Matches in SemOpenAlex for { <https://semopenalex.org/work/W2156869838> ?p ?o ?g. }
- W2156869838 endingPage "541" @default.
- W2156869838 startingPage "529" @default.
- W2156869838 abstract "This paper presents a fully complex-valued relaxation network (FCRN) with its projection-based learning algorithm. The FCRN is a single hidden layer network with a Gaussian-like sech activation function in the hidden layer and an exponential activation function in the output layer. For a given number of hidden neurons, the input weights are assigned randomly and the output weights are estimated by minimizing a nonlinear logarithmic function (called as an energy function) which explicitly contains both the magnitude and phase errors. A projection-based learning algorithm determines the optimal output weights corresponding to the minima of the energy function by converting the nonlinear programming problem into that of solving a set of simultaneous linear algebraic equations. The resultant FCRN approximates the desired output more accurately with a lower computational effort. The classification ability of FCRN is evaluated using a set of real-valued benchmark classification problems from the University of California, Irvine machine learning repository. Here, a circular transformation is used to transform the real-valued input features to the complex domain. Next, the FCRN is used to solve three practical problems: a quadrature amplitude modulation channel equalization, an adaptive beamforming, and a mammogram classification. Performance results from this paper clearly indicate the superior classification/approximation performance of the FCRN." @default.
- W2156869838 created "2016-06-24" @default.
- W2156869838 creator A5019720185 @default.
- W2156869838 creator A5080692534 @default.
- W2156869838 creator A5081411825 @default.
- W2156869838 date "2013-04-01" @default.
- W2156869838 modified "2023-10-10" @default.
- W2156869838 title "Projection-Based Fast Learning Fully Complex-Valued Relaxation Neural Network" @default.
- W2156869838 cites W1528288284 @default.
- W2156869838 cites W1564485251 @default.
- W2156869838 cites W1969885712 @default.
- W2156869838 cites W1975926472 @default.
- W2156869838 cites W1978437915 @default.
- W2156869838 cites W1978524241 @default.
- W2156869838 cites W1992608033 @default.
- W2156869838 cites W1993342340 @default.
- W2156869838 cites W2006476624 @default.
- W2156869838 cites W2016944307 @default.
- W2156869838 cites W2019440389 @default.
- W2156869838 cites W2031296078 @default.
- W2156869838 cites W2042042193 @default.
- W2156869838 cites W2051137709 @default.
- W2156869838 cites W2058399474 @default.
- W2156869838 cites W2061554433 @default.
- W2156869838 cites W2065234731 @default.
- W2156869838 cites W2070857393 @default.
- W2156869838 cites W2080460674 @default.
- W2156869838 cites W2089823888 @default.
- W2156869838 cites W2093964576 @default.
- W2156869838 cites W2098524127 @default.
- W2156869838 cites W2105050785 @default.
- W2156869838 cites W2106772201 @default.
- W2156869838 cites W2117830586 @default.
- W2156869838 cites W2118978333 @default.
- W2156869838 cites W2135082607 @default.
- W2156869838 cites W2139868241 @default.
- W2156869838 cites W2141804730 @default.
- W2156869838 cites W2143572124 @default.
- W2156869838 cites W2143747384 @default.
- W2156869838 cites W2146348301 @default.
- W2156869838 cites W2150007836 @default.
- W2156869838 cites W2150765881 @default.
- W2156869838 cites W2157077261 @default.
- W2156869838 cites W2161694749 @default.
- W2156869838 cites W2161780063 @default.
- W2156869838 cites W2163572752 @default.
- W2156869838 cites W2165215236 @default.
- W2156869838 cites W2169006540 @default.
- W2156869838 cites W2311297018 @default.
- W2156869838 cites W4297913868 @default.
- W2156869838 doi "https://doi.org/10.1109/tnnls.2012.2235460" @default.
- W2156869838 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/24808375" @default.
- W2156869838 hasPublicationYear "2013" @default.
- W2156869838 type Work @default.
- W2156869838 sameAs 2156869838 @default.
- W2156869838 citedByCount "50" @default.
- W2156869838 countsByYear W21568698382013 @default.
- W2156869838 countsByYear W21568698382014 @default.
- W2156869838 countsByYear W21568698382015 @default.
- W2156869838 countsByYear W21568698382016 @default.
- W2156869838 countsByYear W21568698382017 @default.
- W2156869838 countsByYear W21568698382018 @default.
- W2156869838 countsByYear W21568698382019 @default.
- W2156869838 countsByYear W21568698382020 @default.
- W2156869838 countsByYear W21568698382021 @default.
- W2156869838 countsByYear W21568698382022 @default.
- W2156869838 countsByYear W21568698382023 @default.
- W2156869838 crossrefType "journal-article" @default.
- W2156869838 hasAuthorship W2156869838A5019720185 @default.
- W2156869838 hasAuthorship W2156869838A5080692534 @default.
- W2156869838 hasAuthorship W2156869838A5081411825 @default.
- W2156869838 hasConcept C11413529 @default.
- W2156869838 hasConcept C121332964 @default.
- W2156869838 hasConcept C13280743 @default.
- W2156869838 hasConcept C134306372 @default.
- W2156869838 hasConcept C154945302 @default.
- W2156869838 hasConcept C15744967 @default.
- W2156869838 hasConcept C158622935 @default.
- W2156869838 hasConcept C185798385 @default.
- W2156869838 hasConcept C186633575 @default.
- W2156869838 hasConcept C205649164 @default.
- W2156869838 hasConcept C2776029896 @default.
- W2156869838 hasConcept C33923547 @default.
- W2156869838 hasConcept C38365724 @default.
- W2156869838 hasConcept C41008148 @default.
- W2156869838 hasConcept C50644808 @default.
- W2156869838 hasConcept C57493831 @default.
- W2156869838 hasConcept C62520636 @default.
- W2156869838 hasConcept C77805123 @default.
- W2156869838 hasConceptScore W2156869838C11413529 @default.
- W2156869838 hasConceptScore W2156869838C121332964 @default.
- W2156869838 hasConceptScore W2156869838C13280743 @default.
- W2156869838 hasConceptScore W2156869838C134306372 @default.
- W2156869838 hasConceptScore W2156869838C154945302 @default.
- W2156869838 hasConceptScore W2156869838C15744967 @default.
- W2156869838 hasConceptScore W2156869838C158622935 @default.
- W2156869838 hasConceptScore W2156869838C185798385 @default.
- W2156869838 hasConceptScore W2156869838C186633575 @default.