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Long-term prediction of nonlinear time series

Metadata Updated: April 10, 2025

This paper is about applying recurrent least squares support vector machines (LS-SVM) on three ESTSP08 competition datasets. Least squares

support vector machines are used as nonlinear models in order to avoid local

minima problems. Then prediction task is re-formulated as function approximation

task. Recurrent LS-SVM uses nonlinear autoregressive exogenous (NARX) model

to build nonlinear regressor, by estimating in each iteration the next output value,

given the past output and input measurements.

Access & Use Information

Public: This dataset is intended for public access and use. License: No license information was provided. If this work was prepared by an officer or employee of the United States government as part of that person's official duties it is considered a U.S. Government Work.

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Dates

Metadata Created Date November 12, 2020
Metadata Updated Date April 10, 2025
Data Update Frequency irregular

Metadata Source

Harvested from NASA Data.json

Additional Metadata

Resource Type Dataset
Metadata Created Date November 12, 2020
Metadata Updated Date April 10, 2025
Publisher Dashlink
Maintainer
Identifier DASHLINK_170
Data First Published 2010-09-22
Data Last Modified 2025-03-31
Public Access Level public
Data Update Frequency irregular
Bureau Code 026:00
Metadata Context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
Schema Version https://project-open-data.cio.gov/v1.1/schema
Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
Harvest Object Id 5107405d-936e-4a3c-bf95-48d8c1fa5036
Harvest Source Id 58f92550-7a01-4f00-b1b2-8dc953bd598f
Harvest Source Title NASA Data.json
Homepage URL https://c3.nasa.gov/dashlink/resources/170/
Program Code 026:029
Source Datajson Identifier True
Source Hash 1edf71940e64a739f3cd614c5b33cd26fb8caebb6160b7f539a002c0dab383eb
Source Schema Version 1.1

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