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Meta-ELM: ELM with ELM hidden nodes

Neurocomputing, 2014
Extreme Leaning Machine (ELM) simply randomly assigns input weights and biases, ineluctably leading to certain stochastic behaviors and reducing generalization performance. In this paper, we propose a meta-learning model of ELM, called Meta-ELM. The Meta-ELM architecture consists of several base ELMs and one top ELM.
Shizhong Liao
exaly   +2 more sources

SOM-ELM—Self-Organized Clustering using ELM

Neurocomputing, 2015
This paper presents two new clustering techniques based on Extreme Learning Machine (ELM). These clustering techniques can incorporate a priori knowledge (of an expert) to define the optimal structure for the clusters, i.e. the number of points in each cluster. Using ELM, the first proposed clustering problem formulation can be rewritten as a Traveling
Amaury Lendasse   +2 more
exaly   +2 more sources

Integration ELMs or Interpolation ELMs?

1994
Recent finite element Eulerian-Lagrangian Methods (ELMs) have traded the classical notion of interpolation at the feet of the characteristic lines for that of integration. In this paper, the stability and accuracy of selected integration and interpolation ELMs is formally analyzed and compared.
Oliveira, A., Melo Baptista, A.
openaire   +2 more sources

DGR-ELM–Distributed Generalized Regularized ELM for classification

Neurocomputing, 2018
Abstract Extreme Learning Machine (ELM) has recently increased popularity and has been successfully applied to a wide range of applications. Variants using regularization are now a common practice in the state of the art in ELM field. The most commonly used regularization is the l2 norm, which improves generalization but result in a dense network ...
Fernando Kentaro Inaba   +3 more
openaire   +2 more sources

Breeding Elms for Resistance to Dutch Elm Disease

Annual Review of Phytopathology, 1993
The use of elms (genus Ulmus) by mankind parallels the settlement and urbanization of Europe and North America (58, 97, 147), and Asia (3, 20, 22, 37, 92, 96, 108, 154). Richens (97) describes in detail the history and significance of elms in Europe and the origins of the numerous ancient elm cultivars, including the Roman introduction of the English ...
E B Smalley, R P Guries
openaire   +2 more sources

Integrated ELM Modelling

Contributions to Plasma Physics, 2006
This paper presents a short overview of current trends and progress in integrated ELM modelling. First, the concept of integrated ELM modelling is introduced, various interpretations of it are given and the need for it is discussed. Then follows an overview of different techniques and methods used in integrated ELM modelling presented roughly according
Lönnroth, J. S.   +28 more
openaire   +3 more sources

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