FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2181448325> ?p ?o ?g. }

• W2181448325 abstract "We propose an inertial sensor-based approach to activity recognition for pedestrian indoor navigation. In the considered scenario a mobile device is held in a hand in front of the user. The recognized activities are the ones relevant to positioning in multi-floor buildings: walking and going up or down the stairs. To model the time dependency between consecutive activities we employ a Hidden Markov Model (HMM). For efficient quantization of continuous features, we apply a random forest classifier. For verification of the proposed algorithm, we conducted experiments with 12 participants and 4 different mobile devices. In our comparison to state-of-the-art approaches, we implement and evaluate major classification algorithms, such as nearest neighbour, decision tree and dynamic Bayesian Network. In the experiments we show the trade-off between computational complexity and classification performance. Furthermore, we demonstrate that the complexity of the HMM can be significantly reduced by replacing it with a dynamic Bayesian network with negligible impact on classification performance. The best of our proposed classifier achieves a classification accuracy of 91% for new users, which offers a 30% improvement compared to state-of-the-art approaches." @default.
• W2181448325 created "2016-06-24" @default.
• W2181448325 creator A5014130848 @default.
• W2181448325 creator A5037033673 @default.
• W2181448325 creator A5048573629 @default.
• W2181448325 creator A5060315568 @default.
• W2181448325 creator A5077346002 @default.
• W2181448325 date "2015-10-01" @default.
• W2181448325 modified "2023-09-27" @default.
• W2181448325 title "Activity recognition on handheld devices for pedestrian indoor navigation" @default.
• W2181448325 cites W1503398984 @default.
• W2181448325 cites W1505211736 @default.
• W2181448325 cites W1570713908 @default.
• W2181448325 cites W1575902124 @default.
• W2181448325 cites W1606770439 @default.
• W2181448325 cites W1649444134 @default.
• W2181448325 cites W1896930264 @default.
• W2181448325 cites W1970099751 @default.
• W2181448325 cites W1976552421 @default.
• W2181448325 cites W1991898702 @default.
• W2181448325 cites W2002182716 @default.
• W2181448325 cites W2009964772 @default.
• W2181448325 cites W2017634428 @default.
• W2181448325 cites W2038791641 @default.
• W2181448325 cites W2054780155 @default.
• W2181448325 cites W2060663350 @default.
• W2181448325 cites W2062956715 @default.
• W2181448325 cites W2071385528 @default.
• W2181448325 cites W2084490355 @default.
• W2181448325 cites W2090766960 @default.
• W2181448325 cites W2094523840 @default.
• W2181448325 cites W2105006037 @default.
• W2181448325 cites W2105046342 @default.
• W2181448325 cites W2108950108 @default.
• W2181448325 cites W2109507061 @default.
• W2181448325 cites W2110575115 @default.
• W2181448325 cites W2121232806 @default.
• W2181448325 cites W2124833832 @default.
• W2181448325 cites W2125838338 @default.
• W2181448325 cites W2135579862 @default.
• W2181448325 cites W2158479011 @default.
• W2181448325 cites W2207642662 @default.
• W2181448325 cites W23092218 @default.
• W2181448325 cites W2949770959 @default.
• W2181448325 cites W572626464 @default.
• W2181448325 cites W98188630 @default.
• W2181448325 doi "https://doi.org/10.1109/ipin.2015.7346945" @default.
• W2181448325 hasPublicationYear "2015" @default.
• W2181448325 type Work @default.
• W2181448325 sameAs 2181448325 @default.
• W2181448325 citedByCount "6" @default.
• W2181448325 countsByYear W21814483252016 @default.
• W2181448325 countsByYear W21814483252017 @default.
• W2181448325 countsByYear W21814483252021 @default.
• W2181448325 crossrefType "proceedings-article" @default.
• W2181448325 hasAuthorship W2181448325A5014130848 @default.
• W2181448325 hasAuthorship W2181448325A5037033673 @default.
• W2181448325 hasAuthorship W2181448325A5048573629 @default.
• W2181448325 hasAuthorship W2181448325A5060315568 @default.
• W2181448325 hasAuthorship W2181448325A5077346002 @default.
• W2181448325 hasConcept C111919701 @default.
• W2181448325 hasConcept C119857082 @default.
• W2181448325 hasConcept C121687571 @default.
• W2181448325 hasConcept C12267149 @default.
• W2181448325 hasConcept C127413603 @default.
• W2181448325 hasConcept C153180895 @default.
• W2181448325 hasConcept C154945302 @default.
• W2181448325 hasConcept C169258074 @default.
• W2181448325 hasConcept C186967261 @default.
• W2181448325 hasConcept C22212356 @default.
• W2181448325 hasConcept C23224414 @default.
• W2181448325 hasConcept C2777113093 @default.
• W2181448325 hasConcept C33724603 @default.
• W2181448325 hasConcept C41008148 @default.
• W2181448325 hasConcept C52001869 @default.
• W2181448325 hasConcept C82142266 @default.
• W2181448325 hasConcept C84525736 @default.
• W2181448325 hasConcept C95623464 @default.
• W2181448325 hasConceptScore W2181448325C111919701 @default.
• W2181448325 hasConceptScore W2181448325C119857082 @default.
• W2181448325 hasConceptScore W2181448325C121687571 @default.
• W2181448325 hasConceptScore W2181448325C12267149 @default.
• W2181448325 hasConceptScore W2181448325C127413603 @default.
• W2181448325 hasConceptScore W2181448325C153180895 @default.
• W2181448325 hasConceptScore W2181448325C154945302 @default.
• W2181448325 hasConceptScore W2181448325C169258074 @default.
• W2181448325 hasConceptScore W2181448325C186967261 @default.
• W2181448325 hasConceptScore W2181448325C22212356 @default.
• W2181448325 hasConceptScore W2181448325C23224414 @default.
• W2181448325 hasConceptScore W2181448325C2777113093 @default.
• W2181448325 hasConceptScore W2181448325C33724603 @default.
• W2181448325 hasConceptScore W2181448325C41008148 @default.
• W2181448325 hasConceptScore W2181448325C52001869 @default.
• W2181448325 hasConceptScore W2181448325C82142266 @default.
• W2181448325 hasConceptScore W2181448325C84525736 @default.
• W2181448325 hasConceptScore W2181448325C95623464 @default.
• W2181448325 hasLocation W21814483251 @default.
• W2181448325 hasOpenAccess W2181448325 @default.
• W2181448325 hasPrimaryLocation W21814483251 @default.
• W2181448325 hasRelatedWork W1539487123 @default.

• next