Matches in SemOpenAlex for { <https://semopenalex.org/work/W133094597> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W133094597 endingPage "49" @default.
- W133094597 startingPage "38" @default.
- W133094597 abstract "Improvement of time series forecasting accuracy is an active research area having significant importance in many practical domains. Extensive works in literature suggest that substantial enhancement in accuracies can be achieved by combining forecasts from different models. However, forecasts combination is a difficult as well as a challenging task due to various reasons and often simple linear methods are used for this purpose. In this paper, we propose a nonlinear weighted ensemble mechanism for combining forecasts from multiple time series models. The proposed method considers the individual forecasts as well as the correlations in pairs of forecasts for creating the ensemble. A successive validation approach is formulated to determine the appropriate combination weights. Three popular models are used to build up the ensemble which is then empirically tested on three real-world time series. Obtained forecasting results, measured through three well-known error statistics demonstrate that the proposed ensemble method provides significantly better accuracies than each individual model." @default.
- W133094597 created "2016-06-24" @default.
- W133094597 creator A5060995785 @default.
- W133094597 creator A5066847361 @default.
- W133094597 date "2012-01-01" @default.
- W133094597 modified "2023-10-18" @default.
- W133094597 title "A Novel Weighted Ensemble Technique for Time Series Forecasting" @default.
- W133094597 cites W1586335931 @default.
- W133094597 cites W1986528915 @default.
- W133094597 cites W2001507422 @default.
- W133094597 cites W2007260464 @default.
- W133094597 cites W2036086321 @default.
- W133094597 cites W2036870214 @default.
- W133094597 cites W2063632211 @default.
- W133094597 cites W2079560958 @default.
- W133094597 cites W2117014758 @default.
- W133094597 cites W2117829824 @default.
- W133094597 cites W2145856394 @default.
- W133094597 cites W2489782956 @default.
- W133094597 cites W4239414618 @default.
- W133094597 doi "https://doi.org/10.1007/978-3-642-30217-6_4" @default.
- W133094597 hasPublicationYear "2012" @default.
- W133094597 type Work @default.
- W133094597 sameAs 133094597 @default.
- W133094597 citedByCount "18" @default.
- W133094597 countsByYear W1330945972013 @default.
- W133094597 countsByYear W1330945972015 @default.
- W133094597 countsByYear W1330945972016 @default.
- W133094597 countsByYear W1330945972017 @default.
- W133094597 countsByYear W1330945972020 @default.
- W133094597 countsByYear W1330945972021 @default.
- W133094597 crossrefType "book-chapter" @default.
- W133094597 hasAuthorship W133094597A5060995785 @default.
- W133094597 hasAuthorship W133094597A5066847361 @default.
- W133094597 hasConcept C119857082 @default.
- W133094597 hasConcept C119898033 @default.
- W133094597 hasConcept C121332964 @default.
- W133094597 hasConcept C124101348 @default.
- W133094597 hasConcept C143724316 @default.
- W133094597 hasConcept C151406439 @default.
- W133094597 hasConcept C151730666 @default.
- W133094597 hasConcept C154945302 @default.
- W133094597 hasConcept C158622935 @default.
- W133094597 hasConcept C162324750 @default.
- W133094597 hasConcept C187736073 @default.
- W133094597 hasConcept C2780451532 @default.
- W133094597 hasConcept C41008148 @default.
- W133094597 hasConcept C45942800 @default.
- W133094597 hasConcept C62520636 @default.
- W133094597 hasConcept C86803240 @default.
- W133094597 hasConceptScore W133094597C119857082 @default.
- W133094597 hasConceptScore W133094597C119898033 @default.
- W133094597 hasConceptScore W133094597C121332964 @default.
- W133094597 hasConceptScore W133094597C124101348 @default.
- W133094597 hasConceptScore W133094597C143724316 @default.
- W133094597 hasConceptScore W133094597C151406439 @default.
- W133094597 hasConceptScore W133094597C151730666 @default.
- W133094597 hasConceptScore W133094597C154945302 @default.
- W133094597 hasConceptScore W133094597C158622935 @default.
- W133094597 hasConceptScore W133094597C162324750 @default.
- W133094597 hasConceptScore W133094597C187736073 @default.
- W133094597 hasConceptScore W133094597C2780451532 @default.
- W133094597 hasConceptScore W133094597C41008148 @default.
- W133094597 hasConceptScore W133094597C45942800 @default.
- W133094597 hasConceptScore W133094597C62520636 @default.
- W133094597 hasConceptScore W133094597C86803240 @default.
- W133094597 hasLocation W1330945971 @default.
- W133094597 hasOpenAccess W133094597 @default.
- W133094597 hasPrimaryLocation W1330945971 @default.
- W133094597 hasRelatedWork W2810053714 @default.
- W133094597 hasRelatedWork W3124390867 @default.
- W133094597 hasRelatedWork W3136979370 @default.
- W133094597 hasRelatedWork W4281560664 @default.
- W133094597 hasRelatedWork W4281757034 @default.
- W133094597 hasRelatedWork W4285046548 @default.
- W133094597 hasRelatedWork W4285741730 @default.
- W133094597 hasRelatedWork W4311847748 @default.
- W133094597 hasRelatedWork W4313488044 @default.
- W133094597 hasRelatedWork W3214927170 @default.
- W133094597 isParatext "false" @default.
- W133094597 isRetracted "false" @default.
- W133094597 magId "133094597" @default.
- W133094597 workType "book-chapter" @default.