Discrete-time signal processing
Discrete-time signal processing
The R*-tree: an efficient and robust access method for points and rectangles
SIGMOD '90 Proceedings of the 1990 ACM SIGMOD international conference on Management of data
A retrieval technique for similar shapes
SIGMOD '91 Proceedings of the 1991 ACM SIGMOD international conference on Management of data
Fast subsequence matching in time-series databases
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
PODS '95 Proceedings of the fourteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
Efficient Similarity Search In Sequence Databases
FODO '93 Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms
CORAL - Control, Relations and Logic
VLDB '92 Proceedings of the 18th 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
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
Iterated DFT based techniques for join size estimation
Proceedings of the seventh international conference on Information and knowledge management
Fast time-series searching with scaling and shifting
PODS '99 Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Scalable algorithms for mining large databases
KDD '99 Tutorial notes 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
Mining the stock market (extended abstract): which measure is best?
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Time series similarity measures (tutorial PM-2)
Tutorial notes of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Knowledge Discovery from Series of Interval Events
Journal of Intelligent Information Systems - Data warehousing and knowledge discovery
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
Proceedings of the tenth international conference on Information and knowledge management
Shape-based retrieval of similar subsequences in time-series databases
Proceedings of the 2002 ACM symposium on Applied computing
ADC '01 Proceedings of the 12th Australasian database conference
Continually evaluating similarity-based pattern queries on a streaming time series
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
General match: a subsequence matching method in time-series databases based on generalized windows
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Efficient retrieval of similar time series
Information organization and databases
Similarity based retrieval from sequence databases using automata as queries
Proceedings of the eleventh international conference on Information and knowledge management
Evaluating continuous nearest neighbor queries for streaming time series via pre-fetching
Proceedings of the eleventh international conference on Information and knowledge management
Aggregation and comparison of trajectories
Proceedings of the 10th ACM international symposium on Advances in geographic information systems
Fast and Effective Retrieval of Medical Tumor Shapes
IEEE Transactions on Knowledge and Data Engineering
Querying Time Series Data Based on Similarity
IEEE Transactions on Knowledge and Data Engineering
A Survey of Temporal Knowledge Discovery Paradigms and Methods
IEEE Transactions on Knowledge and Data Engineering
Supporting Movement Pattern Queries in User-Specified Scales
IEEE Transactions on Knowledge and Data Engineering
Context-Based Similarity Measures for Categorical Databases
PKDD '00 Proceedings of the 4th 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
Similarity between Event Types in Sequences
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Efficient Pattern Matching of Time Series Data
IEA/AIE '02 Proceedings of the 15th international conference on Industrial and engineering applications of artificial intelligence and expert systems: developments in applied artificial intelligence
Efficient Similarity Search for Time Series Data Based on the Minimum Distance
CAiSE '02 Proceedings of the 14th International Conference on Advanced Information Systems Engineering
Indexing very high-dimensional sparse and quasi-sparse vectors for similarity searches
The VLDB Journal — The International Journal on Very Large Data Bases
Feature-based classification of time-series data
Information processing and technology
Efficient retrieval of similar shapes
The VLDB Journal — The International Journal on Very Large Data Bases
Similarity measure based on partial information of time series
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Haar Wavelets for Efficient Similarity Search of Time-Series: With and Without Time Warping
IEEE Transactions on Knowledge and Data Engineering
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
Warping indexes with envelope transforms for query by humming
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
A learning-based approach to estimate statistics of operators in continuous queries: a case study
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Similarity search of time-warped subsequences via a suffix tree
Information Systems
Dependency detection in MobiMine: a systems perspective
Information Sciences—Informatics and Computer Science: An International Journal - special issue: Knowledge discovery from distributed information sources
Minimum distance queries for time series data
Journal of Systems and Software
Optimizing Similarity Search for Arbitrary Length Time Series Queries
IEEE Transactions on Knowledge and Data Engineering
A Subsequence Matching Algorithm that Supports Normalization Transform in Time-Series Databases
Data Mining and Knowledge Discovery
Information Systems - Databases: Creation, management and utilization
Detection of complex temporal patterns over data streams
Information Systems - Special issue: ADBIS 2002: Advances in databases and information systems
Efficient processing of subsequence matching with the Euclidean metric in time-series databases
Information Processing Letters
Online event-driven subsequence matching over financial data streams
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Bounded similarity querying for time-series data
Information and Computation - Special issue: Commemorating the 50th birthday anniversary of Paris C. Kanellakis
Subsequence matching on structured time series data
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Fast window correlations over uncooperative time series
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Continuous Similarity-Based Queries on Streaming Time Series
IEEE Transactions on Knowledge and Data Engineering
A segment-wise time warping method for time scaling searching
Information Sciences—Informatics and Computer Science: An International Journal
Generalized multidimensional data mapping and query processing
ACM Transactions on Database Systems (TODS)
XMage: an image retrieval method based on partial similarity
Information Processing and Management: an International Journal
Hypercube sweeping algorithm for subsequence motion matching in large motion databases
Proceedings of the 2006 ACM international conference on Virtual reality continuum and its applications
Shape-based retrieval in time-series databases
Journal of Systems and Software
A geometrical solution to time series searching invariant to shifting and scaling
Knowledge and Information Systems
Online summarization of dynamic time series data
The VLDB Journal — The International Journal on Very Large Data Bases
A multi-step strategy for approximate similarity search in image databases
ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
Generalized regression model for sequence matching and clustering
Knowledge and Information Systems
Prefix-querying with anL1 distance metric for time-series subsequence matching under time warping
Journal of Information Science
Adaptable similarity search using non-relevant information
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
StatStream: statistical monitoring of thousands of data streams in real time
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Using multiple indexes for efficient subsequence matching in time-series databases
Information Sciences: an International Journal
Association-based similarity testing and its applications
Intelligent Data Analysis
Approximate embedding-based subsequence matching of time series
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Temporal pattern matching for the prediction of stock prices
AIDM '07 Proceedings of the 2nd international workshop on Integrating artificial intelligence and data mining - Volume 84
An Effective Data Processing Method for Fast Clustering
ICCSA '08 Proceedings of the international conference on Computational Science and Its Applications, Part II
Sequence Matching for Suspicious Activity Detection in Anti-Money Laundering
PAISI, PACCF and SOCO '08 Proceedings of the IEEE ISI 2008 PAISI, PACCF, and SOCO international workshops on Intelligence and Security Informatics
On efficiently searching trajectories and archival data for historical similarities
Proceedings of the VLDB Endowment
Efficient indexing of interval time sequences
Information Processing Letters
BGP-lens: patterns and anomalies in internet routing updates
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
GAMPS: compressing multi sensor data by grouping and amplitude scaling
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
A time series representation model for accurate and fast similarity detection
Pattern Recognition
Towards faster activity search using embedding-based subsequence matching
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Detailed diagnosis in enterprise networks
Proceedings of the ACM SIGCOMM 2009 conference on Data communication
Data Discovery and Related Factors of Documents on the Web and the Network
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part I
Case-based retrieval to support the treatment of end stage renal failure patients
Artificial Intelligence in Medicine
Bounded similarity querying for time-series data
Information and Computation
XMage: An image retrieval method based on partial similarity
Information Processing and Management: an International Journal
A segment-wise time warping method for time scaling searching
Information Sciences: an International Journal
Proceedings of the 2010 ACM Symposium on Applied Computing
Diagnostic powertracing for sensor node failure analysis
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
An effective detection method for clustering similar XML DTDs using tag sequences
ICCSA'07 Proceedings of the 2007 international conference on Computational science and Its applications - Volume Part II
Fast approximate correlation for massive time-series data
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Benchmarking dynamic time warping for music retrieval
Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments
A real time hybrid pattern matching scheme for stock time series
ADC '10 Proceedings of the Twenty-First Australasian Conference on Database Technologies - Volume 104
Parsimonious linear fingerprinting for time series
Proceedings of the VLDB Endowment
TIDES--a new descriptor for time series oscillation behavior
Geoinformatica
A novel clustering method on time series data
Expert Systems with Applications: An International Journal
On-line rule matching for event prediction
The VLDB Journal — The International Journal on Very Large Data Bases
Embedding-based subsequence matching in time-series databases
ACM Transactions on Database Systems (TODS)
Symbol extraction method and symbolic distance for analysing medical time series
ISBMDA'06 Proceedings of the 7th international conference on Biological and Medical Data Analysis
A method of recommending buying points for internet shopping malls
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Spatial feature based recognition of human dynamics in video sequences
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Using multiple indexes for efficient subsequence matching in time-series databases
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
Feature detection from illustration of time-series data
GREC'05 Proceedings of the 6th international conference on Graphics Recognition: ten Years Review and Future Perspectives
An index-based method for timestamped event sequence matching
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Business impact analysis using time correlations
DEECS'06 Proceedings of the Second international conference on Data Engineering Issues in E-Commerce and Services
tsdb: a compressed database for time series
TMA'12 Proceedings of the 4th international conference on Traffic Monitoring and Analysis
Information Retrieval with Time Series Query
Proceedings of the 2013 Conference on the Theory of Information Retrieval
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We study a set of linear transformations on the Fourier series representation of a sequence that can be used as the basis for similarity queries on time-series data. We show that our set of transformations is rich enough to formulate operations such as moving average and time warping. We present a query processing algorithm that uses the underlying R-tree index of a multidimensional data set to answer similarity queries efficiently. Our experiments show that the performance of this algorithm is competitive to that of processing ordinary (exact match) queries using the index, and much faster than sequential scanning. We relate our transformations to the general framework for similarity queries of Jagadish et al.