ICDM), pp.565-570, 2007. ,
Rival penalized competitive learning for model-based sequence clustering, Pattern Recognition Proceedings. 15th International Conference on, pp.2186-2195, 2000. ,
MALM: a framework for mining sequence database at multiple abstraction levels, Proceedings of the seventh international conference on Information and knowledge management, pp.267-272, 1998. ,
Efficient similarity search over future stream time series, IEEE Transactions on Knowledge and Data Engineering, vol.20, issue.1, pp.40-54, 2007. ,
Approximate similarity search over multiple stream time series, Lecture Notes in Computer Science, vol.4443, pp.962-968, 2010. ,
Fuzzy image clustering incorporating spatial continuity, IEEE Proceedings on Vision, Image and Signal Processing 147, pp.185-192, 2000. ,
Clustering of time-series subsequences is meaningless: implications for previous and future research, Knowledge and information systems, vol.8, issue.2, pp.154-177, 2005. ,
A symbolic representation of time series, with implications for streaming algorithms, Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery, pp.2-11, 2003. ,
Visually mining and monitoring massive time series, Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, pp.460-469, 2004. ,
Finding structural similarity in time series data using bag-of-patterns representation, Scientific and Statistical Database Management: 21st International Conference, pp.461-477, 2009. ,
Alignment and classification of time series gene expression in clinical studies, Bioinformatics, vol.24, issue.13, pp.147-155, 2008. ,
Locating motifs in time-series data, pp.343-353, 2005. ,
A review of classification algorithms for EEG-based brain?computer interfaces, Journal of Neural Engineering, vol.4, pp.1-13, 2007. ,
URL : https://hal.archives-ouvertes.fr/inria-00134950
Hidden Markov Models for Classification of Heart Rate Variability in RR Time Series, World Congress on Medical Physics and Biomedical Engineering, pp.1980-1983, 2009. ,
Online novelty detection on temporal sequences, Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining, pp.613-618, 2003. ,
Recognizing similar situations from event sequences, First SIAM Conference on Data Mining, pp.1-16, 2001. ,
A dimensionality reduction technique for efficient similarity analysis of time series databases, Proceedings of the thirteenth ACM international conference on Information and knowledge management, pp.160-161, 2004. ,
A multiresolution symbolic representation of time series, Proceedings. 21st International Conference on Data Engineering, pp.668-679, 2005. ,
Constrained Motif Discovery in Time Series, New Generation Computing, vol.27, issue.4, pp.319-346, 2009. ,
An efficient and accurate method for evaluating time series similarity, Proceedings of the 2007 ACM international conference on Management of data, pp.569-580, 2007. ,
Exact discovery of time series motifs, Proceedings of the SIAM International Conference on Data Mining (SDM, pp.473-484, 2009. ,
Extending the Edit Distance Using Frequencies of Common Characters, Proceedings of the 19th International Conference on Database and Expert Systems Applications, pp.150-157, 2008. ,
URL : https://hal.archives-ouvertes.fr/hal-00493032
Feature-based classification of time-series data, Information processing and technology, pp.49-61, 2001. ,
Online summarization of dynamic time series data. The VLDB Journal - The International Journal on Very Large Data Bases 15, pp.84-98, 2006. ,
A new sequence distance measure for phylogenetic tree construction, Bioinformatics, vol.19, issue.16, pp.2122-2130, 2003. ,
Similarity search and pattern discovery in hydrological time series data mining, Hydrological Processes, vol.24, issue.9, pp.1198-1210, 2010. ,
Indexing large human-motion databases, Proceedings of the 13th international conference on Very large data bases, pp.780-791, 2004. ,
DOI : 10.1016/b978-012088469-8.50069-3
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.147.4767
Streaming time series summarization using userdefined amnesic functions, IEEE Transactions on Knowledge and Data Engineering, vol.20, issue.7, pp.992-1006, 2008. ,
Online amnesic approximation of streaming time series, 20th International Conference on data engineering, pp.338-349, 2004. ,
A Hidden Markov Model-based approach to sequential data clustering, Lecture Notes in Computer Science, vol.2396, pp.734-743, 2002. ,
Local correlation tracking in time series, Data Mining, 2006. ICDM'06. Sixth International Conference on, pp.456-465, 2006. ,
Optimal multi-scale patterns in time series streams, Proceedings of the 2006 ACM SIGMOD international conference on Management of data, pp.647-658, 2006. ,
Efficient searches for similar subsequences of different lengths in sequence databases, Proceedings. 16th International Conference on Data Engineering, pp.23-32, 2000. ,
Fast retrieval of similar subsequences in long sequence databases, 3rd IEEE Knowledge and Data Engineering Exchange Workshop, pp.60-67, 1999. ,
Mining Motifs in Massive Time Series Databases, Proceedings of IEEE International Conference on Data Mining, pp.370-377, 2002. ,
Landmarks : a new model for similarity-based pattern querying in time series databases, Proceedings of the 16th International Conference on Data Engineering, pp.33-42, 2000. ,
Forecasting time series subject to multiple structural breaks, Review of Economic Studies, vol.73, issue.4, pp.1057-1084, 2006. ,
Similarity search over time-series data using wavelets, Proceedings of the International Conference on Data Engineering, pp.212-224, 2002. ,
Time series classification using Gaussian mixture models of reconstructed phase spaces, IEEE Transactions on Knowledge and Data Engineering, vol.16, issue.6, pp.779-783, 2004. ,
Efficient Retrieval of Similar Time Sequences Using DFT, Proceedings. 5th International Conference of Foundations of Data Organization and Algorithms, pp.249-257, 1998. ,
Everything you know about dynamic time warping is wrong, Third Workshop on Mining Temporal and Sequential Data, pp.1-11, 2004. ,
Making time-series classification more accurate using learned constraints, Proceedings of SIAM International Conference on Data Mining, pp.11-22, 2004. ,
A novel bit level time series representation with implication of similarity search and clustering Advances in Knowledge Discovery and Data Mining, pp.771-777, 2005. ,
Stopping Criterion Selection for Efficient Semi-supervised Time Series Classification, Studies in Computational Intelligence, vol.149, pp.1-14, 2008. ,
Dimensionality reduction for similarity searching in dynamic databases, ACM SIGMOD Record, vol.27, issue.2, pp.166-176, 1998. ,
DOI : 10.1145/276305.276320
Managing massive time series streams with multi-scale compressed trickles, Proceedings of the VLDB Endowment, pp.97-108, 2009. ,
Probabilistic and statistical properties of words: an overview, Journal of Computational Biology, vol.7, pp.1-2, 2000. ,
Time series classification: Decision forests and SVM on interval and DTW features, Proc Workshop on Time Series Classification, 13th International Conference on Knowledge Discovery and Data mining, 2007. ,
FTW: fast similarity search under the time warping distance, Proceedings of the 24th ACM Symposium on Principles of database systems, pp.326-337, 2005. ,
The A-tree: An index structure for high-dimensional spaces using relative approximation, Proceedings of the 26th International Conference on Very Large Data Bases, pp.516-526, 2000. ,
Toward accurate dynamic time warping in linear time and space, Intelligent Data Analysis, vol.11, issue.5, pp.561-580, 2007. ,
Learning states and rules for time series anomaly detection, Proc. 17th International FLAIRS Conference, pp.300-305, 2004. ,
On aligning curves, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.25, issue.1, pp.116-125, 2003. ,
Discovering dynamics using Bayesian clustering, Lecture Notes in Computer Science, vol.1642, pp.199-209, 1999. ,
Time series forecasting with a hybrid clustering scheme and pattern recognition, IEEE Transactions on Systems, Man and Cybernetics, vol.3, pp.399-405, 2004. ,
High performance discovery in time series: techniques and case studies, 2004. ,
Approximate queries and representations for large data sequences, Data Engineering Proceedings of the Twelfth International Conference on, pp.536-545, 1996. ,
isax : indexing and mining terabyte sized time series, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, pp.623-631, 2008. ,
Tourism demand modelling and forecasting?A review of recent research, Tourism Management, vol.29, issue.2, pp.203-220, 2008. ,
Methodology for long-term prediction of time series, Neurocomputing, vol.70, pp.16-18, 2007. ,
Efficient Time Series Classification under Template Matching Using Time Warping Alignment, Proceedings of the Fourth International Conference on Computer Sciences and Convergence Information Technology, pp.685-690, 2009. ,
Gestures are strings: Efficient online gesture spotting and classification using string matching, Proceedings of the ICST 2nd international conference on Body area networks, pp.1-8, 2007. ,
Measuring time series similarity through large singular features revealed with wavelet transformation, Proceedings of the Tenth International Workshop on Database and Expert Systems Applications, pp.162-166, 1999. ,
Discovering original motifs with different lengths from time series. Knowledge-Based Systems 21, pp.666-671, 2008. ,
Estimating the number of segments in time series data using permutation tests, 2002 IEEE International Conference on Data Mining, 2002. Proceedings., pp.466-473, 2002. ,
DOI : 10.1109/ICDM.2002.1183990
Discovering similar multidimensional trajectories, Proceedings of the 18th International Conference on Data Engineering, pp.673-684, 2002. ,
Indexing time-series under conditions of noise. Data mining in time series databases, pp.67-100, 2004. ,
Indexing multidimensional timeseries, The VLDB Journal, vol.15, issue.1, pp.1-20, 2006. ,
A wavelet-based anytime algorithm for k-means clustering of time series, Proc. Workshop on Clustering High Dimensionality Data and Its Applications, pp.23-30, 2003. ,
On periodicity detection and structural periodic similarity, SIAM International Conference on Data Mining, pp.449-460, 2005. ,
Time series forecasting for dynamic environments: the DyFor genetic program model, IEEE transactions on evolutionary computation, vol.11, issue.4, pp.433-452, 2007. ,
Time Series Prediction: forecasting the future and understanding the past, 1994. ,
Fast time series classification using numerosity reduction, Proceedings of the 23rd international conference on Machine learning, 1040. ,
Finding Motifs in Database of Shapes, Proc. of SIAM International Conference on Data Mining, pp.249-260, 2007. ,
Pattern-based characterization of time series, International Journal of Information and Systems Science, vol.3, issue.3, pp.479-491, 2007. ,
Time series clustering with ARMA mixtures, Pattern Recognition, vol.37, issue.8, pp.1675-1689, 2004. ,
Time series prediction with single multiplicative neuron model, Applied soft computing, vol.7, issue.4, pp.1157-1163, 2007. ,
Detecting time series motifs under uniform scaling, Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, pp.844-853, 2007. ,
Disk aware discord discovery: Finding unusual time series in terabyte sized datasets, Knowledge and Information Systems, vol.17, issue.2, pp.241-262, 2008. ,
Autocannibalistic and Anyspace Indexing Algorithms with Applications to Sensor Data Mining, The SIAM International Conference on Data Mining, pp.85-96, 2009. ,
Time series shapelets: a new primitive for data mining, Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, pp.947-956, 2009. ,
Fast time sequence indexing for arbitrary Lp norms, Proceedings of the 26th International Conference on Very Large Data Bases, pp.385-394, 2000. ,
Efficient retrieval of similar time sequences under time warping, Data Engineering Proceedings., 14th International Conference on, pp.201-208, 1998. ,
Feature subset selection and feature ranking for multivariate time series, IEEE transactions on knowledge and data engineering, pp.1186-1198, 2005. ,
Novelty detection using self-organizing maps, Progress in Connectionist-Based Information Systems, pp.1322-1325, 1997. ,
Outlier detection algorithm based on pattern representation of time series, Application Research of Computers, vol.24, issue.11, pp.96-99, 2007. ,
A novel pattern extraction method for time series classification, Optimization and Engineering, vol.10, issue.2, pp.253-271, 2009. ,
HMMs and coupled HMMs for multi-channel EEG classification, Proceedings of the IEEE International Joint Conference on Neural Networks, pp.1154-1159, 2002. ,
Clustering-based network intrusion detection, International Journal of Reliability Quality and Safety Engineering, vol.14, issue.2, pp.169-187, 2007. ,