NDLI: Stream Monitoring under the Time Warping Distance

Content Provider	IEEE Xplore Digital Library
Author	Sakurai, Y. Faloutsos, C. Yamamuro, M.
Copyright Year	2007
Description	Author affiliation: NTT Cyber Space Labs., Japan (Sakurai, Y.)
Abstract	The goal of this paper is to monitor numerical streams, and to find subsequences that are similar to a given query sequence, under the DTW (dynamic time warping) distance. Applications include word spotting, sensor pattern matching, and monitoring of bio-medical signals (e.g., EKG, ECG), and monitoring of environmental (seismic and volcanic) signals. DTW is a very popular distance measure, permitting accelerations and decelerations, and it has been studied for finite, stored sequence sets. However, in many applications such as network analysis and sensor monitoring, massive amounts of data arrive continuously and it is infeasible to save all the historical data. We propose SPRING, a novel algorithm that can solve the problem. We provide a theoretical analysis and prove that SPRING does not sacrifice accuracy, while it requires constant space and time per time-tick. These are dramatic improvements over the naive method. Our experiments on real and realistic data illustrate that SPRING does indeed detect the qualifying subsequences correctly and that it can offer dramatic improvements in speed over the naive implementation.
Starting Page	1046
Ending Page	1055
File Size	815158
Page Count	10
File Format	PDF
ISBN	1424408024
DOI	10.1109/ICDE.2007.368963
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2006-04-15
Publisher Place	Turkey
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Monitoring Springs Laboratories Biosensors Pattern matching Electrocardiography Seismic measurements Acceleration Query processing Sampling methods
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Stream Monitoring under the Time Warping Distance

M.-S.: Subsequence matching of stream synopses under the time warping distance (2010)

Similarity Match in Time Series Streams under Dynamic Time Warping Distance

Stream Monitoring under the Time Warping Distance

Stream monitoring under the time warping distance. Icde (2007).

Accurate subsequence matching on data stream under time warping distance

Stream query processing for healthcare bio-sensor applications

Stream Processing under the Dynamic Time Warping Distance

Efficient Online Subsequence Searching in Data Streams under Dynamic Time Warping Distance

Stream Monitoring under the Time Warping Distance

Similar Documents

Stream Monitoring under the Time Warping Distance

M.-S.: Subsequence matching of stream synopses under the time warping distance (2010)

Similarity Match in Time Series Streams under Dynamic Time Warping Distance

Stream Monitoring under the Time Warping Distance

Stream monitoring under the time warping distance. Icde (2007).

Accurate subsequence matching on data stream under time warping distance

Stream query processing for healthcare bio-sensor applications

Stream Processing under the Dynamic Time Warping Distance

Efficient Online Subsequence Searching in Data Streams under Dynamic Time Warping Distance

Stream Monitoring under the Time Warping Distance