FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2625683755> ?p ?o ?g. }

• W2625683755 abstract "Latent feature modeling allows capturing the latent structure responsible for generating the observed properties of a set of objects. It is often used to make predictions either for new values of interest or missing information in the original data, as well as to perform data exploratory analysis. However, although there is an extensive literature on latent feature models for homogeneous datasets, where all the attributes that describe each object are of the same (continuous or discrete) nature, there is a lack of work on latent feature modeling for heterogeneous databases. In this paper, we introduce a general Bayesian nonparametric latent feature model suitable for heterogeneous datasets, where the attributes describing each object can be either discrete, continuous or mixed variables. The proposed model presents several important properties. First, it accounts for heterogeneous data while keeping the properties of conjugate models, which allow us to infer the model in linear time with respect to the number of objects and attributes. Second, its Bayesian nonparametric nature allows us to automatically infer the model complexity from the data, i.e., the number of features necessary to capture the latent structure in the data. Third, the latent features in the model are binary-valued variables, easing the interpretability of the obtained latent features in data exploratory analysis. We show the flexibility of the proposed model by solving both prediction and data analysis tasks on several real-world datasets. Moreover, a software package of the GLFM is publicly available for other researcher to use and improve it." @default.
• W2625683755 created "2017-06-23" @default.
• W2625683755 creator A5002000099 @default.
• W2625683755 creator A5010820865 @default.
• W2625683755 creator A5032887367 @default.
• W2625683755 creator A5037473201 @default.
• W2625683755 date "2017-06-12" @default.
• W2625683755 modified "2023-09-27" @default.
• W2625683755 title "General Latent Feature Models for Heterogeneous Datasets" @default.
• W2625683755 cites W143080133 @default.
• W2625683755 cites W1975634667 @default.
• W2625683755 cites W1992284534 @default.
• W2625683755 cites W1999675919 @default.
• W2625683755 cites W2001575183 @default.
• W2625683755 cites W2003240725 @default.
• W2625683755 cites W2005295938 @default.
• W2625683755 cites W2037819798 @default.
• W2625683755 cites W2051055051 @default.
• W2625683755 cites W2074166357 @default.
• W2625683755 cites W2085040216 @default.
• W2625683755 cites W2104827998 @default.
• W2625683755 cites W2115976142 @default.
• W2625683755 cites W2117091609 @default.
• W2625683755 cites W2136514949 @default.
• W2625683755 cites W2142575165 @default.
• W2625683755 cites W2144934666 @default.
• W2625683755 cites W2146130798 @default.
• W2625683755 cites W2148319469 @default.
• W2625683755 cites W2156267802 @default.
• W2625683755 cites W2156604399 @default.
• W2625683755 cites W2167810193 @default.
• W2625683755 cites W2316318579 @default.
• W2625683755 cites W2317545896 @default.
• W2625683755 cites W3099242408 @default.
• W2625683755 cites W3146849155 @default.
• W2625683755 hasPublicationYear "2017" @default.
• W2625683755 type Work @default.
• W2625683755 sameAs 2625683755 @default.
• W2625683755 citedByCount "7" @default.
• W2625683755 countsByYear W26256837552017 @default.
• W2625683755 countsByYear W26256837552018 @default.
• W2625683755 countsByYear W26256837552020 @default.
• W2625683755 crossrefType "posted-content" @default.
• W2625683755 hasAuthorship W2625683755A5002000099 @default.
• W2625683755 hasAuthorship W2625683755A5010820865 @default.
• W2625683755 hasAuthorship W2625683755A5032887367 @default.
• W2625683755 hasAuthorship W2625683755A5037473201 @default.
• W2625683755 hasConcept C101814296 @default.
• W2625683755 hasConcept C107673813 @default.
• W2625683755 hasConcept C112933361 @default.
• W2625683755 hasConcept C119857082 @default.
• W2625683755 hasConcept C124101348 @default.
• W2625683755 hasConcept C138885662 @default.
• W2625683755 hasConcept C154945302 @default.
• W2625683755 hasConcept C177264268 @default.
• W2625683755 hasConcept C199360897 @default.
• W2625683755 hasConcept C2776401178 @default.
• W2625683755 hasConcept C2777904410 @default.
• W2625683755 hasConcept C2781067378 @default.
• W2625683755 hasConcept C41008148 @default.
• W2625683755 hasConcept C41895202 @default.
• W2625683755 hasConcept C51167844 @default.
• W2625683755 hasConcept C65965080 @default.
• W2625683755 hasConcept C70727504 @default.
• W2625683755 hasConceptScore W2625683755C101814296 @default.
• W2625683755 hasConceptScore W2625683755C107673813 @default.
• W2625683755 hasConceptScore W2625683755C112933361 @default.
• W2625683755 hasConceptScore W2625683755C119857082 @default.
• W2625683755 hasConceptScore W2625683755C124101348 @default.
• W2625683755 hasConceptScore W2625683755C138885662 @default.
• W2625683755 hasConceptScore W2625683755C154945302 @default.
• W2625683755 hasConceptScore W2625683755C177264268 @default.
• W2625683755 hasConceptScore W2625683755C199360897 @default.
• W2625683755 hasConceptScore W2625683755C2776401178 @default.
• W2625683755 hasConceptScore W2625683755C2777904410 @default.
• W2625683755 hasConceptScore W2625683755C2781067378 @default.
• W2625683755 hasConceptScore W2625683755C41008148 @default.
• W2625683755 hasConceptScore W2625683755C41895202 @default.
• W2625683755 hasConceptScore W2625683755C51167844 @default.
• W2625683755 hasConceptScore W2625683755C65965080 @default.
• W2625683755 hasConceptScore W2625683755C70727504 @default.
• W2625683755 hasLocation W26256837551 @default.
• W2625683755 hasOpenAccess W2625683755 @default.
• W2625683755 hasPrimaryLocation W26256837551 @default.
• W2625683755 hasRelatedWork W1520325657 @default.
• W2625683755 hasRelatedWork W1706732857 @default.
• W2625683755 hasRelatedWork W2011008538 @default.
• W2625683755 hasRelatedWork W2337617599 @default.
• W2625683755 hasRelatedWork W2397771106 @default.
• W2625683755 hasRelatedWork W2576084407 @default.
• W2625683755 hasRelatedWork W2736459664 @default.
• W2625683755 hasRelatedWork W2745780159 @default.
• W2625683755 hasRelatedWork W2766236296 @default.
• W2625683755 hasRelatedWork W2786823319 @default.
• W2625683755 hasRelatedWork W2951741291 @default.
• W2625683755 hasRelatedWork W2963297674 @default.
• W2625683755 hasRelatedWork W2971618583 @default.
• W2625683755 hasRelatedWork W2979915069 @default.
• W2625683755 hasRelatedWork W2996414517 @default.
• W2625683755 hasRelatedWork W3036118961 @default.

• next