TimeClassifier: a visual analytic system for the classification of multi-dimensional time series data

Verfasser / Beitragende:
[James Walker, Mark W. Jones, Robert Laramee, Owen Bidder, Hannah Williams, Rebecca Scott, Emily Shepard, Rory Wilson]
Ort, Verlag, Jahr:
2015
Enthalten in:
The Visual Computer, 31/6-8(2015-06-01), 1067-1078
Format:
Artikel (online)
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024 7 0 |a 10.1007/s00371-015-1112-0  |2 doi 
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245 0 0 |a TimeClassifier: a visual analytic system for the classification of multi-dimensional time series data  |h [Elektronische Daten]  |c [James Walker, Mark W. Jones, Robert Laramee, Owen Bidder, Hannah Williams, Rebecca Scott, Emily Shepard, Rory Wilson] 
520 3 |a Biologists studying animals in their natural environment are increasingly using sensors such as accelerometers in animal-attached ‘smart' tags because it is widely acknowledged that this approach can enhance the understanding of ecological and behavioural processes. The potential of such tags is tempered by the difficulty of extracting animal behaviour from the sensors which is currently primarily dependent on the manual inspection of multiple time series graphs. This is time consuming and error-prone for the domain expert and is now the limiting factor for realising the value of tags in this area. We introduce TimeClassifier, a visual analytic system for the classification of time series data for movement ecologists. We deploy our system with biologists and report two real-world case studies of its use. 
540 |a Springer-Verlag Berlin Heidelberg, 2015 
690 7 |a Visual analytics  |2 nationallicence 
690 7 |a Time series analysis  |2 nationallicence 
690 7 |a Movement ecology  |2 nationallicence 
700 1 |a Walker  |D James  |u Department of Computer Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
700 1 |a Jones  |D Mark W.  |u Department of Computer Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
700 1 |a Laramee  |D Robert  |u Department of Computer Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
700 1 |a Bidder  |D Owen  |u Swansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
700 1 |a Williams  |D Hannah  |u Swansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
700 1 |a Scott  |D Rebecca  |u The Future Ocean Cluster of Excellence, GEOMAR|Helmholtz Center for Ocean Research Kiel, Düsternbrookerweg 20, 24105, Kiel, Germany  |4 aut 
700 1 |a Shepard  |D Emily  |u Swansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
700 1 |a Wilson  |D Rory  |u Swansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
773 0 |t The Visual Computer  |d Springer Berlin Heidelberg  |g 31/6-8(2015-06-01), 1067-1078  |x 0178-2789  |q 31:6-8<1067  |1 2015  |2 31  |o 371 
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900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
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950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s00371-015-1112-0  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Walker  |D James  |u Department of Computer Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Jones  |D Mark W.  |u Department of Computer Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Laramee  |D Robert  |u Department of Computer Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Bidder  |D Owen  |u Swansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Williams  |D Hannah  |u Swansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Scott  |D Rebecca  |u The Future Ocean Cluster of Excellence, GEOMAR|Helmholtz Center for Ocean Research Kiel, Düsternbrookerweg 20, 24105, Kiel, Germany  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Shepard  |D Emily  |u Swansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Wilson  |D Rory  |u Swansea Lab for Animal Movement, Biosciences, College of Science, Swansea University, SA2 8PP, Swansea, UK  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t The Visual Computer  |d Springer Berlin Heidelberg  |g 31/6-8(2015-06-01), 1067-1078  |x 0178-2789  |q 31:6-8<1067  |1 2015  |2 31  |o 371