FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2786704622> ?p ?o ?g. }

• W2786704622 abstract "Freezing of gait (FoG) is a common gait impairment in Parkinson's disease that puts patients at risk of falls and deteriorates their quality of life. Relief is sought after by evaluating the possibility of wearable systems that detect FoG in real-time and provide gait-reinforcing biofeedback cues. The successful detection relies on the extraction of high quality features, which have to be computed from recent samples of an inertial measurement unit in order to ensure real-time applicability. Unfortunately, the amount of samples considered for a feature's computation, i.e. the data window length, has been subjected to widespread disagreement: With no thorough analysis available, employed window lengths differed by several seconds among implementations. We derive optimal window lengths for a broad number of features used throughout literature by using mutual information as an evaluation metric, and elaborate on a window length's significance in affecting classification performance. With conventional feature selection methods, feature subsets tailored to various machine learning algorithms are established. Relying on these feature subsets for FoG classification, whereby all features are extracted with optimal window lengths, F1-scores increase up to 17.1% for individual classifiers and up to 12.7% on average when compared to previously proposed feature sets that are extracted with sub-optimal window lengths." @default.
• W2786704622 created "2018-02-23" @default.
• W2786704622 creator A5029642434 @default.
• W2786704622 creator A5054250975 @default.
• W2786704622 creator A5055582475 @default.
• W2786704622 creator A5068145630 @default.
• W2786704622 creator A5073001289 @default.
• W2786704622 creator A5085887197 @default.
• W2786704622 creator A5090677882 @default.
• W2786704622 date "2017-11-01" @default.
• W2786704622 modified "2023-10-16" @default.
• W2786704622 title "Optimal window lengths, features and subsets thereof for freezing of gait classification" @default.
• W2786704622 cites W1232458005 @default.
• W2786704622 cites W1920394150 @default.
• W2786704622 cites W1964200076 @default.
• W2786704622 cites W1973141099 @default.
• W2786704622 cites W1998182557 @default.
• W2786704622 cites W2003673553 @default.
• W2786704622 cites W2023507165 @default.
• W2786704622 cites W2027924199 @default.
• W2786704622 cites W2033950781 @default.
• W2786704622 cites W2054036102 @default.
• W2786704622 cites W2073709863 @default.
• W2786704622 cites W2079859083 @default.
• W2786704622 cites W2094905985 @default.
• W2786704622 cites W2100832343 @default.
• W2786704622 cites W2114808721 @default.
• W2786704622 cites W2122354382 @default.
• W2786704622 cites W2127199892 @default.
• W2786704622 cites W2128892560 @default.
• W2786704622 cites W2132894148 @default.
• W2786704622 cites W2149350027 @default.
• W2786704622 cites W2154053567 @default.
• W2786704622 cites W2156989589 @default.
• W2786704622 cites W2162592883 @default.
• W2786704622 cites W2171181994 @default.
• W2786704622 cites W2324065775 @default.
• W2786704622 cites W2539156595 @default.
• W2786704622 cites W2774455886 @default.
• W2786704622 doi "https://doi.org/10.1109/iciibms.2017.8279699" @default.
• W2786704622 hasPublicationYear "2017" @default.
• W2786704622 type Work @default.
• W2786704622 sameAs 2786704622 @default.
• W2786704622 citedByCount "4" @default.
• W2786704622 countsByYear W27867046222019 @default.
• W2786704622 countsByYear W27867046222021 @default.
• W2786704622 countsByYear W27867046222022 @default.
• W2786704622 crossrefType "proceedings-article" @default.
• W2786704622 hasAuthorship W2786704622A5029642434 @default.
• W2786704622 hasAuthorship W2786704622A5054250975 @default.
• W2786704622 hasAuthorship W2786704622A5055582475 @default.
• W2786704622 hasAuthorship W2786704622A5068145630 @default.
• W2786704622 hasAuthorship W2786704622A5073001289 @default.
• W2786704622 hasAuthorship W2786704622A5085887197 @default.
• W2786704622 hasAuthorship W2786704622A5090677882 @default.
• W2786704622 hasConcept C102392041 @default.
• W2786704622 hasConcept C111919701 @default.
• W2786704622 hasConcept C127413603 @default.
• W2786704622 hasConcept C138885662 @default.
• W2786704622 hasConcept C149635348 @default.
• W2786704622 hasConcept C150594956 @default.
• W2786704622 hasConcept C151800584 @default.
• W2786704622 hasConcept C153180895 @default.
• W2786704622 hasConcept C154945302 @default.
• W2786704622 hasConcept C176217482 @default.
• W2786704622 hasConcept C21547014 @default.
• W2786704622 hasConcept C2776401178 @default.
• W2786704622 hasConcept C2778751112 @default.
• W2786704622 hasConcept C41008148 @default.
• W2786704622 hasConcept C41895202 @default.
• W2786704622 hasConcept C42407357 @default.
• W2786704622 hasConcept C52622490 @default.
• W2786704622 hasConcept C79061980 @default.
• W2786704622 hasConcept C86803240 @default.
• W2786704622 hasConceptScore W2786704622C102392041 @default.
• W2786704622 hasConceptScore W2786704622C111919701 @default.
• W2786704622 hasConceptScore W2786704622C127413603 @default.
• W2786704622 hasConceptScore W2786704622C138885662 @default.
• W2786704622 hasConceptScore W2786704622C149635348 @default.
• W2786704622 hasConceptScore W2786704622C150594956 @default.
• W2786704622 hasConceptScore W2786704622C151800584 @default.
• W2786704622 hasConceptScore W2786704622C153180895 @default.
• W2786704622 hasConceptScore W2786704622C154945302 @default.
• W2786704622 hasConceptScore W2786704622C176217482 @default.
• W2786704622 hasConceptScore W2786704622C21547014 @default.
• W2786704622 hasConceptScore W2786704622C2776401178 @default.
• W2786704622 hasConceptScore W2786704622C2778751112 @default.
• W2786704622 hasConceptScore W2786704622C41008148 @default.
• W2786704622 hasConceptScore W2786704622C41895202 @default.
• W2786704622 hasConceptScore W2786704622C42407357 @default.
• W2786704622 hasConceptScore W2786704622C52622490 @default.
• W2786704622 hasConceptScore W2786704622C79061980 @default.
• W2786704622 hasConceptScore W2786704622C86803240 @default.
• W2786704622 hasLocation W27867046221 @default.
• W2786704622 hasOpenAccess W2786704622 @default.
• W2786704622 hasPrimaryLocation W27867046221 @default.
• W2786704622 hasRelatedWork W1964805666 @default.
• W2786704622 hasRelatedWork W2144059113 @default.
• W2786704622 hasRelatedWork W2146076056 @default.
• W2786704622 hasRelatedWork W2546942002 @default.

• next