GETS: Grammatical Evolution based Optimization of Smoothing Parameters in Univariate Time Series Forecasting
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{DBLP:conf/icaart/RyanKCJ20,
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author = "Conor Ryan and Meghana Kshirsagar and
Purva Chaudhari and Rushikesh Jachak",
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title = "{GETS:} Grammatical Evolution based Optimization of
Smoothing Parameters in Univariate Time Series
Forecasting",
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editor = "Ana Paula Rocha and Luc Steels and
H. Jaap van den Herik",
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booktitle = "Proceedings of the 12th International Conference on
Agents and Artificial Intelligence, {ICAART} 2020",
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year = "2020",
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volume = "2",
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pages = "595--602",
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address = "Valletta, Malta",
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month = feb # " 22-24",
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publisher = "SCITEPRESS",
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keywords = "genetic algorithms, genetic programming, Grammatical
Evolution, Time Series Forecasting",
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isbn13 = "978-989-758-395-7",
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URL = "https://doi.org/10.5220/0008963305950602",
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DOI = "doi:10.5220/0008963305950602",
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timestamp = "Tue, 14 Apr 2020 10:44:02 +0200",
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biburl = "https://dblp.org/rec/conf/icaart/RyanKCJ20.bib",
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bibsource = "dblp computer science bibliography, https://dblp.org",
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size = "8 pages",
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abstract = "Time series forecasting is a technique that predicts
future values using time as one of the dimensions. The
learning process is strongly controlled by fine-tuning
of various hyperparameters which is often resource
extensive and requires domain knowledge. This research
work focuses on automatically evolving suitable
hyperparameters of time series for level, trend and
seasonality components using Grammatical Evolution. The
proposed Grammatical Evolution Time Series framework
can accept datasets from various domains and select the
appropriate parameter values based on the nature of
dataset. The forecasted results are compared with a
traditional grid search algorithm on the basis of error
metric, efficiency and scalability.",
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notes = "1 Biocomputing Developmental Systems, University of
Limerick, Ireland ; 2 Department of Computer Science,
Government College of Engineering, Aurangabad, India",
- }
Genetic Programming entries for
Conor Ryan
Meghana Kshirsagar
Purva Chaudhari
Rushikesh Jachak
Citations