Matches in SemOpenAlex for { <https://semopenalex.org/work/W4295037177> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W4295037177 abstract "Mixed data is a typical heterogeneous structured feature of the complex system elements, which contains both categorical and continuous attributes. To effectively analyze the similarity of mixed data, taking into consideration the heterogeneous coupling relationship between the mixed attributes, this work proposes a heterogeneous coupling relationship-based similarity measure for mixed data (HMS). First, through automatic discretization based on K-means, continuous attributes are converted into categorical attributes and the categorical data view is extracted, for which the HGS method is used to measure the similarity. Besides, through similarity representation, the categorical attributes are converted into continuous attributes, then the continuous data view is constructed and its similarity measure is performed by Euclidean distance. Furthermore, the harmonic mean of the similarity between both views is calculated to obtain the integrated similarity. Finally, the effectiveness and feasibility of the HMS method are verified in clustering experiments. Compared with other common-used mixed data similarity measures, the HMS method can more fully capture the categorical and continuous views of mixed-type attributes of the complex system elements, as well as the complex heterogeneous relationships existing between views and inside the view, which as a result greatly improves the clustering performance." @default.
- W4295037177 created "2022-09-09" @default.
- W4295037177 creator A5004962049 @default.
- W4295037177 creator A5038002847 @default.
- W4295037177 creator A5044127793 @default.
- W4295037177 creator A5046435995 @default.
- W4295037177 creator A5078949281 @default.
- W4295037177 creator A5083464792 @default.
- W4295037177 date "2022-08-24" @default.
- W4295037177 modified "2023-09-26" @default.
- W4295037177 title "Heterogeneous Coupling Relationship Based Similarity Measure for Mixed Data" @default.
- W4295037177 cites W1570705402 @default.
- W4295037177 cites W1985032507 @default.
- W4295037177 cites W1990643970 @default.
- W4295037177 cites W2056884786 @default.
- W4295037177 cites W2082888943 @default.
- W4295037177 cites W2106446203 @default.
- W4295037177 cites W2109622481 @default.
- W4295037177 cites W2111685427 @default.
- W4295037177 cites W2125540154 @default.
- W4295037177 cites W2149230623 @default.
- W4295037177 cites W2171577765 @default.
- W4295037177 cites W2536425004 @default.
- W4295037177 cites W2790895082 @default.
- W4295037177 cites W2793385194 @default.
- W4295037177 cites W2968171598 @default.
- W4295037177 cites W86523731 @default.
- W4295037177 cites W1863067848 @default.
- W4295037177 doi "https://doi.org/10.1109/bigdia56350.2022.9874058" @default.
- W4295037177 hasPublicationYear "2022" @default.
- W4295037177 type Work @default.
- W4295037177 citedByCount "0" @default.
- W4295037177 crossrefType "proceedings-article" @default.
- W4295037177 hasAuthorship W4295037177A5004962049 @default.
- W4295037177 hasAuthorship W4295037177A5038002847 @default.
- W4295037177 hasAuthorship W4295037177A5044127793 @default.
- W4295037177 hasAuthorship W4295037177A5046435995 @default.
- W4295037177 hasAuthorship W4295037177A5078949281 @default.
- W4295037177 hasAuthorship W4295037177A5083464792 @default.
- W4295037177 hasConcept C103278499 @default.
- W4295037177 hasConcept C115961682 @default.
- W4295037177 hasConcept C119857082 @default.
- W4295037177 hasConcept C120174047 @default.
- W4295037177 hasConcept C124101348 @default.
- W4295037177 hasConcept C138885662 @default.
- W4295037177 hasConcept C153180895 @default.
- W4295037177 hasConcept C154945302 @default.
- W4295037177 hasConcept C17744445 @default.
- W4295037177 hasConcept C199539241 @default.
- W4295037177 hasConcept C2776359362 @default.
- W4295037177 hasConcept C2776401178 @default.
- W4295037177 hasConcept C2776517306 @default.
- W4295037177 hasConcept C2780009758 @default.
- W4295037177 hasConcept C33923547 @default.
- W4295037177 hasConcept C41008148 @default.
- W4295037177 hasConcept C41895202 @default.
- W4295037177 hasConcept C5274069 @default.
- W4295037177 hasConcept C73555534 @default.
- W4295037177 hasConcept C94625758 @default.
- W4295037177 hasConceptScore W4295037177C103278499 @default.
- W4295037177 hasConceptScore W4295037177C115961682 @default.
- W4295037177 hasConceptScore W4295037177C119857082 @default.
- W4295037177 hasConceptScore W4295037177C120174047 @default.
- W4295037177 hasConceptScore W4295037177C124101348 @default.
- W4295037177 hasConceptScore W4295037177C138885662 @default.
- W4295037177 hasConceptScore W4295037177C153180895 @default.
- W4295037177 hasConceptScore W4295037177C154945302 @default.
- W4295037177 hasConceptScore W4295037177C17744445 @default.
- W4295037177 hasConceptScore W4295037177C199539241 @default.
- W4295037177 hasConceptScore W4295037177C2776359362 @default.
- W4295037177 hasConceptScore W4295037177C2776401178 @default.
- W4295037177 hasConceptScore W4295037177C2776517306 @default.
- W4295037177 hasConceptScore W4295037177C2780009758 @default.
- W4295037177 hasConceptScore W4295037177C33923547 @default.
- W4295037177 hasConceptScore W4295037177C41008148 @default.
- W4295037177 hasConceptScore W4295037177C41895202 @default.
- W4295037177 hasConceptScore W4295037177C5274069 @default.
- W4295037177 hasConceptScore W4295037177C73555534 @default.
- W4295037177 hasConceptScore W4295037177C94625758 @default.
- W4295037177 hasLocation W42950371771 @default.
- W4295037177 hasOpenAccess W4295037177 @default.
- W4295037177 hasPrimaryLocation W42950371771 @default.
- W4295037177 hasRelatedWork W1488437289 @default.
- W4295037177 hasRelatedWork W2063676706 @default.
- W4295037177 hasRelatedWork W2113226963 @default.
- W4295037177 hasRelatedWork W2117594971 @default.
- W4295037177 hasRelatedWork W2187249578 @default.
- W4295037177 hasRelatedWork W2326113450 @default.
- W4295037177 hasRelatedWork W2354434770 @default.
- W4295037177 hasRelatedWork W2358805260 @default.
- W4295037177 hasRelatedWork W2399400609 @default.
- W4295037177 hasRelatedWork W2566841210 @default.
- W4295037177 isParatext "false" @default.
- W4295037177 isRetracted "false" @default.
- W4295037177 workType "article" @default.