Fast Time Sequence Indexing for Arbitrary Lp Norms

Time series similarity measures (tutorial PM-2)

Tutorial notes of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining

Locally adaptive dimensionality reduction for indexing large time series databases

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

Locally adaptive dimensionality reduction for indexing large time series databases

ACM Transactions on Database Systems (TODS)

Searching in metric spaces with user-defined and approximate distances

ACM Transactions on Database Systems (TODS)

F4: large-scale automated forecasting using fractals

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

Motion Mining

MDIC '01 Proceedings of the Second International Workshop on Multimedia Databases and Image Communication

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

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

Haar Wavelets for Efficient Similarity Search of Time-Series: With and Without Time Warping

IEEE Transactions on Knowledge and Data Engineering

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

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

Probabilistic discovery of time series motifs

Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining

An environmental sensor network to determine drinking water quality and security

ACM SIGMOD Record

Minimum distance queries for time series data

Journal of Systems and Software

Online Amnesic Approximation of Streaming Time Series

ICDE '04 Proceedings of the 20th International Conference on Data Engineering

Efficient processing of subsequence matching with the Euclidean metric in time-series databases

Information Processing Letters

Indexing spatio-temporal trajectories with Chebyshev polynomials

SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data

Matching and Retrieving Sequential Patterns Under Regression

WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence

A dimensionality reduction technique for efficient similarity analysis of time series databases

Proceedings of the thirteenth ACM international conference on Information and knowledge management

Modeling waveform shapes with random effects segmental hidden Markov models

UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence

Multi-Layer Hierarchical Clustering of Pedestrian Trajectories for Automatic Counting of People in Video Sequences

WACV-MOTION '05 Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION'05) - Volume 2 - Volume 02

Bounded similarity querying for time-series data

Information and Computation - Special issue: Commemorating the 50th birthday anniversary of Paris C. Kanellakis

Exact indexing of dynamic time warping

Knowledge and Information Systems

Elastic Translation Invariant Matching of Trajectories

Machine Learning

A Multiresolution Symbolic Representation of Time Series

ICDE '05 Proceedings of the 21st International Conference on Data 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

Robust and fast similarity search for moving object trajectories

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

Efficient trajectory joins using symbolic representations

Proceedings of the 6th international conference on Mobile data management

DDR: an index method for large time-series datasets

Information Systems

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

A segment-wise time warping method for time scaling searching

Information Sciences—Informatics and Computer Science: An International Journal

Time relaxed spatiotemporal trajectory joins

Proceedings of the 13th annual ACM international workshop on Geographic information systems

Generalized Dimension-Reduction Framework for Recent-Biased Time Series Analysis

IEEE Transactions on Knowledge and Data Engineering

A Bit Level Representation for Time Series Data Mining with Shape Based Similarity

Data Mining and Knowledge Discovery

Shape-based retrieval in time-series databases

Journal of Systems and Software

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

A geometrical solution to time series searching invariant to shifting and scaling

Knowledge and Information Systems

Indexing Multidimensional Time-Series

The VLDB Journal — The International Journal on Very Large Data Bases

Quantizing time series for efficient similarity search under time warping

ACST'06 Proceedings of the 2nd IASTED international conference on Advances in computer science and technology

Efficient algorithm for calculating similarity between trajectories containing an increasing dimension

AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications

Quantizing time series for efficient subsequence matching

DBA'06 Proceedings of the 24th IASTED international conference on Database and applications

Stock time series pattern matching: Template-based vs. rule-based approaches

Engineering Applications of Artificial Intelligence

Warping the time on data streams

Data & Knowledge Engineering

An efficient and accurate method for evaluating time series similarity

Proceedings of the 2007 ACM SIGMOD international conference on Management of data

Segmental Hidden Markov Models with Random Effects for Waveform Modeling

The Journal of Machine Learning Research

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

General Hierarchical Model (GHM) to measure similarity of time series

ACM SIGMOD Record

Experiencing SAX: a novel symbolic representation of time series

Data Mining and Knowledge Discovery

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

Using multiple indexes for efficient subsequence matching in time-series databases

Information Sciences: an International Journal

A dimensionality reduction technique for efficient time series similarity analysis

Information Systems

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

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

An improved feature extraction technique for high volume time series data

SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications

Similar sequence matching supporting variable-length and variable-tolerance continuous queries on time-series data stream

Information Sciences: an International Journal

Efficient Similarity Search over Future Stream Time Series

IEEE Transactions on Knowledge and Data Engineering

Representing financial time series based on data point importance

Engineering Applications of Artificial Intelligence

The TS-tree: efficient time series search and retrieval

EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology

Dynamic skyline queries in metric spaces

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

Numerical time-series pattern extraction based on irregular piecewise aggregate approximation and gradient specification

New Generation Computing

Scaling and time warping in time series querying

The VLDB Journal — The International Journal on Very Large Data Bases

Optimal subspace dimensionality for k-nearest-neighbor queries on clustered and dimensionality reduced datasets with SVD

Multimedia Tools and Applications

Effective Pattern Similarity Match for Multidimensional Sequence Data Sets

ICCS '07 Proceedings of the 7th international conference on Computational Science, Part I: ICCS 2007

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

Extending the Edit Distance Using Frequencies of Common Characters

DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications

On efficiently searching trajectories and archival data for historical similarities

Proceedings of the VLDB Endowment

Querying and mining of time series data: experimental comparison of representations and distance measures

Proceedings of the VLDB Endowment

Stock time series visualization based on data point importance

Engineering Applications of Artificial Intelligence

Fast correlation analysis on time series datasets

Proceedings of the 17th ACM conference on Information and knowledge management

Efficient indexing of interval time sequences

Information Processing Letters

The multi-resolution extended edit distance

Proceedings of the 3rd international conference on Scalable information systems

Mining fuzzy frequent trends from time series

Expert Systems with Applications: An International Journal

Managing Sensor Data on Urban Traffic

ER '08 Proceedings of the ER 2008 Workshops (CMLSA, ECDM, FP-UML, M2AS, RIGiM, SeCoGIS, WISM) on Advances in Conceptual Modeling: Challenges and Opportunities

Time series classification based on qualitative space fragmentation

Advanced Engineering Informatics

A Piecewise Linear Representation Method of Time Series Based on Feature Points

KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference

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

A generalized adaptive ensemble generation and aggregation approach for multiple classifier systems

Pattern Recognition

SubSpace Projection: A unified framework for a class of partition-based dimension reduction techniques

Information Sciences: an International Journal

Periodic Pattern Analysis in Time Series Databases

DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications

Speeding Up Similarity Search on a Large Time Series Dataset under Time Warping Distance

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Efficient discovery of unusual patterns in time series

New Generation Computing

A time series representation model for accurate and fast similarity detection

Pattern Recognition

Indexing the Function: An Efficient Algorithm for Multi-dimensional Search with Expensive Distance Functions

ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications

Time series analysis with multiple resolutions

Information Systems

SmartFall: an automatic fall detection system based on subsequence matching for the SmartCane

BodyNets '09 Proceedings of the Fourth International Conference on Body Area Networks

Bounded similarity querying for time-series data

Information and Computation

An improved feature extraction technique for high volume time series data

SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications

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

Optimal distance bounds for fast search on compressed time-series query logs

ACM Transactions on the Web (TWEB)

Managing sensor traffic data and forecasting unusual behaviour propagation

Geoinformatica

Effective similarity search methods for large video data streams

ICCS'03 Proceedings of the 2003 international conference on Computational science

A fast approximation strategy for summarizing a set of streaming time series

Proceedings of the 2010 ACM Symposium on Applied Computing

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

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

Cover ratio of absolute neighbor: towards an index structure for efficient retrieval

WALCOM'08 Proceedings of the 2nd international conference on Algorithms and computation

Approximate clustering of time series using compact model-based descriptions

DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications

Fast Manhattan sketches in data streams

Proceedings of the twenty-ninth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems

Anonymization of moving objects databases by clustering and perturbation

Information Systems

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

Multi-resolution approach to time series retrieval

Proceedings of the Fourteenth International Database Engineering & Applications Symposium

Top-k queries on temporal data

The VLDB Journal — The International Journal on Very Large Data Bases

Efficient algorithm for a novel pattern of time series

Expert Systems with Applications: An International Journal

Instant code clone search

Proceedings of the eighteenth ACM SIGSOFT international symposium on Foundations of software engineering

Enhancing the symbolic aggregate approximation method using updated lookup tables

KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part I

A review on time series data mining

Engineering Applications of Artificial Intelligence

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

A novel clustering method on time series data

Expert Systems with Applications: An International Journal

A new approach for processing ranked subsequence matching based on ranked union

Proceedings of the 2011 ACM SIGMOD International Conference on Management of data

Boundary-based lower-bound functions for dynamic time warping and their indexing

Information Sciences: an International Journal

Scalable kNN search on vertically stored time series

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

Quality of similarity rankings in time series

SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases

Indexing the earth mover's distance using normal distributions

Proceedings of the VLDB Endowment

RIVA: indexing and visualization of high-dimensional data via dimension reorderings

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases

A multi-hierarchical representation for similarity measurement of time series

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

A multi-metric index for euclidean and periodic matching

PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases

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

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

TQuEST: threshold query execution for large sets of time series

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

An index-based method for timestamped event sequence matching

DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications

On the effective similarity measures for the similarity-based pattern retrieval in multidimensional sequence databases

FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II

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

A MPAA-Based iterative clustering algorithm augmented by nearest neighbors search for time-series data streams

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

A novel bit level time series representation with implication of similarity search and clustering

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Continuous trend-based classification of streaming time series

ADBIS'05 Proceedings of the 9th East European conference on Advances in Databases and Information Systems

Efficient bitmap-based indexing of time-based interval sequences

Information Sciences: an International Journal

Anomalistic sequence detection

International Journal of Intelligent Information and Database Systems

Mining temporal patterns in popularity of web items

Information Sciences: an International Journal

Parsimonious temporal aggregation

The VLDB Journal — The International Journal on Very Large Data Bases

Differential evolution versus genetic algorithms: towards symbolic aggregate approximation of non-normalized time series

Proceedings of the 16th International Database Engineering & Applications Sysmposium

Time-series data mining

ACM Computing Surveys (CSUR)

Genetic algorithms-based symbolic aggregate approximation

DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery

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

Unsupervised mining of long time series based on latent topic model

Neurocomputing

FOCUS: an index for continuous subsequence pattern queries

ADBIS'12 Proceedings of the 16th East European conference on Advances in Databases and Information Systems

HTTP: a new framework for bus travel time prediction based on historical trajectories

Proceedings of the 20th International Conference on Advances in Geographic Information Systems

Experimental comparison of representation methods and distance measures for time series data

Data Mining and Knowledge Discovery

Dimensionality reduction via isomap with lock-step and elastic measures for time series gene expression classification

EvoBIO'13 Proceedings of the 11th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics

Case based time series prediction using biased time warp distance for electrical evoked potential forecasting in visual prostheses

Applied Soft Computing

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

ABC-SG: a new artificial bee colony algorithm-based distance of sequential data using sigma grams

AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134

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