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
Fast subsequence matching in time-series databases
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
Motion capture assisted animation: texturing and synthesis
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
Efficient Retrieval of Similar Time Sequences Under Time Warping
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Duality-Based Subsequence Matching in Time-Series Databases
Proceedings of the 17th International Conference on Data Engineering
The X-tree: An Index Structure for High-Dimensional Data
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
Indexing Key Positions between Multiple Videos
MOTION '02 Proceedings of the Workshop on Motion and Video Computing
Recognition of human body motion using phase space constraints
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Efficient Time Series Matching by Wavelets
ICDE '99 Proceedings of the 15th International Conference on Data Engineering
Warping indexes with envelope transforms for query by humming
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Towards a View Invariant Gait Recognition Algorithm
AVSS '03 Proceedings of the IEEE Conference on Advanced Video and Signal Based Surveillance
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Exact indexing of dynamic time warping
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Indexing large human-motion databases
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Gait analysis for human identification
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Fast time series classification using numerosity reduction
ICML '06 Proceedings of the 23rd international conference on Machine learning
Using multiple indexes for efficient subsequence matching in time-series databases
Information Sciences: an International Journal
Mining approximate top-k subspace anomalies in multi-dimensional time-series data
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Scaling and time warping in time series querying
The VLDB Journal — The International Journal on Very Large Data Bases
Blog credibility ranking by exploiting verified content
Proceedings of the 3rd workshop on Information credibility on the web
Discovery of time series in video data through distribution of spatiotemporal gradients
Proceedings of the 2009 ACM symposium on Applied Computing
Efficient Detection of Discords for Time Series Stream
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Constraint-Based Learning of Distance Functions for Object Trajectories
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Sublinear querying of realistic timeseries and its application to human motion
Proceedings of the international conference on Multimedia information retrieval
Adaptive distance measurement for time series databases
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Efficient multimedia time series data retrieval under uniform scaling and normalisation
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Monitoring near duplicates over video streams
Proceedings of the international conference on Multimedia
Parsimonious linear fingerprinting for time series
Proceedings of the VLDB Endowment
Scalable similarity search of timeseries with variable dimensionality
Proceedings of the 20th ACM international conference on Information and knowledge management
Segmental semi-markov model based online series pattern detection under arbitrary time scaling
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
RATA: codeless generation of gesture recognizers
BCS-HCI '12 Proceedings of the 26th Annual BCS Interaction Specialist Group Conference on People and Computers
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The last few years have seen an increasing understanding that Dynamic Time Warping (DTW), a technique that allows local flexibility in aligning time series, is superior to the ubiquitous Euclidean Distance for time series classification, clustering, and indexing. More recently, it has been shown that for some problems, Uniform Scaling (US), a technique that allows global scaling of time series, may just be as important for some problems. In this work, we note that for many real world problems, it is necessary to combine both DTW and US to achieve meaningful results. This is particularly true in domains where we must account for the natural variability of human action, including biometrics, query by humming, motion-capture/animation, and handwriting recognition. We introduce the first technique which can handle both DTW and US simultaneously, and demonstrate its utility and effectiveness on a wide range of problems in industry, medicine, and entertainment.