TopRecipes: A Topic Modelling Scheme Driven Framework for Strategic Recipe Recommendation Using Differential Semantics

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AudienciaPúblico en generales_ES
CoberturaMéxico[ 143]es_ES
Fecha de ingreso2026-10-05T16:34:58Z
Fecha de publicación2026-01-01
ResumenAn advanced Web 3.0 framework, exemplified by the Semantic Web, is essential for providing recipes that reflect diverse cultural and geographical culinary traditions within an integrated digital environment. Topic model-based framework, named TopRecipes, encompasses Latent Dirichlet Allocation (LDA) and standard knowledge repositories to generate the informative terms and further depends on the existing knowledge stack to populate the informative terms utilizing TF-IDF. Furthermore, a Semantic network is derived from the terms and strategic standard models like the Normalized Information Distance (NID), and VL and Ahmed index have been incorporated for reasoning based on semantic similarity, differential thresholds, and differential step deviance measures. A Logistic Regression (LR) classifier, a feature-controlled classifier, classifies the dataset, Renyi entropy facilitates feature selection, and dolphin’s echolocation transforms the initial feasible set into an optimal solution set through metaheuristics optimistic computation. The average precision of the proposed TopRecipes was 95.58 with a recall of 97.84, an accuracy of 96.71, and an F-measure of 96.7, where the lowest FDR was achieved, which is 0.05.es_ES
Doihttps://doi.org/10.1007/978-3-032-24360-7_31es_ES
ISBN978-303224359-1es_ES
URIhttps://riuat.uat.edu.mx/handle/123456789/6432
IdiomaInglés[20]es_ES
EditorialSpringer Science and Business Media Deutschland GmbHes_ES
RelaciónLecture Notes in Networks and Systemses_ES
URL relacionadohttps://doi.org/10.1007/978-3-032-24360-7_31es_ES
DerechosAcceso restringido / Suscripción (Metadatos de producción científica)es_ES
Licenciahttp://purl.org/coar/access_right/c_16eces_ES
FuenteLecture Notes in Networks and Systems
Palabra claveCulinary Studieses_ES
Palabra claveDifferential Semanticses_ES
Palabra claveRecipe Recommendationes_ES
Palabra claveSemantic AIes_ES
Palabra claveWeb 3.0es_ES
TítuloTopRecipes: A Topic Modelling Scheme Driven Framework for Strategic Recipe Recommendation Using Differential Semanticses_ES
TipoPonenciaes_ES
ArbitradoHa sido Arbitradoes_ES
AutorBhaveeasheshwar, E.
AutorDeepak, Gerard
AutorOrtiz-Rodriguez, Fernando
AutorBhaveeasheshwar, E.es_ES
AutorDeepak, Gerardes_ES
AutorOrtiz-Rodriguez, Fernandoes_ES
InstituciónUniversidad Autónoma de Tamaulipas
InstituciónUniversidad Autónoma de Tamaulipases_ES
Rango de páginas336-346es_ES
URL relacionadahttps://doi.org/10.1007/978-3-032-24360-7_31
Tipo de artículoIndexado
Tipo de artículoIndexadoes_ES
Volumen1947 LNNSes_ES

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