FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2999114689> ?p ?o ?g. }

• W2999114689 abstract "Despite its well-known shortcomings, $k$-means remains one of the most widely used approaches to data clustering. Current research continues to tackle its flaws while attempting to preserve its simplicity. Recently, the textit{power $k$-means} algorithm was proposed to avoid trapping in local minima by annealing through a family of smoother surfaces. However, the approach lacks theoretical justification and fails in high dimensions when many features are irrelevant. This paper addresses these issues by introducing textit{entropy regularization} to learn feature relevance while annealing. We prove consistency of the proposed approach and derive a scalable majorization-minimization algorithm that enjoys closed-form updates and convergence guarantees. In particular, our method retains the same computational complexity of $k$-means and power $k$-means, but yields significant improvements over both. Its merits are thoroughly assessed on a suite of real and synthetic data experiments." @default.
• W2999114689 created "2020-01-23" @default.
• W2999114689 creator A5000078546 @default.
• W2999114689 creator A5023760520 @default.
• W2999114689 creator A5067874219 @default.
• W2999114689 creator A5076850079 @default.
• W2999114689 date "2020-01-10" @default.
• W2999114689 modified "2023-10-16" @default.
• W2999114689 title "Entropy Regularized Power k-Means Clustering" @default.
• W2999114689 cites W1278605765 @default.
• W2999114689 cites W1551136530 @default.
• W2999114689 cites W1571975558 @default.
• W2999114689 cites W1574090720 @default.
• W2999114689 cites W1959178355 @default.
• W2999114689 cites W1992300915 @default.
• W2999114689 cites W2011430131 @default.
• W2999114689 cites W2017100743 @default.
• W2999114689 cites W2039284087 @default.
• W2999114689 cites W2048178552 @default.
• W2999114689 cites W2059515884 @default.
• W2999114689 cites W2066578574 @default.
• W2999114689 cites W2073459066 @default.
• W2999114689 cites W2086943813 @default.
• W2999114689 cites W2086959852 @default.
• W2999114689 cites W2095763169 @default.
• W2999114689 cites W2120717492 @default.
• W2999114689 cites W2120887445 @default.
• W2999114689 cites W2125070513 @default.
• W2999114689 cites W2143776582 @default.
• W2999114689 cites W2150593711 @default.
• W2999114689 cites W2162833336 @default.
• W2999114689 cites W2165533158 @default.
• W2999114689 cites W2165874743 @default.
• W2999114689 cites W2170312859 @default.
• W2999114689 cites W2182722412 @default.
• W2999114689 cites W2187089797 @default.
• W2999114689 cites W2294644361 @default.
• W2999114689 cites W2478358886 @default.
• W2999114689 cites W2552050672 @default.
• W2999114689 cites W2594080144 @default.
• W2999114689 cites W2758535392 @default.
• W2999114689 cites W2940612076 @default.
• W2999114689 cites W2945560352 @default.
• W2999114689 cites W2946612803 @default.
• W2999114689 cites W3097993951 @default.
• W2999114689 cites W3120740533 @default.
• W2999114689 doi "https://doi.org/10.48550/arxiv.2001.03452" @default.
• W2999114689 hasPublicationYear "2020" @default.
• W2999114689 type Work @default.
• W2999114689 sameAs 2999114689 @default.
• W2999114689 citedByCount "0" @default.
• W2999114689 crossrefType "posted-content" @default.
• W2999114689 hasAuthorship W2999114689A5000078546 @default.
• W2999114689 hasAuthorship W2999114689A5023760520 @default.
• W2999114689 hasAuthorship W2999114689A5067874219 @default.
• W2999114689 hasAuthorship W2999114689A5076850079 @default.
• W2999114689 hasBestOaLocation W29991146891 @default.
• W2999114689 hasConcept C106301342 @default.
• W2999114689 hasConcept C11413529 @default.
• W2999114689 hasConcept C118615104 @default.
• W2999114689 hasConcept C121332964 @default.
• W2999114689 hasConcept C134306372 @default.
• W2999114689 hasConcept C154945302 @default.
• W2999114689 hasConcept C166957645 @default.
• W2999114689 hasConcept C186633575 @default.
• W2999114689 hasConcept C2776135515 @default.
• W2999114689 hasConcept C2777818330 @default.
• W2999114689 hasConcept C33923547 @default.
• W2999114689 hasConcept C41008148 @default.
• W2999114689 hasConcept C48044578 @default.
• W2999114689 hasConcept C62520636 @default.
• W2999114689 hasConcept C73555534 @default.
• W2999114689 hasConcept C77088390 @default.
• W2999114689 hasConcept C79581498 @default.
• W2999114689 hasConcept C80444323 @default.
• W2999114689 hasConcept C95457728 @default.
• W2999114689 hasConceptScore W2999114689C106301342 @default.
• W2999114689 hasConceptScore W2999114689C11413529 @default.
• W2999114689 hasConceptScore W2999114689C118615104 @default.
• W2999114689 hasConceptScore W2999114689C121332964 @default.
• W2999114689 hasConceptScore W2999114689C134306372 @default.
• W2999114689 hasConceptScore W2999114689C154945302 @default.
• W2999114689 hasConceptScore W2999114689C166957645 @default.
• W2999114689 hasConceptScore W2999114689C186633575 @default.
• W2999114689 hasConceptScore W2999114689C2776135515 @default.
• W2999114689 hasConceptScore W2999114689C2777818330 @default.
• W2999114689 hasConceptScore W2999114689C33923547 @default.
• W2999114689 hasConceptScore W2999114689C41008148 @default.
• W2999114689 hasConceptScore W2999114689C48044578 @default.
• W2999114689 hasConceptScore W2999114689C62520636 @default.
• W2999114689 hasConceptScore W2999114689C73555534 @default.
• W2999114689 hasConceptScore W2999114689C77088390 @default.
• W2999114689 hasConceptScore W2999114689C79581498 @default.
• W2999114689 hasConceptScore W2999114689C80444323 @default.
• W2999114689 hasConceptScore W2999114689C95457728 @default.
• W2999114689 hasLocation W29991146891 @default.
• W2999114689 hasOpenAccess W2999114689 @default.
• W2999114689 hasPrimaryLocation W29991146891 @default.
• W2999114689 hasRelatedWork W1527726406 @default.
• W2999114689 hasRelatedWork W1596426534 @default.

• next