FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2774687542> ?p ?o ?g. }

• W2774687542 abstract "We propose a novel online learning paradigm for nonlinear-function estimation tasks based on the iterative projections in the L2 space with probability measure reflecting the stochastic property of input signals. The proposed learning algorithm exploits the reproducing kernel of the so-called dictionary subspace, based on the fact that any finite-dimensional space of functions has a reproducing kernel characterized by the Gram matrix. The L2-space geometry provides the best decorrelation property in principle. The proposed learning paradigm is significantly different from the conventional kernel-based learning paradigm in two senses: (i) the whole space is not a reproducing kernel Hilbert space and (ii) the minimum mean squared error estimator gives the best approximation of the desired nonlinear function in the dictionary subspace. It preserves efficiency in computing the inner product as well as in updating the Gram matrix when the dictionary grows. Monotone approximation, asymptotic optimality, and convergence of the proposed algorithm are analyzed based on the variable-metric version of adaptive projected subgradient method. Numerical examples show the efficacy of the proposed algorithm for real data over a variety of methods including the extended Kalman filter and many batch machine-learning methods such as the multilayer perceptron." @default.
• W2774687542 created "2017-12-22" @default.
• W2774687542 creator A5017389000 @default.
• W2774687542 creator A5029561892 @default.
• W2774687542 date "2018-08-01" @default.
• W2774687542 modified "2023-09-25" @default.
• W2774687542 title "Online Nonlinear Estimation via Iterative <inline-formula> <tex-math notation=LaTeX>$L^2$</tex-math> </inline-formula>-Space Projections: Reproducing Kernel of Subspace" @default.
• W2774687542 cites W1492221128 @default.
• W2774687542 cites W1493250972 @default.
• W2774687542 cites W1496404219 @default.
• W2774687542 cites W1530216197 @default.
• W2774687542 cites W1534416612 @default.
• W2774687542 cites W1547069917 @default.
• W2774687542 cites W1565176583 @default.
• W2774687542 cites W1663973292 @default.
• W2774687542 cites W1677330902 @default.
• W2774687542 cites W1746819321 @default.
• W2774687542 cites W1970789124 @default.
• W2774687542 cites W1985032789 @default.
• W2774687542 cites W2001148506 @default.
• W2774687542 cites W2005778669 @default.
• W2774687542 cites W2007154098 @default.
• W2774687542 cites W2013668940 @default.
• W2774687542 cites W2015263936 @default.
• W2774687542 cites W2023965576 @default.
• W2774687542 cites W2031863147 @default.
• W2774687542 cites W2035367180 @default.
• W2774687542 cites W2050063750 @default.
• W2774687542 cites W2052389946 @default.
• W2774687542 cites W2064769840 @default.
• W2774687542 cites W2069017697 @default.
• W2774687542 cites W2071820974 @default.
• W2774687542 cites W2088381717 @default.
• W2774687542 cites W2097998348 @default.
• W2774687542 cites W2098454198 @default.
• W2774687542 cites W2099464104 @default.
• W2774687542 cites W2108995755 @default.
• W2774687542 cites W2111395440 @default.
• W2774687542 cites W2114865067 @default.
• W2774687542 cites W2115642551 @default.
• W2774687542 cites W2120985577 @default.
• W2774687542 cites W2122512809 @default.
• W2774687542 cites W2129799762 @default.
• W2774687542 cites W2131961356 @default.
• W2774687542 cites W2137233422 @default.
• W2774687542 cites W2139320579 @default.
• W2774687542 cites W2140242774 @default.
• W2774687542 cites W2143643945 @default.
• W2774687542 cites W2144153580 @default.
• W2774687542 cites W2144174236 @default.
• W2774687542 cites W2146502635 @default.
• W2774687542 cites W2149842772 @default.
• W2774687542 cites W2150621701 @default.
• W2774687542 cites W2153290280 @default.
• W2774687542 cites W2154558852 @default.
• W2774687542 cites W2155398148 @default.
• W2774687542 cites W2167932108 @default.
• W2774687542 cites W2170317615 @default.
• W2774687542 cites W2276840628 @default.
• W2774687542 cites W2346699383 @default.
• W2774687542 cites W2394562819 @default.
• W2774687542 cites W2481926318 @default.
• W2774687542 cites W2517065214 @default.
• W2774687542 cites W2530695753 @default.
• W2774687542 cites W2560289294 @default.
• W2774687542 cites W2565704257 @default.
• W2774687542 cites W2566405858 @default.
• W2774687542 cites W2718378801 @default.
• W2774687542 cites W2767006387 @default.
• W2774687542 cites W2964121744 @default.
• W2774687542 cites W3024853581 @default.
• W2774687542 cites W3119651796 @default.
• W2774687542 cites W6908809 @default.
• W2774687542 doi "https://doi.org/10.1109/tsp.2018.2846271" @default.
• W2774687542 hasPublicationYear "2018" @default.
• W2774687542 type Work @default.
• W2774687542 sameAs 2774687542 @default.
• W2774687542 citedByCount "7" @default.
• W2774687542 countsByYear W27746875422018 @default.
• W2774687542 countsByYear W27746875422019 @default.
• W2774687542 countsByYear W27746875422020 @default.
• W2774687542 countsByYear W27746875422021 @default.
• W2774687542 crossrefType "journal-article" @default.
• W2774687542 hasAuthorship W2774687542A5017389000 @default.
• W2774687542 hasAuthorship W2774687542A5029561892 @default.
• W2774687542 hasBestOaLocation W27746875422 @default.
• W2774687542 hasConcept C11413529 @default.
• W2774687542 hasConcept C118615104 @default.
• W2774687542 hasConcept C122280245 @default.
• W2774687542 hasConcept C12267149 @default.
• W2774687542 hasConcept C126255220 @default.
• W2774687542 hasConcept C134306372 @default.
• W2774687542 hasConcept C134517425 @default.
• W2774687542 hasConcept C142730499 @default.
• W2774687542 hasConcept C154945302 @default.
• W2774687542 hasConcept C28826006 @default.
• W2774687542 hasConcept C32834561 @default.
• W2774687542 hasConcept C33923547 @default.
• W2774687542 hasConcept C41008148 @default.
• W2774687542 hasConcept C50644808 @default.

• next