FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2952558719> ?p ?o ?g. }

• W2952558719 abstract "Convex clustering has gained popularity recently due to its desirable performance in empirical studies. It involves solving a convex optimization problem with the cost function being a squared error loss plus a fusion penalty that encourages the estimated centroids for observations in the same cluster to be identical. However, when data are contaminated, convex clustering with a squared error loss will fail to identify correct cluster memberships even when there is only one arbitrary outlier. To address this challenge, we propose a robust convex clustering method. Theoretically, we show that the new estimator is resistant to arbitrary outliers: it does not break down until more than half of the observations are arbitrary outliers. In particular, we observe a new phenomenon that the fusion penalty can help enhance robustness. Numerical studies are performed to demonstrate the competitive performance of the proposed method." @default.
• W2952558719 created "2019-06-27" @default.
• W2952558719 creator A5027740199 @default.
• W2952558719 creator A5060567464 @default.
• W2952558719 creator A5064430862 @default.
• W2952558719 date "2019-06-23" @default.
• W2952558719 modified "2023-09-27" @default.
• W2952558719 title "Robust convex clustering: How does fusion penalty enhance robustness?" @default.
• W2952558719 cites W1491391313 @default.
• W2952558719 cites W1554944419 @default.
• W2952558719 cites W182282593 @default.
• W2952558719 cites W1969936152 @default.
• W2952558719 cites W2011627547 @default.
• W2952558719 cites W2033403400 @default.
• W2952558719 cites W2046033161 @default.
• W2952558719 cites W2064534526 @default.
• W2952558719 cites W2065742895 @default.
• W2952558719 cites W2095225664 @default.
• W2952558719 cites W2098886769 @default.
• W2952558719 cites W2112440119 @default.
• W2952558719 cites W2127597613 @default.
• W2952558719 cites W2129249398 @default.
• W2952558719 cites W2132222940 @default.
• W2952558719 cites W2152701363 @default.
• W2952558719 cites W2296319761 @default.
• W2952558719 cites W2524458798 @default.
• W2952558719 cites W2790926860 @default.
• W2952558719 cites W2794809244 @default.
• W2952558719 cites W2809824627 @default.
• W2952558719 cites W2896398456 @default.
• W2952558719 cites W2937521317 @default.
• W2952558719 cites W2962927523 @default.
• W2952558719 cites W2963032456 @default.
• W2952558719 cites W2979685185 @default.
• W2952558719 cites W3127907562 @default.
• W2952558719 cites W36711357 @default.
• W2952558719 hasPublicationYear "2019" @default.
• W2952558719 type Work @default.
• W2952558719 sameAs 2952558719 @default.
• W2952558719 citedByCount "0" @default.
• W2952558719 crossrefType "posted-content" @default.
• W2952558719 hasAuthorship W2952558719A5027740199 @default.
• W2952558719 hasAuthorship W2952558719A5060567464 @default.
• W2952558719 hasAuthorship W2952558719A5064430862 @default.
• W2952558719 hasConcept C104317684 @default.
• W2952558719 hasConcept C105795698 @default.
• W2952558719 hasConcept C112680207 @default.
• W2952558719 hasConcept C11413529 @default.
• W2952558719 hasConcept C124101348 @default.
• W2952558719 hasConcept C126255220 @default.
• W2952558719 hasConcept C146599234 @default.
• W2952558719 hasConcept C154945302 @default.
• W2952558719 hasConcept C157972887 @default.
• W2952558719 hasConcept C185429906 @default.
• W2952558719 hasConcept C185592680 @default.
• W2952558719 hasConcept C2524010 @default.
• W2952558719 hasConcept C33923547 @default.
• W2952558719 hasConcept C41008148 @default.
• W2952558719 hasConcept C55493867 @default.
• W2952558719 hasConcept C6180225 @default.
• W2952558719 hasConcept C63479239 @default.
• W2952558719 hasConcept C67226441 @default.
• W2952558719 hasConcept C73555534 @default.
• W2952558719 hasConcept C79337645 @default.
• W2952558719 hasConceptScore W2952558719C104317684 @default.
• W2952558719 hasConceptScore W2952558719C105795698 @default.
• W2952558719 hasConceptScore W2952558719C112680207 @default.
• W2952558719 hasConceptScore W2952558719C11413529 @default.
• W2952558719 hasConceptScore W2952558719C124101348 @default.
• W2952558719 hasConceptScore W2952558719C126255220 @default.
• W2952558719 hasConceptScore W2952558719C146599234 @default.
• W2952558719 hasConceptScore W2952558719C154945302 @default.
• W2952558719 hasConceptScore W2952558719C157972887 @default.
• W2952558719 hasConceptScore W2952558719C185429906 @default.
• W2952558719 hasConceptScore W2952558719C185592680 @default.
• W2952558719 hasConceptScore W2952558719C2524010 @default.
• W2952558719 hasConceptScore W2952558719C33923547 @default.
• W2952558719 hasConceptScore W2952558719C41008148 @default.
• W2952558719 hasConceptScore W2952558719C55493867 @default.
• W2952558719 hasConceptScore W2952558719C6180225 @default.
• W2952558719 hasConceptScore W2952558719C63479239 @default.
• W2952558719 hasConceptScore W2952558719C67226441 @default.
• W2952558719 hasConceptScore W2952558719C73555534 @default.
• W2952558719 hasConceptScore W2952558719C79337645 @default.
• W2952558719 hasLocation W29525587191 @default.
• W2952558719 hasOpenAccess W2952558719 @default.
• W2952558719 hasPrimaryLocation W29525587191 @default.
• W2952558719 hasRelatedWork W1649988714 @default.
• W2952558719 hasRelatedWork W2147121386 @default.
• W2952558719 hasRelatedWork W2169477532 @default.
• W2952558719 hasRelatedWork W2170744602 @default.
• W2952558719 hasRelatedWork W2191029871 @default.
• W2952558719 hasRelatedWork W2529860769 @default.
• W2952558719 hasRelatedWork W2556598144 @default.
• W2952558719 hasRelatedWork W2595901109 @default.
• W2952558719 hasRelatedWork W2739299529 @default.
• W2952558719 hasRelatedWork W2748147629 @default.
• W2952558719 hasRelatedWork W2770490380 @default.
• W2952558719 hasRelatedWork W2799231670 @default.
• W2952558719 hasRelatedWork W2912478319 @default.

• next