ACM Computing Surveys (CSUR) - Annals of discrete mathematics, 24
Spatial query processing in an object-oriented database system
SIGMOD '86 Proceedings of the 1986 ACM SIGMOD international conference on Management of data
The design and analysis of spatial data structures
The design and analysis of spatial data structures
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
The JPEG still picture compression standard
Communications of the ACM - Special issue on digital multimedia systems
A retrieval technique for similar shapes
SIGMOD '91 Proceedings of the 1991 ACM SIGMOD international conference on Management of data
Bibliography on spatiotemporal databases
ACM SIGMOD Record
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
CIKM '93 Proceedings of the second international conference on Information and knowledge management
Efficient and effective querying by image content
Journal of Intelligent Information Systems - Special issue: advances in visual information management systems
The Grid File: An Adaptable, Symmetric Multikey File Structure
ACM Transactions on Database Systems (TODS)
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
Database Mining: A Performance Perspective
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
QBISM: Extending a DBMS to Support 3D Medical Images
Proceedings of the Tenth International Conference on Data Engineering
The R+-Tree: A Dynamic Index for Multi-Dimensional Objects
VLDB '87 Proceedings of the 13th International Conference on Very Large Data Bases
An Interval Classifier for Database Mining Applications
VLDB '92 Proceedings of the 18th International Conference on Very Large Data Bases
Proceedings of the Sixth International Conference on Data Engineering
PODS '95 Proceedings of the fourteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Efficient retrieval for browsing large image databases
CIKM '96 Proceedings of the fifth international conference on Information and knowledge management
Fast retrieval of cursive handwriting
CIKM '96 Proceedings of the fifth international conference on Information and knowledge management
Efficient processing of one and two dimensional proximity queries in associative memory
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Similarity-based queries for time series data
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Distance-based indexing for high-dimensional metric spaces
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Time-series similarity problems and well-separated geometric sets
SCG '97 Proceedings of the thirteenth annual symposium on Computational geometry
VideoTrails: representing and visualizing structure in video sequences
MULTIMEDIA '97 Proceedings of the fifth ACM international conference on Multimedia
A framework for the management of past experiences with time-extended situations
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
Matching and indexing sequences of different lengths
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
Optimal multi-step k-nearest neighbor search
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Dimensionality reduction for similarity searching in dynamic databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Similarity query processing using disk arrays
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Self-spacial join selectivity estimation using fractal concepts
ACM Transactions on Information Systems (TOIS)
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
Selectivity estimation of Window queries for line segment datasets
Proceedings of the seventh international conference on Information and knowledge management
Handling temporal grouping and pattern-matching queries in a temporal object model
Proceedings of the seventh international conference on Information and knowledge management
An efficient nearest-neighbour search while varying Euclidean metrics
MULTIMEDIA '98 Proceedings of the sixth ACM international conference on Multimedia
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
Relevance feedback retrieval of time series data
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Adaptive query processing for time-series data
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 1)
Comparison of access methods for time-evolving data
ACM Computing Surveys (CSUR)
Indexing large metric spaces for similarity search queries
ACM Transactions on Database Systems (TODS)
Spatial join selectivity using power laws
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Deformable Markov model templates for time-series pattern matching
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Global partial orders from sequential data
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
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
Temporal Coupling Verification in Time Series Databases
Journal of Intelligent Information Systems - Data warehousing and knowledge discovery
Vector approximation based indexing for non-uniform high dimensional data sets
Proceedings of the ninth international conference on Information and knowledge management
Dimensionality reduction and similarity computation by inner product approximations
Proceedings of the ninth international conference on Information and knowledge management
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
A cost model for query processing in high dimensional data spaces
ACM Transactions on Database Systems (TODS)
Distributed Processing of Similarity Queries
Distributed and Parallel Databases
Segment-based approach for subsequence searches in sequence databases
Proceedings of the 2001 ACM symposium on Applied computing
Optimization of sequence queries in database systems
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
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 tumble similar set retrieval
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Ensemble-index: a new approach to indexing large databases
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the tenth international conference on Information and knowledge management
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
ACM Computing Surveys (CSUR)
Shape-based retrieval of similar subsequences in time-series databases
Proceedings of the 2002 ACM symposium on Applied computing
Models and issues in data stream systems
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
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
Locally adaptive dimensionality reduction for indexing large time series databases
ACM Transactions on Database Systems (TODS)
Efficient retrieval of similar time series
Information organization and databases
F4: large-scale automated forecasting using fractals
Proceedings of the eleventh international conference on Information and knowledge management
Vulnerabilities in similarity search based systems
Proceedings of the eleventh international conference on Information and knowledge management
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
A syntactic approach for searching similarities within sentences
Proceedings of the eleventh international conference on Information and knowledge management
Hyper-rectangle based segmentation and clustering of large video data sets
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Intelligent multimedia computing and networking
An Extension to SQL for Mining Association Rules
Data Mining and Knowledge Discovery
Combining Approximation Techniques and Vector Quantization for Adaptable Similarity Search
Journal of Intelligent Information Systems - Special issue on data warehousing and knowledge discovery
Scalable Federation of Web Cache Servers
World Wide Web
A Scalable Web Server Architecture
World Wide Web
Mining hybrid sequential patterns and sequential rules
Information Systems
Continuous queries over data streams
ACM SIGMOD Record
Temporal and Real-Time Databases: A Survey
IEEE Transactions on Knowledge and Data Engineering
Data Mining: An Overview from a Database Perspective
IEEE Transactions on Knowledge and Data Engineering
Fast and Effective Retrieval of Medical Tumor Shapes
IEEE Transactions on Knowledge and Data Engineering
Supporting Ranked Boolean Similarity Queries in MARS
IEEE Transactions on Knowledge and Data Engineering
A Multistep Approach for Shape Similarity Search in Image Databases
IEEE Transactions on Knowledge and Data Engineering
High Dimensional Similarity Joins: Algorithms and Performance Evaluation
IEEE Transactions on Knowledge and Data Engineering
Querying Time Series Data Based on Similarity
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Knowledge and Data Engineering
Accurate Modeling of Region Data
IEEE Transactions on Knowledge and Data Engineering
A Survey of Temporal Knowledge Discovery Paradigms and Methods
IEEE Transactions on Knowledge and Data Engineering
Sketching a graph to query a time-series database
CHI '01 Extended Abstracts on Human Factors in Computing Systems
Supporting Movement Pattern Queries in User-Specified Scales
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Knowledge and Data Engineering
Dynamically Optimizing High-Dimensional Index Structures
EDBT '00 Proceedings of the 7th International Conference on Extending Database Technology: Advances in Database Technology
An Augmented Visual Query Mechanism for Finding Patterns in Time Series Data
FQAS '02 Proceedings of the 5th International Conference on Flexible Query Answering Systems
FQAS '02 Proceedings of the 5th International Conference on Flexible Query Answering Systems
Classification Rules + Time = Temporal Rules
ICCS '02 Proceedings of the International Conference on Computational Science-Part I
MDIC '01 Proceedings of the Second International Workshop on Multimedia Databases and Image Communication
Algorithm for Matching Sets of Time Series
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
MSTS: A System for Mining Sets of Time Series
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Parametric Approximation Algorithms for High-Dimensional Euclidean Similarity
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
On the Discovery of Weak Periodicities in Large Time Series
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Distance and Feature-Based Clustering of Time Series: An Application on Neurophysiology
SETN '02 Proceedings of the Second Hellenic Conference on AI: Methods and Applications of Artificial Intelligence
M-tree: An Efficient Access Method for Similarity Search in Metric Spaces
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Parallel Algorithms for High-dimensional Similarity Joins for Data Mining Applications
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Improving Adaptable Similarity Query Processing by Using Approximations
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
High Level Indexing of User-Defined Types
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
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
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
Estimating the Selectivity of Spatial Queries Using the `Correlation' Fractal Dimension
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Analysis of n-Dimensional Quadtrees using the Hausdorff Fractal Dimension
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
Fast Nearest Neighbor Search in Medical Image Databases
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
A New SQL-like Operator for Mining Association Rules
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
Efficient User-Adaptable Similarity Search in Large Multimedia Databases
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Data Reduction and Noise Filtering for Predicting Times Series
WAIM '02 Proceedings of the Third International Conference on Advances in Web-Age Information Management
A General and Efficient Approach for Solving Nearest Neighbor Problem in the Vague Query System
WAIM '02 Proceedings of the Third International Conference on Advances in Web-Age Information Management
Size Estimation of the Intersection Join between Two Line Segment Datasets
ADBIS-DASFAA '00 Proceedings of the East-European Conference on Advances in Databases and Information Systems Held Jointly with International Conference on Database Systems for Advanced Applications: Current Issues in Databases and Information Systems
AIM: Approximate Intelligent Matching for Time Series Data
DaWaK 2000 Proceedings of the Second International Conference on Data Warehousing and Knowledge Discovery
Knowledge Discovery Using Medical Data Mining
ISMDA '02 Proceedings of the Third International Symposium on Medical Data Analysis
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
The S2-Tree: An Index Structure for Subsequence Matching of Spatial Objects
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Micro Similarity Queries in Time Series Database
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
News Sensitive Stock Trend Prediction
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
SSDBM '96 Proceedings of the Eighth International Conference on Scientific and Statistical Database Management
Building an Information and Knowledge Fusion System
Proceedings of the 14th International conference on Industrial and engineering applications of artificial intelligence and expert systems: engineering of intelligent systems
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
Formal Languages and Algorithms for Similarity Based Retrieval from Sequence Databases
FST TCS '02 Proceedings of the 22nd Conference Kanpur on Foundations of Software Technology and Theoretical Computer Science
Quality of Service and Electronic Newspaper: The Etel Solution
Advances in Distributed Systems, Advanced Distributed Computing: From Algorithms to Systems
Interactive Exploration of Time Series Data
DS '01 Proceedings of the 4th International Conference on Discovery Science
Finding Informative Rules in Interval Sequences
IDA '01 Proceedings of the 4th International Conference on Advances in Intelligent Data Analysis
Qualitative Comparison of Temporal Series. QSI
CCIA '02 Proceedings of the 5th Catalonian Conference on AI: Topics in Artificial Intelligence
SQL/LPP: A Time Series Extension of SQL Based on Limited Patience Patterns
DEXA '99 Proceedings of the 10th International Conference on Database and Expert Systems Applications
The SH-tree: A Super Hybrid Index Structure for Multidimensional Data
DEXA '01 Proceedings of the 12th International Conference on Database and Expert Systems Applications
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
Discovering Temporal Relation Rules Mining from Interval Data
EurAsia-ICT '02 Proceedings of the First EurAsian Conference on Information and Communication Technology
Indexing very high-dimensional sparse and quasi-sparse vectors for similarity searches
The VLDB Journal — The International Journal on Very Large Data Bases
Using extended feature objects for partial similarity retrieval
The VLDB Journal — The International Journal on Very Large Data Bases
Time-series similarity problems and well-separated geometric sets
Nordic Journal of Computing
Feature-based classification of time-series data
Information processing and technology
Efficient similarity search for market basket data
The VLDB Journal — The International Journal on Very Large Data Bases
On the need for time series data mining benchmarks: a survey and empirical demonstration
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Finding surprising patterns in a time series database in linear time and space
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Non-linear dimensionality reduction techniques for classification and visualization
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
Connectionist and evolutionary models for learning, discovering and forecasting software effort
Managing data mining technologies in organizations
An Index Structure for Pattern Similarity Searching in DNA Microarray Data
CSB '02 Proceedings of the IEEE Computer Society Conference on Bioinformatics
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 bibliography of temporal, spatial and spatio-temporal data mining research
ACM SIGKDD Explorations Newsletter
On the Need for Time Series Data Mining Benchmarks: A Survey and Empirical Demonstration
Data Mining and Knowledge Discovery
Warping indexes with envelope transforms for query by humming
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Using sets of feature vectors for similarity search on voxelized CAD objects
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
A symbolic representation of time series, with implications for streaming algorithms
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
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
Efficient Subsequence Matching in Time Series Databases Under Time and Amplitude Transformations
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Efficient region-based image retrieval
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Dimensionality reduction using magnitude and shape approximations
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Simplified time series representations for efficient analysis of industrial process data
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Minimum distance queries for time series data
Journal of Systems and Software
Incremental, Online, and Merge Mining of Partial Periodic Patterns in Time-Series Databases
IEEE Transactions on Knowledge and Data Engineering
Optimizing Similarity Search for Arbitrary Length Time Series Queries
IEEE Transactions on Knowledge and Data Engineering
Content-based Three-dimensional Engineering Shape Search
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Online Amnesic Approximation of Streaming Time Series
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
A novel technique for indexing video surveillance data
IWVS '03 First ACM SIGMM international workshop on Video surveillance
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
Dynamic query tools for time series data sets: timebox widgets for interactive exploration
Information Visualization
Expressing and optimizing sequence queries in database systems
ACM Transactions on Database Systems (TODS)
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
Indexing spatio-temporal trajectories with Chebyshev polynomials
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Visually mining and monitoring massive time series
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Automated extraction and parameterization of motions in large data sets
ACM SIGGRAPH 2004 Papers
IEEE Transactions on Knowledge and Data Engineering
Symbolic representation and retrieval of moving object trajectories
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Segmentation and recognition of multi-attribute motion sequences
Proceedings of the 12th annual ACM international conference on Multimedia
Distance-function design and fusion for sequence data
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Indexing of variable length multi-attribute motion data
Proceedings of the 2nd ACM international workshop on Multimedia databases
Bounded similarity querying for time-series data
Information and Computation - Special issue: Commemorating the 50th birthday anniversary of Paris C. Kanellakis
CVA file: an index structure for high-dimensional datasets
Knowledge and Information Systems
Exact indexing of dynamic time warping
Knowledge and Information Systems
Elastic Translation Invariant Matching of Trajectories
Machine Learning
A Unified Framework for Monitoring Data Streams in Real Time
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
A Multiresolution Symbolic Representation of Time Series
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Array-index: a plug&search K nearest neighbors method for high-dimensional data
Data & Knowledge Engineering
FTW: fast similarity search under the time warping distance
Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
BRAID: stream mining through group lag correlations
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Subsequence matching on structured time series data
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Performance bottleneck in time-series subsequence matching
Proceedings of the 2005 ACM symposium on Applied computing
Optimization of subsequence matching under time warping in time-series databases
Proceedings of the 2005 ACM symposium on Applied computing
Fast window correlations over uncooperative time series
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Finding similarity in time series data by method of time weighted moments
ADC '05 Proceedings of the 16th Australasian database conference - Volume 39
Parameter free bursty events detection in text streams
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Scaling and time warping in time series querying
VLDB '05 Proceedings of the 31st international conference on Very large data bases
A trajectory splitting model for efficient spatio-temporal indexing
VLDB '05 Proceedings of the 31st international conference on Very large data bases
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)
Shapes based trajectory queries for moving objects
Proceedings of the 13th annual ACM international workshop on Geographic information systems
Two ellipse-based pruning methods for group nearest neighbor queries
Proceedings of the 13th annual ACM international workshop on Geographic information systems
Adaptive nearest neighbor queries in travel time networks
Proceedings of the 13th annual ACM international workshop on Geographic information systems
Proceedings of the third ACM international workshop on Video surveillance & sensor networks
Visualizing and discovering non-trivial patterns in large time series databases
Information Visualization
A Review of Audio Fingerprinting
Journal of VLSI Signal Processing Systems
An efficient subsequence matching method based on index interpolation
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
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
Integrating XML data sources using approximate joins
ACM Transactions on Database Systems (TODS)
A Bit Level Representation for Time Series Data Mining with Shape Based Similarity
Data Mining and Knowledge Discovery
A non-linear dimensionality-reduction technique for fast similarity search in large databases
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Optimal multi-scale patterns in time series streams
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
A geometrical solution to time series searching invariant to shifting and scaling
Knowledge and Information Systems
Indexing spatiotemporal archives
The VLDB Journal — The International Journal on Very Large Data Bases
Indexing Multidimensional Time-Series
The VLDB Journal — The International Journal on Very Large Data Bases
Online summarization of dynamic time series data
The VLDB Journal — The International Journal on Very Large Data Bases
Business process impact visualization and anomaly detection
Information Visualization
High dimensional nearest neighbor searching
Information Systems
A decade of progress in indexing and mining large time series databases
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Efficient stream sequence matching algorithms for handheld devices on time-series stream data
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
Quantizing time series for efficient subsequence matching
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
Time series extrapolation using hierarchical case-based reasoning
SPPRA'06 Proceedings of the 24th IASTED international conference on Signal processing, pattern recognition, and applications
Efficient human motion retrieval in large databases
Proceedings of the 4th international conference on Computer graphics and interactive techniques in Australasia and Southeast Asia
Data mining and information retrieval in time series/multimedia databases
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Fault diagnosis using dynamic trend analysis: A review and recent developments
Engineering Applications of Artificial Intelligence
A novel filtration method in biological sequence databases
Pattern Recognition Letters
Constraint-based sequential pattern mining: the consideration of recency and compactness
Decision Support Systems
Stock time series pattern matching: Template-based vs. rule-based approaches
Engineering Applications of Artificial Intelligence
Segmentation and recognition of motion streams by similarity search
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Mining for weak periodic signals in time series databases
Intelligent Data Analysis
Generalized regression model for sequence matching and clustering
Knowledge and Information Systems
The privacy of k-NN retrieval for horizontal partitioned data: new methods and applications
ADC '07 Proceedings of the eighteenth conference on Australasian database - Volume 63
Prefix-querying with anL1 distance metric for time-series subsequence matching under time warping
Journal of Information Science
Adaptive similarity search in streaming time series with sliding windows
Data & Knowledge Engineering
SQUIRE: Sequential pattern mining with quantities
Journal of Systems and Software
Experiencing SAX: a novel symbolic representation of time series
Data Mining and Knowledge Discovery
Multi-dimensional regression analysis of time-series data streams
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
Exact indexing of dynamic time warping
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Efficient moving average transform-based subsequence matching algorithms in time-series databases
Information Sciences: an International Journal
EXTRA: a system for example-based translation assistance
Machine Translation
Using multiple indexes for efficient subsequence matching in time-series databases
Information Sciences: an International Journal
Indexing time series using signatures
Intelligent Data Analysis
Query processing in spatial network databases
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Indexing large human-motion databases
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
On the marriage of Lp-norms and edit distance
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Boolean representation based data-adaptive correlation analysis over time series streams
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Ranked subsequence matching in time-series databases
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Indexable PLA for efficient similarity search
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Information Sciences: an International Journal
Efficient Similarity Search over Future Stream Time Series
IEEE Transactions on Knowledge and Data Engineering
Compacting music signatures for efficient music retrieval
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
On the brink: searching for drops in sensor data
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Evaluation of similarity searching methods for music data in P2P networks
International Journal of Business Intelligence and Data Mining
Devices that tell on you: privacy trends in consumer ubiquitous computing
SS'07 Proceedings of 16th USENIX Security Symposium on USENIX Security Symposium
A spatiotemporal view of transactional data for data mining
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
Approximate embedding-based subsequence matching of time series
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Scaling and time warping in time series querying
The VLDB Journal — The International Journal on Very Large Data Bases
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
Clustering multidimensional sequences in spatial and temporal databases
Knowledge and Information Systems
iSAX: indexing and mining terabyte sized time series
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Clustering Streaming Time Series Using CBC
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Efficient Subsequence Matching Using the Longest Common Subsequence with a Dual Match Index
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Mining Temporal Association Patterns under a Similarity Constraint
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
An Efficient Similarity Searching Algorithm Based on Clustering for Time Series
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
Identifying Similar Subsequences in Data Streams
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Noise Control Boundary Image Matching Using Time-Series Moving Average Transform
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Efficiently finding unusual shapes in large image databases
Data Mining and Knowledge Discovery
On efficiently searching trajectories and archival data for historical similarities
Proceedings of the VLDB Endowment
A skip-list approach for efficiently processing forecasting queries
Proceedings of the VLDB Endowment
Proceedings of the VLDB Endowment
Challenges and techniques for effective and efficient similarity search in large video databases
Proceedings of the VLDB Endowment
SNIF TOOL: sniffing for patterns in continuous streams
Proceedings of the 17th ACM conference on Information and knowledge management
Fast correlation analysis on time series datasets
Proceedings of the 17th ACM conference on Information and knowledge management
Mining temporal interval relational rules from temporal data
Journal of Systems and Software
Efficient indexing of interval time sequences
Information Processing Letters
An efficient stream mining technique
WSEAS Transactions on Information Science and Applications
Disk aware discord discovery: finding unusual time series in terabyte sized datasets
Knowledge and Information Systems
Approximated Pattern Matching with the L1 , L2 and L∞ Metrics
SPIRE '08 Proceedings of the 15th International Symposium on String Processing and Information Retrieval
An Improvement of PAA for Dimensionality Reduction in Large Time Series Databases
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Perceptually consistent example-based human motion retrieval
Proceedings of the 2009 symposium on Interactive 3D graphics and games
Adaptive correlation analysis in stream time series with sliding windows
Computers & Mathematics with Applications
An efficient time series data mining technique
ICCOMP'08 Proceedings of the 12th WSEAS international conference on Computers
Searching for similar trajectories in spatial networks
Journal of Systems and Software
Fast Normalization-Transformed Subsequence Matching in Time-Series Databases
IEICE - Transactions on Information and Systems
Periodic Pattern Analysis in Time Series Databases
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Techniques for Efficiently Searching in Spatial, Temporal, Spatio-temporal, and Multimedia Databases
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
A stock recommendation system exploiting rule discovery in stock databases
Information and Software Technology
iSAX: disk-aware mining and indexing of massive time series datasets
Data Mining and Knowledge Discovery
Efficient discovery of unusual patterns in time series
New Generation Computing
Efficient anomaly monitoring over moving object trajectory streams
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Finding Structural Similarity in Time Series Data Using Bag-of-Patterns Representation
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Constraint-Based Learning of Distance Functions for Object Trajectories
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Towards faster activity search using embedding-based subsequence matching
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Mining closed patterns in multi-sequence time-series databases
Data & Knowledge Engineering
A statistical approach for selecting discriminative features of spatial regions of interest
Intelligent Data Analysis
Fast likelihood search for hidden Markov models
ACM Transactions on Knowledge Discovery from Data (TKDD)
Time series analysis with multiple resolutions
Information Systems
Mining data streams with periodically changing distributions
Proceedings of the 18th ACM conference on Information and knowledge management
Matching stream patterns of various lengths and tolerances
Proceedings of the 18th ACM conference on Information and knowledge management
Mining closed flexible patterns in time-series databases
Expert Systems with Applications: An International Journal
BerlinMOD: a benchmark for moving object databases
The VLDB Journal — The International Journal on Very Large Data Bases
A novel manufacturing defect detection method using association rule mining techniques
Expert Systems with Applications: An International Journal
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
Distortion-free predictive streaming time-series matching
Information Sciences: an International Journal
Shape-based indexing scheme for camera view invariant 3-D object retrieval
Multimedia Tools and Applications
A shape based approach for biometrical analyses
CompSysTech '09 Proceedings of the International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing
An information retrieval approach to predicting meteorological data
International Journal of Modelling and Simulation
Effective similarity search methods for large video data streams
ICCS'03 Proceedings of the 2003 international conference on Computational science
Real-time segmenting time series data
APWeb'03 Proceedings of the 5th Asia-Pacific web conference on Web technologies and applications
Efficient difference NN queries for moving objects
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
A tree-construction search approach for multivariate time series motifs discovery
Pattern Recognition Letters
Motif detection inspired by immune memory
ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
Similarity search using the polar wavelet in time series databases
ICIC'07 Proceedings of the intelligent computing 3rd international conference on Advanced intelligent computing theories and applications
Elastic non-contiguous sequence pattern detection for data stream monitoring
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
An MBR-safe transform for high-dimensional MBRs in similar sequence matching
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Interval-focused similarity search in time series databases
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Adaptive distance measurement for time series databases
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Generalizing the optimality of multi-step k-nearest neighbor query processing
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Detecting motifs in system call sequences
WISA'07 Proceedings of the 8th international conference on Information security applications
On privacy in time series data mining
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Approximate clustering of time series using compact model-based descriptions
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
A similarity search of trajectory data using textual information retrieval techniques
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Analysis of time series using compact model-based descriptions
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Fast approximate correlation for massive time-series data
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
An algorithmic approach to event summarization
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Searching trajectories by locations: an efficiency study
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
A framework for on-line trend extraction and fault diagnosis
Engineering Applications of Artificial Intelligence
DUST: a generalized notion of similarity between uncertain time series
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
DUST: a generalized notion of similarity between uncertain time series
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A comparative analysis of similarity measurement techniques through SimReq framework
Proceedings of the 7th International Conference on Frontiers of Information Technology
Benchmarking dynamic time warping for music retrieval
Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments
A new class of attacks on time series data mining\m{1}
Intelligent Data Analysis
Exact indexing for massive time series databases under time warping distance
Data Mining and Knowledge Discovery
Scaling-invariant boundary image matching using time-series matching techniques
Data & Knowledge Engineering
Audio similarity retrieval engine
Proceedings of the Third International Conference on SImilarity Search and APplications
Fast Discovery of Group Lag Correlations in Streams
ACM Transactions on Knowledge Discovery from Data (TKDD)
Efficient algorithm for a novel pattern of time series
Expert Systems with Applications: An International Journal
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
Discrete wavelet transform-based time series analysis and mining
ACM Computing Surveys (CSUR)
An improved piecewise aggregate approximation based on statistical features for time series mining
KSEM'10 Proceedings of the 4th international conference on Knowledge science, engineering and management
A framework for time-series analysis
AIMSA'10 Proceedings of the 14th international conference on Artificial intelligence: methodology, systems, and applications
Finding the least influenced set in uncertain databases
Information Systems
Analyzing multimodal time series as dynamical systems
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
HOT aSAX: a novel adaptive symbolic representation for time series discords discovery
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
A review on time series data mining
Engineering Applications of Artificial Intelligence
Parsimonious linear fingerprinting for time series
Proceedings of the VLDB Endowment
A parallel dimensionality reduction for time-series data and some of its applications
International Journal of Intelligent Information and Database Systems
Association mining of dependency between time series using Genetic Algorithm and discretisation
International Journal of Business Intelligence and Data Mining
Time series shapelets: a novel technique that allows accurate, interpretable and fast classification
Data Mining and Knowledge Discovery
A disk-aware algorithm for time series motif discovery
Data Mining and Knowledge Discovery
TIDES--a new descriptor for time series oscillation behavior
Geoinformatica
A vector forecasting model for fuzzy time series
Applied Soft Computing
Fast retrieval of time series using a multi-resolution filter with multiple reduced spaces
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Proceedings of the 14th International Conference on Extending Database Technology
Piecewise cloud approximation for time series mining
Knowledge-Based Systems
Complex Event Detection in Extremely Resource-Constrained Wireless Sensor Networks
Mobile Networks and Applications
On nonmetric similarity search problems in complex domains
ACM Computing Surveys (CSUR)
Finding semantics in time series
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
A new approach for processing ranked subsequence matching based on ranked union
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Time series subsequence matching based on a combination of PIP and clipping
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
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)
Real-time classification of dance gestures from skeleton animation
SCA '11 Proceedings of the 2011 ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Prominent streak discovery in sequence data
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Scalable kNN search on vertically stored time series
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
ThermoCast: a cyber-physical forecasting model for datacenters
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Approximate query on historical stream data
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part II
An envelope-based approach to rotation-invariant boundary image matching
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
ShiftTree: an interpretable model-based approach for time series classification
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Similar subsequence search in time series databases
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Effective monitoring by efficient fingerprint matching using a forest of NAQ-trees
Journal of Intelligent Information Systems
Function Annotation for Pseudoknot Using Structure Similarity
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Toward traffic-driven location-based web search
Proceedings of the 20th ACM international conference on Information and knowledge management
Continuously monitoring the correlations of massive discrete streams
Proceedings of the 20th ACM international conference on Information and knowledge management
Similarity matching for uncertain time series: analytical and experimental comparison
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Querying and Mining Uncertain Spatio-Temporal Data
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
Efficient search with changing similarity measures on large multimedia datasets
MMM'07 Proceedings of the 13th International conference on Multimedia Modeling - Volume Part II
Time series subsequence searching in specialized binary tree
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
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
DAPSS: exact subsequence matching for data streams
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Mining time series with mine time
SETN'06 Proceedings of the 4th Helenic conference on Advances in Artificial Intelligence
An efficient range query under the time warping distance
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Indexing of sequences of sets for efficient exact and similar subsequence matching
ISCIS'05 Proceedings of the 20th international conference on Computer and Information Sciences
Motion trajectory clustering for video retrieval using spatio-temporal approximations
VISUAL'05 Proceedings of the 8th international conference on Visual Information and Information Systems
Partially ordered template-based matching algorithm for financial time series
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
TWStream: finding correlated data streams under time warping
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Similarity search on time series based on threshold queries
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
AISS: an index for non-timestamped set subsequence queries
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Classifying motion time series using neural networks
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Efficient motion search in large motion capture databases
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
An index-based method for timestamped event sequence matching
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
Efficient pattern matching of multidimensional sequences
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Tight bounds on the estimation distance using wavelet
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Incremental DFT based search algorithm for similar sequence
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Mining time-profiled associations: an extended abstract
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
A likelihood ratio distance measure for the similarity between the fourier transform of time series
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Using relevance feedback to learn both the distance measure and the query in multimedia databases
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
DCF: an efficient data stream clustering framework for streaming applications
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
ICB-index: a new indexing technique for continuous time sequences
ADBIS'06 Proceedings of the 10th East European conference on Advances in Databases and Information Systems
Business impact analysis using time correlations
DEECS'06 Proceedings of the Second international conference on Data Engineering Issues in E-Commerce and Services
Human activity recognition in videos: a systematic approach
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Subseries join: a similarity-based time series match approach
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
A comparison and evaluation of motion indexing techniques
MIG'11 Proceedings of the 4th international conference on Motion in Games
Multimedia retrieval using time series representation and relevance feedback
ICADL'05 Proceedings of the 8th international conference on Asian Digital Libraries: implementing strategies and sharing experiences
Nearest-neighbor-based approach to time-series classification
Decision Support Systems
Efficient bitmap-based indexing of time-based interval sequences
Information Sciences: an International Journal
A model for popularity dynamics to predict hot articles in discussion blog
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
A method of similarity measure and visualization for long time series using binary patterns
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
Searching similar trajectories in real time: an effectiveness and efficiency study
WAIM'11 Proceedings of the 2011 international conference on Web-Age Information Management
User oriented trajectory search for trip recommendation
Proceedings of the 15th International Conference on Extending Database Technology
SFA: a symbolic fourier approximation and index for similarity search in high dimensional datasets
Proceedings of the 15th International Conference on Extending Database Technology
Similarity in (spatial, temporal and) spatio-temporal datasets
Proceedings of the 15th International Conference on Extending Database Technology
Dynamic prediction of forthcoming trends in stock prices from news articles
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Mining temporal patterns in popularity of web items
Information Sciences: an International Journal
Rise and fall patterns of information diffusion: model and implications
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A generic framework for efficient and effective subsequence retrieval
Proceedings of the VLDB Endowment
Uncertain time-series similarity: return to the basics
Proceedings of the VLDB Endowment
Time-series mining in a psychological domain
Proceedings of the Fifth Balkan Conference in Informatics
Hierarchical querying scheme of human motions for smart home environment
Engineering Applications of Artificial Intelligence
ACM Computing Surveys (CSUR)
Rotation-invariant similarity in time series using bag-of-patterns representation
Journal of Intelligent Information Systems
Motion retrieval based on kinetic features in large motion database
Proceedings of the 14th ACM international conference on Multimodal interaction
Fast intra-collection audio matching
Proceedings of the second international ACM workshop on Music information retrieval with user-centered and multimodal strategies
Data structures for detecting rare variations in time series
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Quaternion space sparse decomposition for motion compression and retrieval
EUROSCA'12 Proceedings of the 11th ACM SIGGRAPH / Eurographics conference on Computer Animation
Quaternion space sparse decomposition for motion compression and retrieval
Proceedings of the ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Experimental comparison of representation methods and distance measures for time series data
Data Mining and Knowledge Discovery
A representation of time series based on implicit polynomial curve
Pattern Recognition Letters
Information Retrieval with Time Series Query
Proceedings of the 2013 Conference on the Theory of Information Retrieval
Searching time series with Hadoop in an electric power company
Proceedings of the 2nd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Multiresolution similarity search in time series data: an application to EEG signals
Proceedings of the 6th International Conference on PErvasive Technologies Related to Assistive Environments
Pattern discovery in data streams under the time warping distance
The VLDB Journal — The International Journal on Very Large Data Bases
Local correlation detection with linearity enhancement in streaming data
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Time series representation: a random shifting perspective
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Efficient subsequence search in databases
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
An effectiveness study on trajectory similarity measures
ADC '13 Proceedings of the Twenty-Fourth Australasian Database Conference - Volume 137
Specialized storage for big numeric time series
HotStorage'13 Proceedings of the 5th USENIX conference on Hot Topics in Storage and File Systems
A data-adaptive and dynamic segmentation index for whole matching on time series
Proceedings of the VLDB Endowment
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
An approach to dimensionality reduction in time series
Information Sciences: an International Journal
The influence of global constraints on similarity measures for time-series databases
Knowledge-Based Systems
CID: an efficient complexity-invariant distance for time series
Data Mining and Knowledge Discovery
Silhouette-based human action recognition using SAX-Shapes
The Visual Computer: International Journal of Computer Graphics
Unsupervised categorization of human motion sequences
Intelligent Data Analysis
Real-time analysis and management of big time-series data
IBM Journal of Research and Development
Hi-index | 0.01 |
We present an efficient indexing method to locate 1-dimensional subsequences within a collection of sequences, such that the subsequences match a given (query) pattern within a specified tolerance. The idea is to map each data sequences into a small set of multidimensional rectangles in feature space. Then, these rectangles can be readily indexed using traditional spatial access methods, like the R*-tree [9]. In more detail, we use a sliding window over the data sequence and extract its features; the result is a trail in feature space. We propose an efficient and effective algorithm to divide such trails into sub-trails, which are subsequently represented by their Minimum Bounding Rectangles (MBRs). We also examine queries of varying lengths, and we show how to handle each case efficiently. We implemented our method and carried out experiments on synthetic and real data (stock price movements). We compared the method to sequential scanning, which is the only obvious competitor. The results were excellent: our method accelerated the search time from 3 times up to 100 times.