Fast subsequence matching in time-series databases
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
Efficiently supporting ad hoc queries in large datasets of time sequences
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Finding patterns in time series: a dynamic programming approach
Advances in knowledge discovery and data mining
Matching and indexing sequences of different lengths
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
Supporting fast search in time series for movement patterns in multiple scales
Proceedings of the seventh international conference on Information and knowledge management
MALM: a framework for mining sequence database at multiple abstraction levels
Proceedings of the seventh international conference on Information and knowledge management
A fast projection algorithm for sequence data searching
Data & Knowledge Engineering - Special issue: next generation information technologies and systems
Fast time-series searching with scaling and shifting
PODS '99 Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Event detection from time series data
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Adaptive query processing for time-series data
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Deformable Markov model templates for time-series pattern matching
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining the stock market (extended abstract): which measure is best?
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Discovering similar patterns in time series
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Supporting subseries nearest neighbor search via approximation
Proceedings of the ninth international conference on Information and knowledge management
Proceedings of the ninth international conference on Information and knowledge management
A comparison of DFT and DWT based similarity search in time-series databases
Proceedings of the ninth international conference on Information and knowledge management
Segment-based approach for subsequence searches in sequence databases
Proceedings of the 2001 ACM symposium on Applied computing
Locally adaptive dimensionality reduction for indexing large time series databases
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Efficient and robust feature extraction and pattern matching of time series by a lattice structure
Proceedings of the tenth international conference on Information and knowledge management
Efficient Similarity Search In Sequence Databases
FODO '93 Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms
Approximate Queries and Representations for Large Data Sequences
ICDE '96 Proceedings of the Twelfth International Conference on Data Engineering
Efficient Retrieval of Similar Time Sequences Under Time Warping
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Variable Length Queries for Time Series Data
Proceedings of the 17th International Conference on Data Engineering
Approximate Nearest Neighbor Searching in Multimedia Databases
Proceedings of the 17th International Conference on Data Engineering
Distance Measures for Effective Clustering of ARIMA Time-Series
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
PKDD '97 Proceedings of the First European Symposium on Principles of Data Mining and Knowledge Discovery
Using Signature Files for Querying Time-Series Data
PKDD '97 Proceedings of the First European Symposium on Principles of Data Mining and Knowledge Discovery
The Haar Wavelet Transform in the Time Series Similarity Paradigm
PKDD '99 Proceedings of the Third European Conference on Principles of Data Mining and Knowledge Discovery
Fast Time Sequence Indexing for Arbitrary Lp Norms
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Identifying Representative Trends in Massive Time Series Data Sets Using Sketches
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
FALCON: Feedback Adaptive Loop for Content-Based Retrieval
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
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
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
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 Index-Based Approach for Similarity Search Supporting Time Warping in Large Sequence Databases
Proceedings of the 17th International Conference on Data Engineering
Fast Retrieval of Similar Subsequences in Long Sequence Databases
KDEX '99 Proceedings of the 1999 Workshop on Knowledge and Data Engineering Exchange
A Signature Technique for Similarity-Based Queries
SEQUENCES '97 Proceedings of the Compression and Complexity of Sequences 1997
Supporting Content-Based Searches on Time Series via Approximation
SSDBM '00 Proceedings of the 12th International Conference on Scientific and Statistical Database Management
SSDBM '00 Proceedings of the 12th International Conference on Scientific and Statistical Database Management
A Similarity Search Method of Time Series Data with Combination of Fourier and Wavelet Transforms
TIME '02 Proceedings of the Ninth International Symposium on Temporal Representation and Reasoning (TIME'02)
On Similarity-Based Queries for Time Series Data
ICDE '99 Proceedings of the 15th International Conference on Data Engineering
Efficient Time Series Matching by Wavelets
ICDE '99 Proceedings of the 15th International Conference on Data Engineering
Similarity Search for Multidimensional Data Sequences
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
Efficient Searches for Similar Subsequences of Different Lengths in Sequence Databases
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
Similarity Search Over Time-Series Data Using Wavelets
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
An Efficient Index Structure for Shift and Scale Invariant Search of Multi-Attribute Time Sequences
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
Exact indexing of dynamic time warping
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Clustering time series from ARMA models with clipped data
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Clustering Time Series with Clipped Data
Machine Learning
A Bit Level Representation for Time Series Data Mining with Shape Based Similarity
Data Mining and Knowledge Discovery
A study of the effects of bias in criterion functions for temporal data clustering
Proceedings of the 43rd annual Southeast regional conference - Volume 1
Modeling student online learning using clustering
Proceedings of the 44th annual Southeast regional conference
Warping the time on data streams
Data & Knowledge Engineering
Time series clustering and classification by the autoregressive metric
Computational Statistics & Data Analysis
Enhanced 1-NN time series classification using badness of records
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Activity based surveillance video content modelling
Pattern Recognition
Interactive shape specification for pattern search in time series
AVI '08 Proceedings of the working conference on Advanced visual interfaces
Explorative Data Mining on Stock Data --- Experimental Results and Findings
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Feature Extraction from Sensor Data Streams for Real-Time Human Behaviour Recognition
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
A Multi-measure Nearest Neighbor Algorithm for Time Series Classification
IBERAMIA '08 Proceedings of the 11th Ibero-American conference on AI: Advances in Artificial Intelligence
Efficient algorithms for segmentation of item-set time series
Data Mining and Knowledge Discovery
Proceedings of the VLDB Endowment
On-line motif detection in time series with SwiftMotif
Pattern Recognition
Energy-efficient data acquisition by adaptive sampling for wireless sensor networks
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
Compensation of Translational Displacement in Time Series Clustering Using Cross Correlation
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
An approach for temporal analysis of email data based on segmentation
Data & Knowledge Engineering
Optimal distance bounds for fast search on compressed time-series query logs
ACM Transactions on the Web (TWEB)
Segmentation and classification of time-series: real case studies
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Exact indexing for massive time series databases under time warping distance
Data Mining and Knowledge Discovery
Online signature verification with support vector machines based on LCSS kernel functions
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
An efficient approach for human motion data mining based on curves matching
ICCVG'10 Proceedings of the 2010 international conference on Computer vision and graphics: Part I
Recognizing the intended message of line graphs
Diagrams'10 Proceedings of the 6th international conference on Diagrammatic representation and inference
Lag patterns in time series databases
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
Dynamic time warping constraint learning for large margin nearest neighbor classification
Information Sciences: an International Journal
Orthogonal feature learning for time series clustering
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Logical-shapelets: an expressive primitive for time series classification
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Fusion of similarity measures for time series classification
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
PReMI'11 Proceedings of the 4th international conference on Pattern recognition and machine intelligence
Mining significant time intervals for relationship detection
SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases
Classification of household devices by electricity usage profiles
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Modeling and mining the rule evolution
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Clustering time-series medical databases based on the improved multiscale matching
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
How many reference patterns can improve profitability for real-time trading in futures market?
Expert Systems with Applications: An International Journal
Time series case based reasoning for image categorisation
ICCBR'11 Proceedings of the 19th international conference on Case-Based Reasoning Research and Development
Time series similarity measure based on the function of degree of disagreement
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
Content-based layouts for exploratory metadata search in scientific research data
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Ensemble based positive unlabeled learning for time series classification
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Positive unlabeled learning for time series classification
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Significant motifs in time series
Statistical Analysis and Data Mining
Clustering high dimensional data
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Parsimonious temporal aggregation
The VLDB Journal — The International Journal on Very Large Data Bases
Searching and mining trillions of time series subsequences under dynamic time warping
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A shapelet transform for time series classification
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Correlation based dynamic time warping of multivariate time series
Expert Systems with Applications: An International Journal
Guided discovery of interesting relationships between time series clusters and metadata properties
Proceedings of the 12th International Conference on Knowledge Management and Knowledge Technologies
Alternative quality measures for time series shapelets
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
An integrated framework for human activity classification
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
ACM Computing Surveys (CSUR)
A benchmark for content-based retrieval in bivariate data collections
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
Experimental comparison of representation methods and distance measures for time series data
Data Mining and Knowledge Discovery
Using derivatives in time series classification
Data Mining and Knowledge Discovery
Visual-interactive querying for multivariate research data repositories using bag-of-words
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012
Information Technology and Management
A metric learning based approach to evaluate task-specific time series similarity
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Data mining a trillion time series subsequences under dynamic time warping
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Instruction set extensions for dynamic time warping
Proceedings of the Ninth IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System Synthesis
Discovering longest-lasting correlation in sequence databases
Proceedings of the VLDB Endowment
Stock market co-movement assessment using a three-phase clustering method
Expert Systems with Applications: An International Journal
HMM-based hybrid meta-clustering ensemble for temporal data
Knowledge-Based Systems
Hi-index | 0.01 |
In the last decade there has been an explosion of interest in mining time series data. Literally hundreds of papers have introduced new algorithms to index, classify, cluster and segment time series. In this work we make the following claim. Much of this work has very little utility because the contribution made (speed in the case of indexing, accuracy in the case of classification and clustering, model accuracy in the case of segmentation) offer an amount of “improvement” that would have been completely dwarfed by the variance that would have been observed by testing on many real world datasets, or the variance that would have been observed by changing minor (unstated) implementation details.To illustrate our point, we have undertaken the most exhaustive set of time series experiments ever attempted, re-implementing the contribution of more than two dozen papers, and testing them on 50 real world, highly diverse datasets. Our empirical results strongly support our assertion, and suggest the need for a set of time series benchmarks and more careful empirical evaluation in the data mining community.