Querying and mining of time series data: experimental comparison of representations and distance measures
暂无分享,去创建一个
Hui Ding | Eamonn J. Keogh | Peter Scheuermann | Goce Trajcevski | Xiaoyue Wang | Goce Trajcevski | Xiaoyue Wang | Hui Ding | P. Scheuermann
[1] Vipin Kumar,et al. Discovery of climate indices using clustering , 2003, KDD '03.
[2] Lei Chen,et al. Robust and fast similarity search for moving object trajectories , 2005, SIGMOD '05.
[3] Wesley W. Chu,et al. An index-based approach for similarity search supporting time warping in large sequence databases , 2001, Proceedings 17th International Conference on Data Engineering.
[4] Donald J. Berndt,et al. Using Dynamic Time Warping to Find Patterns in Time Series , 1994, KDD Workshop.
[5] Vipin Kumar,et al. Introduction to Data Mining, (First Edition) , 2005 .
[6] Renée J. Miller,et al. Similarity search over time-series data using wavelets , 2002, Proceedings 18th International Conference on Data Engineering.
[7] Dimitrios Gunopulos,et al. Discovering similar multidimensional trajectories , 2002, Proceedings 18th International Conference on Data Engineering.
[8] Eamonn J. Keogh,et al. On the Need for Time Series Data Mining Benchmarks: A Survey and Empirical Demonstration , 2002, Data Mining and Knowledge Discovery.
[9] Jignesh M. Patel,et al. An efficient and accurate method for evaluating time series similarity , 2007, SIGMOD '07.
[10] Henrik André-Jönsson,et al. Using Signature Files for Querying Time-Series Data , 1997, PKDD.
[11] Eamonn J. Keogh,et al. Three Myths about Dynamic Time Warping Data Mining , 2005, SDM.
[12] Steven Salzberg,et al. On Comparing Classifiers: Pitfalls to Avoid and a Recommended Approach , 1997, Data Mining and Knowledge Discovery.
[13] Richard O. Duda,et al. Pattern classification and scene analysis , 1974, A Wiley-Interscience publication.
[14] Eamonn J. Keogh. A decade of progress in indexing and mining large time series databases , 2006, VLDB.
[15] Li Wei,et al. Experiencing SAX: a novel symbolic representation of time series , 2007, Data Mining and Knowledge Discovery.
[16] Divyakant Agrawal,et al. A comparison of DFT and DWT based similarity search in time-series databases , 2000, CIKM '00.
[17] Yannis Theodoridis,et al. Index-based Most Similar Trajectory Search , 2007, 2007 IEEE 23rd International Conference on Data Engineering.
[18] Raymond T. Ng,et al. Indexing spatio-temporal trajectories with Chebyshev polynomials , 2004, SIGMOD '04.
[19] Pierre Geurts,et al. Pattern Extraction for Time Series Classification , 2001, PKDD.
[20] Yunhao Liu,et al. Indexable PLA for Efficient Similarity Search , 2007, VLDB.
[21] Ada Wai-Chee Fu,et al. Efficient time series matching by wavelets , 1999, Proceedings 15th International Conference on Data Engineering (Cat. No.99CB36337).
[22] Dennis Shasha,et al. Warping indexes with envelope transforms for query by humming , 2003, SIGMOD '03.
[23] Hans-Peter Kriegel,et al. Similarity Search on Time Series Based on Threshold Queries , 2006, EDBT.
[24] Kyoji Kawagoe,et al. A similarity search method of time series data with combination of Fourier and wavelet transforms , 2002, Proceedings Ninth International Symposium on Temporal Representation and Reasoning.
[25] Ron Kohavi,et al. A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection , 1995, IJCAI.
[26] Lei Chen,et al. Using Multi-Scale Histograms to Answer Pattern Existence and Shape Match Queries , 2005, SSDBM.
[27] Lei Chen,et al. On The Marriage of Lp-norms and Edit Distance , 2004, VLDB.
[28] Christos Faloutsos,et al. Efficient retrieval of similar time sequences under time warping , 1998, Proceedings 14th International Conference on Data Engineering.
[29] Anthony K. H. Tung,et al. SpADe: On Shape-based Pattern Detection in Streaming Time Series , 2007, 2007 IEEE 23rd International Conference on Data Engineering.
[30] Eamonn J. Keogh,et al. Dimensionality Reduction for Fast Similarity Search in Large Time Series Databases , 2001, Knowledge and Information Systems.
[31] Clu-istos Foutsos,et al. Fast subsequence matching in time-series databases , 1994, SIGMOD '94.
[32] Christos Faloutsos,et al. Efficiently supporting ad hoc queries in large datasets of time sequences , 1997, SIGMOD '97.
[33] Eamonn Keogh. Exact Indexing of Dynamic Time Warping , 2002, VLDB.
[34] Christos Faloutsos,et al. Fast Time Sequence Indexing for Arbitrary Lp Norms , 2000, VLDB.
[35] Jiawei Han,et al. Data Mining: Concepts and Techniques , 2000 .
[36] Yannis Manolopoulos,et al. Evaluation of similarity searching methods for music data in P2P networks , 2005, Int. J. Bus. Intell. Data Min..
[37] Dimitrios Gunopulos,et al. Indexing Multidimensional Time-Series , 2004, The VLDB Journal.
[38] Pierre Geurts,et al. Contributions to decision tree induction: bias/variance tradeoff and time series classification , 2002 .
[39] Li Wei,et al. Fast time series classification using numerosity reduction , 2006, ICML.