Matches in SemOpenAlex for { <https://semopenalex.org/work/W1705900717> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W1705900717 abstract "Heart rate variability (HRV) can be an important indicator of several conditions that affect the autonomic nervous system, including traumatic brain injury, post-traumatic stress disorder and peripheral neuropathy. Recent work has shown that some of the HRV features can potentially be used for distinguishing a subject’s normal mental state from a stressed one. In all of these past works, HRV analysis is performed on the cardiac activity data acquired by conventional electrocardiography electrodes, which may introduce additional stress and complexity to the acquired data. In this paper we use remotely acquired time-series data extracted from the human facial skin reflectivity signal during rest and mental stress conditions to compute HRV driven features. We further apply a set of classification algorithms to distinguishing between these two states. To determine heart beat signal from the facial skin reflectivity, we apply Principal Component Analysis (PCA) for denoising and Independent Component Analysis (ICA) for source selection. To determine the signal peaks to extract the RR-interval time-series, we apply a threshold-based detection technique and additional peak conditioning algorithms. To classify RR-intervals, we explored classification algorithms that are commonly used for medical applications such as logistic regression and linear discriminant analysis (LDA). Goodness of each classifier is measured in terms of sensitivity/specificity. Results from each classifier are then compared to find the optimal classifier for stress detection. This work, performed under an IRB approved protocol, provides initial proof that remotely-acquired heart rate signal can be used for stress detection. This result shows promise for further development of a remote-sensing stress detection technique both for medical and deception-detection applications." @default.
- W1705900717 created "2016-06-24" @default.
- W1705900717 creator A5043822968 @default.
- W1705900717 creator A5055228367 @default.
- W1705900717 creator A5076428219 @default.
- W1705900717 creator A5080032746 @default.
- W1705900717 date "2015-05-21" @default.
- W1705900717 modified "2023-09-24" @default.
- W1705900717 title "Remote stress detection using a visible spectrum camera" @default.
- W1705900717 cites W1902027874 @default.
- W1705900717 cites W1964438773 @default.
- W1705900717 cites W1974580716 @default.
- W1705900717 cites W1979887210 @default.
- W1705900717 cites W1984554603 @default.
- W1705900717 cites W1987762642 @default.
- W1705900717 cites W1992431458 @default.
- W1705900717 cites W1994349175 @default.
- W1705900717 cites W2003922338 @default.
- W1705900717 cites W2008821584 @default.
- W1705900717 cites W2030134993 @default.
- W1705900717 cites W2037821861 @default.
- W1705900717 cites W2040806163 @default.
- W1705900717 cites W2050284630 @default.
- W1705900717 cites W2054173774 @default.
- W1705900717 cites W2065195236 @default.
- W1705900717 cites W2070291049 @default.
- W1705900717 cites W2071128523 @default.
- W1705900717 cites W2078841894 @default.
- W1705900717 cites W2079810473 @default.
- W1705900717 cites W2080306512 @default.
- W1705900717 cites W2081753037 @default.
- W1705900717 cites W2098502158 @default.
- W1705900717 cites W2099741732 @default.
- W1705900717 cites W2104563593 @default.
- W1705900717 cites W2123649031 @default.
- W1705900717 cites W2135104120 @default.
- W1705900717 cites W2162273778 @default.
- W1705900717 cites W4233098142 @default.
- W1705900717 cites W4235324695 @default.
- W1705900717 cites W4241874243 @default.
- W1705900717 cites W4244406603 @default.
- W1705900717 cites W4310638450 @default.
- W1705900717 doi "https://doi.org/10.1117/12.2177159" @default.
- W1705900717 hasPublicationYear "2015" @default.
- W1705900717 type Work @default.
- W1705900717 sameAs 1705900717 @default.
- W1705900717 citedByCount "1" @default.
- W1705900717 countsByYear W17059007172022 @default.
- W1705900717 crossrefType "proceedings-article" @default.
- W1705900717 hasAuthorship W1705900717A5043822968 @default.
- W1705900717 hasAuthorship W1705900717A5055228367 @default.
- W1705900717 hasAuthorship W1705900717A5076428219 @default.
- W1705900717 hasAuthorship W1705900717A5080032746 @default.
- W1705900717 hasConcept C126838900 @default.
- W1705900717 hasConcept C153180895 @default.
- W1705900717 hasConcept C154945302 @default.
- W1705900717 hasConcept C184297639 @default.
- W1705900717 hasConcept C27438332 @default.
- W1705900717 hasConcept C2777953023 @default.
- W1705900717 hasConcept C28490314 @default.
- W1705900717 hasConcept C41008148 @default.
- W1705900717 hasConcept C51432778 @default.
- W1705900717 hasConcept C69738355 @default.
- W1705900717 hasConcept C71635504 @default.
- W1705900717 hasConcept C71924100 @default.
- W1705900717 hasConcept C84393581 @default.
- W1705900717 hasConcept C95623464 @default.
- W1705900717 hasConceptScore W1705900717C126838900 @default.
- W1705900717 hasConceptScore W1705900717C153180895 @default.
- W1705900717 hasConceptScore W1705900717C154945302 @default.
- W1705900717 hasConceptScore W1705900717C184297639 @default.
- W1705900717 hasConceptScore W1705900717C27438332 @default.
- W1705900717 hasConceptScore W1705900717C2777953023 @default.
- W1705900717 hasConceptScore W1705900717C28490314 @default.
- W1705900717 hasConceptScore W1705900717C41008148 @default.
- W1705900717 hasConceptScore W1705900717C51432778 @default.
- W1705900717 hasConceptScore W1705900717C69738355 @default.
- W1705900717 hasConceptScore W1705900717C71635504 @default.
- W1705900717 hasConceptScore W1705900717C71924100 @default.
- W1705900717 hasConceptScore W1705900717C84393581 @default.
- W1705900717 hasConceptScore W1705900717C95623464 @default.
- W1705900717 hasLocation W17059007171 @default.
- W1705900717 hasOpenAccess W1705900717 @default.
- W1705900717 hasPrimaryLocation W17059007171 @default.
- W1705900717 hasRelatedWork W2099417584 @default.
- W1705900717 hasRelatedWork W2143390122 @default.
- W1705900717 hasRelatedWork W2148913291 @default.
- W1705900717 hasRelatedWork W2157903613 @default.
- W1705900717 hasRelatedWork W2340809286 @default.
- W1705900717 hasRelatedWork W2367227827 @default.
- W1705900717 hasRelatedWork W2380927352 @default.
- W1705900717 hasRelatedWork W2520305169 @default.
- W1705900717 hasRelatedWork W2993133116 @default.
- W1705900717 hasRelatedWork W1855175846 @default.
- W1705900717 isParatext "false" @default.
- W1705900717 isRetracted "false" @default.
- W1705900717 magId "1705900717" @default.
- W1705900717 workType "article" @default.