Matches in SemOpenAlex for { <https://semopenalex.org/work/W3136391459> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W3136391459 endingPage "110309" @default.
- W3136391459 startingPage "110309" @default.
- W3136391459 abstract "In recent decades, eye-movement detection technology has improved significantly, and eye-trackers are available not only as standalone research tools but also as computer peripherals. This rapid spread gives further opportunities to measure the eye-movements of participants. The current paper provides classification models for the prediction of food choice and selects the best one. Four choice sets were presented to 112 volunteered participants, each choice set consisting of four different choice tasks, resulting in altogether sixteen choice tasks. The choice sets followed the 2-, 4-, 6- and 8-alternative forced-choice paradigm. Tobii X2-60 eye-tracker and Tobii Studio software were used to capture and export gazing data, respectively. After variable filtering, thirteen classification models were elaborated and tested; moreover, eight performance parameters were computed. The models were compared based on the performance parameters using the sum of ranking differences algorithm. The algorithm ranks and groups the models by comparing the ranks of their performance metrics to a predefined gold standard. Techniques based on decision trees were superior in all cases, regardless of the choice tasks and food product categories. Among the classifiers, Quinlan's C4.5 and cost-sensitive decision trees proved to be the best-performing ones. Future studies should focus on the fine-tuning of these models as well as their applications with mobile eye-trackers." @default.
- W3136391459 created "2021-03-29" @default.
- W3136391459 creator A5014652893 @default.
- W3136391459 creator A5042765994 @default.
- W3136391459 creator A5043829139 @default.
- W3136391459 date "2021-05-01" @default.
- W3136391459 modified "2023-10-14" @default.
- W3136391459 title "How to predict choice using eye-movements data?" @default.
- W3136391459 cites W1545302199 @default.
- W3136391459 cites W1983883770 @default.
- W3136391459 cites W1994912857 @default.
- W3136391459 cites W2017784810 @default.
- W3136391459 cites W2041503703 @default.
- W3136391459 cites W2059856562 @default.
- W3136391459 cites W2096352448 @default.
- W3136391459 cites W2150025966 @default.
- W3136391459 cites W2235364924 @default.
- W3136391459 cites W2281003909 @default.
- W3136391459 cites W2546626394 @default.
- W3136391459 cites W2583525646 @default.
- W3136391459 cites W2911321114 @default.
- W3136391459 cites W2914383694 @default.
- W3136391459 cites W2964278775 @default.
- W3136391459 cites W2964630594 @default.
- W3136391459 cites W2988366556 @default.
- W3136391459 cites W2989770319 @default.
- W3136391459 cites W3007806251 @default.
- W3136391459 cites W3092221098 @default.
- W3136391459 doi "https://doi.org/10.1016/j.foodres.2021.110309" @default.
- W3136391459 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33992329" @default.
- W3136391459 hasPublicationYear "2021" @default.
- W3136391459 type Work @default.
- W3136391459 sameAs 3136391459 @default.
- W3136391459 citedByCount "5" @default.
- W3136391459 countsByYear W31363914592022 @default.
- W3136391459 countsByYear W31363914592023 @default.
- W3136391459 crossrefType "journal-article" @default.
- W3136391459 hasAuthorship W3136391459A5014652893 @default.
- W3136391459 hasAuthorship W3136391459A5042765994 @default.
- W3136391459 hasAuthorship W3136391459A5043829139 @default.
- W3136391459 hasBestOaLocation W31363914591 @default.
- W3136391459 hasConcept C119857082 @default.
- W3136391459 hasConcept C120665830 @default.
- W3136391459 hasConcept C121332964 @default.
- W3136391459 hasConcept C124101348 @default.
- W3136391459 hasConcept C134306372 @default.
- W3136391459 hasConcept C153050134 @default.
- W3136391459 hasConcept C154945302 @default.
- W3136391459 hasConcept C177264268 @default.
- W3136391459 hasConcept C182365436 @default.
- W3136391459 hasConcept C189430467 @default.
- W3136391459 hasConcept C192209626 @default.
- W3136391459 hasConcept C199360897 @default.
- W3136391459 hasConcept C33923547 @default.
- W3136391459 hasConcept C41008148 @default.
- W3136391459 hasConcept C56461940 @default.
- W3136391459 hasConcept C57501372 @default.
- W3136391459 hasConcept C84525736 @default.
- W3136391459 hasConceptScore W3136391459C119857082 @default.
- W3136391459 hasConceptScore W3136391459C120665830 @default.
- W3136391459 hasConceptScore W3136391459C121332964 @default.
- W3136391459 hasConceptScore W3136391459C124101348 @default.
- W3136391459 hasConceptScore W3136391459C134306372 @default.
- W3136391459 hasConceptScore W3136391459C153050134 @default.
- W3136391459 hasConceptScore W3136391459C154945302 @default.
- W3136391459 hasConceptScore W3136391459C177264268 @default.
- W3136391459 hasConceptScore W3136391459C182365436 @default.
- W3136391459 hasConceptScore W3136391459C189430467 @default.
- W3136391459 hasConceptScore W3136391459C192209626 @default.
- W3136391459 hasConceptScore W3136391459C199360897 @default.
- W3136391459 hasConceptScore W3136391459C33923547 @default.
- W3136391459 hasConceptScore W3136391459C41008148 @default.
- W3136391459 hasConceptScore W3136391459C56461940 @default.
- W3136391459 hasConceptScore W3136391459C57501372 @default.
- W3136391459 hasConceptScore W3136391459C84525736 @default.
- W3136391459 hasFunder F4320322193 @default.
- W3136391459 hasLocation W31363914591 @default.
- W3136391459 hasLocation W31363914592 @default.
- W3136391459 hasLocation W31363914593 @default.
- W3136391459 hasOpenAccess W3136391459 @default.
- W3136391459 hasPrimaryLocation W31363914591 @default.
- W3136391459 hasRelatedWork W178060743 @default.
- W3136391459 hasRelatedWork W2126676984 @default.
- W3136391459 hasRelatedWork W2141888607 @default.
- W3136391459 hasRelatedWork W2511178891 @default.
- W3136391459 hasRelatedWork W2753886513 @default.
- W3136391459 hasRelatedWork W2909390414 @default.
- W3136391459 hasRelatedWork W2954509079 @default.
- W3136391459 hasRelatedWork W3104472694 @default.
- W3136391459 hasRelatedWork W4384434815 @default.
- W3136391459 hasRelatedWork W4384788979 @default.
- W3136391459 hasVolume "143" @default.
- W3136391459 isParatext "false" @default.
- W3136391459 isRetracted "false" @default.
- W3136391459 magId "3136391459" @default.
- W3136391459 workType "article" @default.