Matches in SemOpenAlex for { <https://semopenalex.org/work/W3208488069> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W3208488069 endingPage "111594" @default.
- W3208488069 startingPage "111594" @default.
- W3208488069 abstract "Occupancy detection and estimation are two of the main areas of research in smart buildings. This is due to its significant effect in the deployment of energy saving buildings and various other futuristic user-centered applications. Occupancy detection refers to the determination of presence of occupants in a space or smart building, whereas occupancy estimation represents the exact determination of the number of occupants. Recently, machine learning approaches have made momentous advancements in the smart buildings field. Hidden Markov models (HMMs) have played an important role in such amelioration. Consequently, in this paper, we propose and comprehensively study a novel approach for the employment of HMMs in occupancy applications of smart buildings. In particular, the benchmark approach in the literature relies on a state-based model deployment. Hence, an implicit assumption is made that the states would automatically represent the physical phenomena of the data. This is not always the case. Our proposed framework promises a scalable stable deployment of HMMs, particularly in relation to the status quo, with model selection criteria for the determination of the number of states. Our extensive experiments show considerable improvement across the various evaluation metrics. Finally, this work also establishes multiple promising venues of future investigation for practitioners and researchers in the field, of which we discuss some of, especially at the intersection of machine learning and smart buildings." @default.
- W3208488069 created "2021-11-08" @default.
- W3208488069 creator A5087528123 @default.
- W3208488069 creator A5090600716 @default.
- W3208488069 date "2022-01-01" @default.
- W3208488069 modified "2023-09-27" @default.
- W3208488069 title "Towards scalable deployment of Hidden Markov models in occupancy estimation: A novel methodology applied to the study case of occupancy detection" @default.
- W3208488069 cites W2105594594 @default.
- W3208488069 cites W2125838338 @default.
- W3208488069 cites W2139899671 @default.
- W3208488069 cites W2182886880 @default.
- W3208488069 cites W2393003294 @default.
- W3208488069 cites W2585502432 @default.
- W3208488069 cites W2615843269 @default.
- W3208488069 cites W2622738426 @default.
- W3208488069 cites W2809110026 @default.
- W3208488069 cites W2883827556 @default.
- W3208488069 cites W2964255619 @default.
- W3208488069 cites W2974414133 @default.
- W3208488069 cites W3011646287 @default.
- W3208488069 cites W3035040013 @default.
- W3208488069 doi "https://doi.org/10.1016/j.enbuild.2021.111594" @default.
- W3208488069 hasPublicationYear "2022" @default.
- W3208488069 type Work @default.
- W3208488069 sameAs 3208488069 @default.
- W3208488069 citedByCount "9" @default.
- W3208488069 countsByYear W32084880692012 @default.
- W3208488069 countsByYear W32084880692022 @default.
- W3208488069 countsByYear W32084880692023 @default.
- W3208488069 crossrefType "journal-article" @default.
- W3208488069 hasAuthorship W3208488069A5087528123 @default.
- W3208488069 hasAuthorship W3208488069A5090600716 @default.
- W3208488069 hasConcept C105339364 @default.
- W3208488069 hasConcept C111919701 @default.
- W3208488069 hasConcept C119857082 @default.
- W3208488069 hasConcept C121332964 @default.
- W3208488069 hasConcept C127413603 @default.
- W3208488069 hasConcept C13280743 @default.
- W3208488069 hasConcept C154945302 @default.
- W3208488069 hasConcept C160331591 @default.
- W3208488069 hasConcept C170154142 @default.
- W3208488069 hasConcept C185798385 @default.
- W3208488069 hasConcept C202444582 @default.
- W3208488069 hasConcept C205649164 @default.
- W3208488069 hasConcept C22212356 @default.
- W3208488069 hasConcept C23224414 @default.
- W3208488069 hasConcept C33923547 @default.
- W3208488069 hasConcept C41008148 @default.
- W3208488069 hasConcept C48044578 @default.
- W3208488069 hasConcept C64543145 @default.
- W3208488069 hasConcept C77088390 @default.
- W3208488069 hasConcept C83931994 @default.
- W3208488069 hasConcept C9652623 @default.
- W3208488069 hasConcept C97355855 @default.
- W3208488069 hasConceptScore W3208488069C105339364 @default.
- W3208488069 hasConceptScore W3208488069C111919701 @default.
- W3208488069 hasConceptScore W3208488069C119857082 @default.
- W3208488069 hasConceptScore W3208488069C121332964 @default.
- W3208488069 hasConceptScore W3208488069C127413603 @default.
- W3208488069 hasConceptScore W3208488069C13280743 @default.
- W3208488069 hasConceptScore W3208488069C154945302 @default.
- W3208488069 hasConceptScore W3208488069C160331591 @default.
- W3208488069 hasConceptScore W3208488069C170154142 @default.
- W3208488069 hasConceptScore W3208488069C185798385 @default.
- W3208488069 hasConceptScore W3208488069C202444582 @default.
- W3208488069 hasConceptScore W3208488069C205649164 @default.
- W3208488069 hasConceptScore W3208488069C22212356 @default.
- W3208488069 hasConceptScore W3208488069C23224414 @default.
- W3208488069 hasConceptScore W3208488069C33923547 @default.
- W3208488069 hasConceptScore W3208488069C41008148 @default.
- W3208488069 hasConceptScore W3208488069C48044578 @default.
- W3208488069 hasConceptScore W3208488069C64543145 @default.
- W3208488069 hasConceptScore W3208488069C77088390 @default.
- W3208488069 hasConceptScore W3208488069C83931994 @default.
- W3208488069 hasConceptScore W3208488069C9652623 @default.
- W3208488069 hasConceptScore W3208488069C97355855 @default.
- W3208488069 hasLocation W32084880691 @default.
- W3208488069 hasOpenAccess W3208488069 @default.
- W3208488069 hasPrimaryLocation W32084880691 @default.
- W3208488069 hasRelatedWork W112744582 @default.
- W3208488069 hasRelatedWork W1990571958 @default.
- W3208488069 hasRelatedWork W1992807924 @default.
- W3208488069 hasRelatedWork W2789601449 @default.
- W3208488069 hasRelatedWork W2951461697 @default.
- W3208488069 hasRelatedWork W3088526462 @default.
- W3208488069 hasRelatedWork W3195771398 @default.
- W3208488069 hasRelatedWork W4288754364 @default.
- W3208488069 hasRelatedWork W4298316614 @default.
- W3208488069 hasRelatedWork W4312263439 @default.
- W3208488069 hasVolume "254" @default.
- W3208488069 isParatext "false" @default.
- W3208488069 isRetracted "false" @default.
- W3208488069 magId "3208488069" @default.
- W3208488069 workType "article" @default.