Evaluation of Multimodal Fusion Methods Using Integration Patterns Modeling

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F15%3A00231274" target="_blank" >RIV/68407700:21230/15:00231274 - isvavai.cz</a>

Výsledek na webu

<a href="http://dx.doi.org/10.1109/TSP.2015.7296287" target="_blank" >http://dx.doi.org/10.1109/TSP.2015.7296287</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1109/TSP.2015.7296287" target="_blank" >10.1109/TSP.2015.7296287</a>

Jazyk výsledku

angličtina

Název v původním jazyce

Evaluation of Multimodal Fusion Methods Using Integration Patterns Modeling

Popis výsledku v původním jazyce

Multimodal interaction has been proven as a key to more natural and flexible human-computer interaction. Research of multimodal fusion algorithms still remains highly dependent on usability testing as the only option for their proper evaluation. Usability testing is, however, a very demanding task with many drawbacks hindering further research of advanced methods and more robust algorithms in the domain. In the present research, a novel approach of automated evaluation and testing of decision-level fusion methods is introduced. The key feature behind the approach is modeling of users? integration patterns derived from a series of existing empirical studies. The proposed solution provides researchers with ability to evaluate their fusion algorithms automatically, and more importantly, without the need of expensive usability testing. Moreover, the method delivers other considerable advantages as a reproducibility of tests, high-level parameterization, and possibility to design a large sc

Název v anglickém jazyce

Evaluation of Multimodal Fusion Methods Using Integration Patterns Modeling

Popis výsledku anglicky

Multimodal interaction has been proven as a key to more natural and flexible human-computer interaction. Research of multimodal fusion algorithms still remains highly dependent on usability testing as the only option for their proper evaluation. Usability testing is, however, a very demanding task with many drawbacks hindering further research of advanced methods and more robust algorithms in the domain. In the present research, a novel approach of automated evaluation and testing of decision-level fusion methods is introduced. The key feature behind the approach is modeling of users? integration patterns derived from a series of existing empirical studies. The proposed solution provides researchers with ability to evaluate their fusion algorithms automatically, and more importantly, without the need of expensive usability testing. Moreover, the method delivers other considerable advantages as a reproducibility of tests, high-level parameterization, and possibility to design a large sc

Druh

D - Stať ve sborníku

CEP obor

JA - Elektronika a optoelektronika, elektrotechnika

OECD FORD obor

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Projekt

—

Návaznosti

S - Specificky vyzkum na vysokych skolach

Rok uplatnění

2015

Kód důvěrnosti údajů

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Název statě ve sborníku

38th International Conference on Telecommunications and Signal Processing

ISBN

978-1-4799-8498-5

ISSN

1805-5435

e-ISSN

—

Počet stran výsledku

5

Strana od-do

377-381

Název nakladatele

IEEE

Místo vydání

Piscataway

Místo konání akce

Prague

Datum konání akce

9. 7. 2015

Typ akce podle státní příslušnosti

EUR - Evropská akce

Kód UT WoS článku

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