FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA

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Bibliographic Details
Main Author:	XU XIUQIN
Other Authors:	STATISTICS & APPLIED PROBABILITY
Format:	Theses and Dissertations
Language:	English
Published:	2018
Subjects:	functional data, LSTM, time series, machine learning, energy, FPCA
Online Access:	http://scholarbank.nus.edu.sg/handle/10635/139704
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Institution:	National University of Singapore
Language:	English

id	sg-nus-scholar.10635-139704
record_format	dspace
spelling	sg-nus-scholar.10635-1397042020-04-02T13:11:52Z FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA XU XIUQIN STATISTICS & APPLIED PROBABILITY Chen Ying functional data, LSTM, time series, machine learning, energy, FPCA Master's MASTER OF SCIENCE (RSH-FOS) 2018-03-30T18:00:14Z 2018-03-30T18:00:14Z 2017-12-28 Thesis XU XIUQIN (2017-12-28). FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA. ScholarBank@NUS Repository. http://scholarbank.nus.edu.sg/handle/10635/139704 en
institution	National University of Singapore
building	NUS Library
country	Singapore
collection	ScholarBank@NUS
language	English
topic	functional data, LSTM, time series, machine learning, energy, FPCA
spellingShingle	functional data, LSTM, time series, machine learning, energy, FPCA XU XIUQIN FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA
description	Master's
author2	STATISTICS & APPLIED PROBABILITY
author_facet	STATISTICS & APPLIED PROBABILITY XU XIUQIN
format	Theses and Dissertations
author	XU XIUQIN
author_sort	XU XIUQIN
title	FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA
title_short	FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA
title_full	FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA
title_fullStr	FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA
title_full_unstemmed	FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA
title_sort	functional machine learning with application to day-ahead forecasting of natural gas flow data
publishDate	2018
url	http://scholarbank.nus.edu.sg/handle/10635/139704
_version_	1681097916094087168

FUNCTIONAL MACHINE LEARNING WITH APPLICATION TO DAY-AHEAD FORECASTING OF NATURAL GAS FLOW DATA

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