FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4220679677> ?p ?o ?g. }

• W4220679677 abstract "Eye-tracking allows researchers to infer cognitive processes from eye movements that are classified into distinct events. Parsing the events is typically done by algorithms. Here we aim at developing an unsupervised, generative model that can be fitted to eye-movement data using maximum likelihood estimation. This approach allows hypothesis testing about fitted models, next to being a method for classification. We developed gazeHMM, an algorithm that uses a hidden Markov model as a generative model, has few critical parameters to be set by users, and does not require human coded data as input. The algorithm classifies gaze data into fixations, saccades, and optionally postsaccadic oscillations and smooth pursuits. We evaluated gazeHMM's performance in a simulation study, showing that it successfully recovered hidden Markov model parameters and hidden states. Parameters were less well recovered when we included a smooth pursuit state and/or added even small noise to simulated data. We applied generative models with different numbers of events to benchmark data. Comparing them indicated that hidden Markov models with more events than expected had most likely generated the data. We also applied the full algorithm to benchmark data and assessed its similarity to human coding and other algorithms. For static stimuli, gazeHMM showed high similarity and outperformed other algorithms in this regard. For dynamic stimuli, gazeHMM tended to rapidly switch between fixations and smooth pursuits but still displayed higher similarity than most other algorithms. Concluding that gazeHMM can be used in practice, we recommend parsing smooth pursuits only for exploratory purposes. Future hidden Markov model algorithms could use covariates to better capture eye movement processes and explicitly model event durations to classify smooth pursuits more accurately." @default.
• W4220679677 created "2022-04-03" @default.
• W4220679677 creator A5043905078 @default.
• W4220679677 creator A5080646741 @default.
• W4220679677 creator A5083701620 @default.
• W4220679677 date "2022-07-28" @default.
• W4220679677 modified "2023-09-30" @default.
• W4220679677 title "Characterising eye movement events with an unsupervised hidden markov model" @default.
• W4220679677 cites W1973361174 @default.
• W4220679677 cites W1979677741 @default.
• W4220679677 cites W1987464952 @default.
• W4220679677 cites W2031829129 @default.
• W4220679677 cites W2080000582 @default.
• W4220679677 cites W2094469348 @default.
• W4220679677 cites W2129784757 @default.
• W4220679677 cites W2164777277 @default.
• W4220679677 cites W2405531384 @default.
• W4220679677 cites W2543709087 @default.
• W4220679677 cites W2580881188 @default.
• W4220679677 cites W2582544220 @default.
• W4220679677 cites W2590766922 @default.
• W4220679677 cites W2595184395 @default.
• W4220679677 cites W2765427337 @default.
• W4220679677 cites W2766987159 @default.
• W4220679677 cites W2772180746 @default.
• W4220679677 cites W2810586486 @default.
• W4220679677 cites W2889332504 @default.
• W4220679677 cites W2896962817 @default.
• W4220679677 cites W2900048091 @default.
• W4220679677 cites W2913846516 @default.
• W4220679677 cites W2946976183 @default.
• W4220679677 cites W2957625227 @default.
• W4220679677 doi "https://doi.org/10.16910/jemr.15.1.4" @default.
• W4220679677 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37032712" @default.
• W4220679677 hasPublicationYear "2022" @default.
• W4220679677 type Work @default.
• W4220679677 citedByCount "0" @default.
• W4220679677 crossrefType "journal-article" @default.
• W4220679677 hasAuthorship W4220679677A5043905078 @default.
• W4220679677 hasAuthorship W4220679677A5080646741 @default.
• W4220679677 hasAuthorship W4220679677A5083701620 @default.
• W4220679677 hasBestOaLocation W42206796771 @default.
• W4220679677 hasConcept C103278499 @default.
• W4220679677 hasConcept C115961682 @default.
• W4220679677 hasConcept C119857082 @default.
• W4220679677 hasConcept C13280743 @default.
• W4220679677 hasConcept C153050134 @default.
• W4220679677 hasConcept C153180895 @default.
• W4220679677 hasConcept C154945302 @default.
• W4220679677 hasConcept C163836022 @default.
• W4220679677 hasConcept C167966045 @default.
• W4220679677 hasConcept C185798385 @default.
• W4220679677 hasConcept C186644900 @default.
• W4220679677 hasConcept C205649164 @default.
• W4220679677 hasConcept C23224414 @default.
• W4220679677 hasConcept C2779916870 @default.
• W4220679677 hasConcept C39890363 @default.
• W4220679677 hasConcept C41008148 @default.
• W4220679677 hasConcept C56461940 @default.
• W4220679677 hasConcept C60582962 @default.
• W4220679677 hasConcept C98763669 @default.
• W4220679677 hasConceptScore W4220679677C103278499 @default.
• W4220679677 hasConceptScore W4220679677C115961682 @default.
• W4220679677 hasConceptScore W4220679677C119857082 @default.
• W4220679677 hasConceptScore W4220679677C13280743 @default.
• W4220679677 hasConceptScore W4220679677C153050134 @default.
• W4220679677 hasConceptScore W4220679677C153180895 @default.
• W4220679677 hasConceptScore W4220679677C154945302 @default.
• W4220679677 hasConceptScore W4220679677C163836022 @default.
• W4220679677 hasConceptScore W4220679677C167966045 @default.
• W4220679677 hasConceptScore W4220679677C185798385 @default.
• W4220679677 hasConceptScore W4220679677C186644900 @default.
• W4220679677 hasConceptScore W4220679677C205649164 @default.
• W4220679677 hasConceptScore W4220679677C23224414 @default.
• W4220679677 hasConceptScore W4220679677C2779916870 @default.
• W4220679677 hasConceptScore W4220679677C39890363 @default.
• W4220679677 hasConceptScore W4220679677C41008148 @default.
• W4220679677 hasConceptScore W4220679677C56461940 @default.
• W4220679677 hasConceptScore W4220679677C60582962 @default.
• W4220679677 hasConceptScore W4220679677C98763669 @default.
• W4220679677 hasIssue "1" @default.
• W4220679677 hasLocation W42206796771 @default.
• W4220679677 hasLocation W42206796772 @default.
• W4220679677 hasLocation W42206796773 @default.
• W4220679677 hasLocation W42206796774 @default.
• W4220679677 hasLocation W42206796775 @default.
• W4220679677 hasLocation W42206796776 @default.
• W4220679677 hasLocation W42206796777 @default.
• W4220679677 hasOpenAccess W4220679677 @default.
• W4220679677 hasPrimaryLocation W42206796771 @default.
• W4220679677 hasRelatedWork W2084282191 @default.
• W4220679677 hasRelatedWork W2116722627 @default.
• W4220679677 hasRelatedWork W2151409566 @default.
• W4220679677 hasRelatedWork W2161328464 @default.
• W4220679677 hasRelatedWork W2295069874 @default.
• W4220679677 hasRelatedWork W2379938888 @default.
• W4220679677 hasRelatedWork W3217774486 @default.
• W4220679677 hasRelatedWork W4302561434 @default.
• W4220679677 hasRelatedWork W1542903750 @default.
• W4220679677 hasRelatedWork W2183271128 @default.

• next