FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2951540734> ?p ?o ?g. }

• W2951540734 abstract "Forward stagewise regression follows a very simple strategy for constructing a sequence of sparse regression estimates: it starts with all coefficients equal to zero, and iteratively updates the coefficient (by a small amount $epsilon$) of the variable that achieves the maximal absolute inner product with the current residual. This procedure has an interesting connection to the lasso: under some conditions, it is known that the sequence of forward stagewise estimates exactly coincides with the lasso path, as the step size $epsilon$ goes to zero. Furthermore, essentially the same equivalence holds outside of least squares regression, with the minimization of a differentiable convex loss function subject to an $ell_1$ norm constraint (the stagewise algorithm now updates the coefficient corresponding to the maximal absolute component of the gradient). Even when they do not match their $ell_1$-constrained analogues, stagewise estimates provide a useful approximation, and are computationally appealing. Their success in sparse modeling motivates the question: can a simple, effective strategy like forward stagewise be applied more broadly in other regularization settings, beyond the $ell_1$ norm and sparsity? The current paper is an attempt to do just this. We present a general framework for stagewise estimation, which yields fast algorithms for problems such as group-structured learning, matrix completion, image denoising, and more." @default.
• W2951540734 created "2019-06-27" @default.
• W2951540734 creator A5076708141 @default.
• W2951540734 date "2014-08-25" @default.
• W2951540734 modified "2023-09-27" @default.
• W2951540734 title "A General Framework for Fast Stagewise Algorithms" @default.
• W2951540734 cites W1553702074 @default.
• W2951540734 cites W1574851760 @default.
• W2951540734 cites W1678356000 @default.
• W2951540734 cites W1931583310 @default.
• W2951540734 cites W1986753844 @default.
• W2951540734 cites W1987371344 @default.
• W2951540734 cites W1990420052 @default.
• W2951540734 cites W2001125761 @default.
• W2951540734 cites W2005688170 @default.
• W2951540734 cites W2034562813 @default.
• W2951540734 cites W2045220410 @default.
• W2951540734 cites W2047028564 @default.
• W2951540734 cites W2063978378 @default.
• W2951540734 cites W2069808690 @default.
• W2951540734 cites W2097360283 @default.
• W2951540734 cites W2103559027 @default.
• W2951540734 cites W2106398669 @default.
• W2951540734 cites W2115364117 @default.
• W2951540734 cites W2119073761 @default.
• W2951540734 cites W2134332047 @default.
• W2951540734 cites W2135046866 @default.
• W2951540734 cites W2136885855 @default.
• W2951540734 cites W2138019504 @default.
• W2951540734 cites W2140514146 @default.
• W2951540734 cites W2146130798 @default.
• W2951540734 cites W2146766088 @default.
• W2951540734 cites W2152204644 @default.
• W2951540734 cites W2165644552 @default.
• W2951540734 cites W2296319761 @default.
• W2951540734 cites W2611328865 @default.
• W2951540734 cites W2797463641 @default.
• W2951540734 cites W2913088541 @default.
• W2951540734 cites W2971788173 @default.
• W2951540734 cites W3105702746 @default.
• W2951540734 cites W3106348863 @default.
• W2951540734 cites W905619 @default.
• W2951540734 hasPublicationYear "2014" @default.
• W2951540734 type Work @default.
• W2951540734 sameAs 2951540734 @default.
• W2951540734 citedByCount "1" @default.
• W2951540734 countsByYear W29515407342015 @default.
• W2951540734 crossrefType "posted-content" @default.
• W2951540734 hasAuthorship W2951540734A5076708141 @default.
• W2951540734 hasConcept C105795698 @default.
• W2951540734 hasConcept C111472728 @default.
• W2951540734 hasConcept C112680207 @default.
• W2951540734 hasConcept C11413529 @default.
• W2951540734 hasConcept C126255220 @default.
• W2951540734 hasConcept C136764020 @default.
• W2951540734 hasConcept C138885662 @default.
• W2951540734 hasConcept C154945302 @default.
• W2951540734 hasConcept C17744445 @default.
• W2951540734 hasConcept C191795146 @default.
• W2951540734 hasConcept C199539241 @default.
• W2951540734 hasConcept C202444582 @default.
• W2951540734 hasConcept C202615002 @default.
• W2951540734 hasConcept C203868755 @default.
• W2951540734 hasConcept C2524010 @default.
• W2951540734 hasConcept C2776135515 @default.
• W2951540734 hasConcept C2778112365 @default.
• W2951540734 hasConcept C2780586882 @default.
• W2951540734 hasConcept C28826006 @default.
• W2951540734 hasConcept C33923547 @default.
• W2951540734 hasConcept C37616216 @default.
• W2951540734 hasConcept C41008148 @default.
• W2951540734 hasConcept C54355233 @default.
• W2951540734 hasConcept C83546350 @default.
• W2951540734 hasConcept C86803240 @default.
• W2951540734 hasConceptScore W2951540734C105795698 @default.
• W2951540734 hasConceptScore W2951540734C111472728 @default.
• W2951540734 hasConceptScore W2951540734C112680207 @default.
• W2951540734 hasConceptScore W2951540734C11413529 @default.
• W2951540734 hasConceptScore W2951540734C126255220 @default.
• W2951540734 hasConceptScore W2951540734C136764020 @default.
• W2951540734 hasConceptScore W2951540734C138885662 @default.
• W2951540734 hasConceptScore W2951540734C154945302 @default.
• W2951540734 hasConceptScore W2951540734C17744445 @default.
• W2951540734 hasConceptScore W2951540734C191795146 @default.
• W2951540734 hasConceptScore W2951540734C199539241 @default.
• W2951540734 hasConceptScore W2951540734C202444582 @default.
• W2951540734 hasConceptScore W2951540734C202615002 @default.
• W2951540734 hasConceptScore W2951540734C203868755 @default.
• W2951540734 hasConceptScore W2951540734C2524010 @default.
• W2951540734 hasConceptScore W2951540734C2776135515 @default.
• W2951540734 hasConceptScore W2951540734C2778112365 @default.
• W2951540734 hasConceptScore W2951540734C2780586882 @default.
• W2951540734 hasConceptScore W2951540734C28826006 @default.
• W2951540734 hasConceptScore W2951540734C33923547 @default.
• W2951540734 hasConceptScore W2951540734C37616216 @default.
• W2951540734 hasConceptScore W2951540734C41008148 @default.
• W2951540734 hasConceptScore W2951540734C54355233 @default.
• W2951540734 hasConceptScore W2951540734C83546350 @default.
• W2951540734 hasConceptScore W2951540734C86803240 @default.
• W2951540734 hasLocation W29515407341 @default.

• next