Comparing Ensemble-Based Forecasting Methods for Smart-Metering Data
Created by W.Langdon from
gp-bibliography.bib Revision:1.8110
- @InProceedings{Flasch:evoapps13,
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author = "Oliver Flasch and Martina Friese and
Katya Vladislavleva and Thomas Bartz-Beielstein and
Olaf Mersmann and Boris Naujoks and Joerg Stork and
Martin Zaefferer",
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title = "Comparing Ensemble-Based Forecasting Methods for
Smart-Metering Data",
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booktitle = "Applications of Evolutionary Computing,
EvoApplications 2013: EvoCOMNET, EvoCOMPLEX, EvoENERGY,
EvoFIN, EvoGAMES, EvoIASP, EvoINDUSTRY, EvoNUM, EvoPAR,
EvoRISK, EvoROBOT, EvoSTOC",
-
year = "2013",
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month = "3-5 " # apr,
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editor = "Anna I. Esparcia-Alcazar and Antonio Della Cioppa and
Ivanoe {De Falco} and Ernesto Tarantino and
Carlos Cotta and Robert Schaefer and Konrad Diwold and
Kyrre Glette and Andrea Tettamanzi and
Alexandros Agapitos and Paolo Burrelli and J. J. Merelo and
Stefano Cagnoni and Mengjie Zhang and Neil Urquhart and Kevin Sim and
Aniko Ekart and Francisco {Fernandez de Vega} and
Sara Silva and Evert Haasdijk and Gusz Eiben and
Anabela Simoes and Philipp Rohlfshagen",
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series = "LNCS",
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volume = "7835",
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publisher = "Springer Verlag",
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address = "Vienna",
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publisher_address = "Berlin",
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pages = "172--181",
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organisation = "EvoStar",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-3-642-37191-2",
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DOI = "doi:10.1007/978-3-642-37192-9_18",
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size = "10 pages",
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abstract = "This work provides a preliminary study on applying
state-of-the-art time-series forecasting methods to
electrical energy consumption data recorded by smart
metering equipment. We compare a custom-build
commercial baseline method to modern ensemble-based
methods from statistical time-series analysis and to a
modern commercial GP system. Our preliminary results
indicate that that modern ensemble-based methods, as
well as GP, are an attractive alternative to
custom-built approaches for electrical energy
consumption forecasting",
-
notes = "
EvoApplications2013 held in conjunction with
EuroGP2013, EvoCOP2013, EvoBio'2013 and EvoMusArt2013",
- }
Genetic Programming entries for
Oliver Flasch
Martina Friese
Ekaterina (Katya) Vladislavleva
Thomas Bartz-Beielstein
Olaf Mersmann
Boris Naujoks
Joerg Stork
Martin Zaefferer
Citations