An Alternative of the Sliding Window Approach in Time Series Clustering of Intracranial Pressure for Patients with Traumatic Brain Injury
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F17%3A00327620" target="_blank" >RIV/68407700:21730/17:00327620 - isvavai.cz</a>
Result on the web
<a href="https://ieeexplore.ieee.org/document/7983533" target="_blank" >https://ieeexplore.ieee.org/document/7983533</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.23919/MEASUREMENT.2017.7983533" target="_blank" >10.23919/MEASUREMENT.2017.7983533</a>
Alternative languages
Result language
angličtina
Original language name
An Alternative of the Sliding Window Approach in Time Series Clustering of Intracranial Pressure for Patients with Traumatic Brain Injury
Original language description
In the paper, the controversial claim of the authors [3] that: "Clustering of time series subsequences, which are generated by the sliding window principle, is meaningless" is addressed and thoroughly tested. The test results confirmed the cited claim in respect with the synthetic pattern data, although, minor deviations depending on different window length have been obtained. For the retrospective set of real Intracranial Pressure (ICP) data acquired for the patients with the severe traumatic brain injury, we proposed an alternative of the sliding window approach consisting in the definition of specific segmentation of ICP records and in introducing six quantitative features. We show that clusterization in the corresponding feature vector space does not possess the property claimed by Keogh in [3].
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2017
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
MEASUREMENT 2017
ISBN
9788097262914
ISSN
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e-ISSN
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Number of pages
4
Pages from-to
47-50
Publisher name
Institute of Measurement Science of the SAS
Place of publication
Bratislava
Event location
Smolenice
Event date
May 29, 2017
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000428658900011