03625nam 22006495 450 991099978330332120251023220517.09783031775277(eBook)10.1007/978-3-031-77527-7(CKB)38641693600041(DE-He213)978-3-031-77527-7(MiAaPQ)EBC32029796(Au-PeEL)EBL32029796(OCoLC)1524422090(EXLCZ)993864169360004120250426h20252025 uy 0engur|||||||||||txtrdacontentcrdamediacrrdacarrierRecent advances in time-series classification -- methodology and applications /Zoltán Gellér, Vladimir Kurbalija, Miloš Radovanović, Mirjana IvanovićCham :Springer,2025.1 online resource (xiv, 327 pages) illustrationsIntelligent systems reference library,1868-4408 ;volume 2649783031775260 Includes bibliographical references.Introduction -- Time Series and Similarity Measures -- Time Series Classification -- The impact of global constraints on the accuracy of elastic similarity measures.This book examines the impact of such constraints on elastic time-series similarity measures and provides guidance on selecting suitable measures. Time-series classification frequently relies on selecting an appropriate similarity or distance measure to compare time series effectively, often using dynamic programming techniques for more robust results. However, these techniques can be computationally demanding, which results in the usage of global constraints to reduce the search area in the dynamic programming matrix. While these constraints cut computation time significantly (by up to three orders of magnitude), they may also affect classification accuracy. Additionally, the importance of the nearest neighbor classifier (1NN) is emphasized for its strong performance in time-series classification, alongside the kNN classifier which offers stable results. This book further explores the weighted kNN classifier, which gives closer neighbors more influence, showing how it merges accuracy and stability for improved classification outcomes. .Intelligent systems reference library ;v. 264.1868-4408Time-series analysisData processingAutomatic controlComputational intelligenceEngineeringData processingControl and Systems TheoryComputational IntelligenceData EngineeringTime-series analysisData processing.Automatic control.Computational intelligence.EngineeringData processing.Control and Systems Theory.Computational Intelligence.Data Engineering.629.8312003Gellér Zoltánauthttp://id.loc.gov/vocabulary/relators/aut1817316Kurbalija Vladimirauthttp://id.loc.gov/vocabulary/relators/autRadovanović Miloš(Computer scientist)authttp://id.loc.gov/vocabulary/relators/autIvanovic Mirjana1960-authttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910999783303321Recent advances in time-series classification -- methodology and applications4448835UNINA