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Trading sparse, mean reverting portfolios using VAR(1) and LSTM prediction

Trading sparse, mean reverting portfolios using VAR(1) and LSTM prediction

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_3155992167

Trading sparse, mean reverting portfolios using VAR(1) and LSTM prediction

About this item

Full title

Trading sparse, mean reverting portfolios using VAR(1) and LSTM prediction

Publisher

Cluj-Napoca: De Gruyter Poland

Journal title

Acta Universitatis Sapientiae. Informatica, 2021-12, Vol.13 (2), p.288-302

Language

English

Formats

Publication information

Publisher

Cluj-Napoca: De Gruyter Poland

More information

Scope and Contents

Contents

We investigated the predictability of mean reverting portfolios and the VAR(1) model in several aspects. First, we checked the dependency of the accuracy of VAR(1) model on different data types including the original data itself, the return of prices, the natural logarithm of stock and on the log return. Then we compared the accuracy of predictions...

Alternative Titles

Full title

Trading sparse, mean reverting portfolios using VAR(1) and LSTM prediction

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_3155992167

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_3155992167

Other Identifiers

ISSN

1844-6086

E-ISSN

2066-7760

DOI

10.2478/ausi-2021-0013

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