\DeclareAcronym{ML}{ short = ML, long = Machine Learning } \DeclareAcronym{FS}{ short = FS, long = Feature Selection } \DeclareAcronym{FE}{ short = FE, long = Feature Engineering } \DeclareAcronym{Abb}{ short = Abb., long = Abbildung, tag=hide } \DeclareAcronym{EVA}{ short = EVA, long = {Eingabe, Verarbeitung und Ausgabe} } \DeclareAcronym{ggf}{ short = ggf., long = gegebenenfalls, tag=hide } \DeclareAcronym{abschn}{ short=Abschn., long=Abschnitt, tag=hide } \DeclareAcronym{S.}{ short=S., long=Seite, tag=hide } \DeclareAcronym{KW}{ short=KW, long=Kalenderwoche } \DeclareAcronym{BS}{ short=BS, long=Baustahl-Stab } \DeclareAcronym{vgl}{ short=vgl., long=vergleiche, tag=hide } \DeclareAcronym{bzw}{ short=bzw., long=beziehungsweise, tag=hide } \DeclareAcronym{usa}{ short=USA, long=Unites States of America, tag=hide } \DeclareAcronym{Gl.}{ short=Gl., long=Gleichung, tag=hide } \DeclareAcronym{mts}{ short=MTS, long=Lagerfertigung, foreign=make to stock } \DeclareAcronym{kap}{ short=Kap., long=Kapitel, tag=hide } \DeclareAcronym{idr}{ short=i. d. R., long=in der Regel, tag=hide } \DeclareAcronym{s}{ short=s., long=siehe, tag=hide } \DeclareAcronym{dl}{ short=DL, long=Data-Leakage } \DeclareAcronym{oos}{ short=OOS, long=Out-Of-Sample } \DeclareAcronym{cv}{ short=CV, long=Cross-Validation } \DeclareAcronym{wfv}{ short=WFV, long=Walk-Forward-Validation } \DeclareAcronym{tuk}{ short=TUK, long=Ungleichheitskoeffizient von Theil } \DeclareAcronym{ann}{ short=ANN, long=künstliche neuronale Netze, foreign=artificial neural networks } \DeclareAcronym{os}{ short=OS, long=Ein-Schritt, foreign=one-step } \DeclareAcronym{ms}{ short=MS, long=Mehr-Schritt, foreign=multi-step } \DeclareAcronym{sfg}{ short=SFG, long=Sequential-Forward-Generation } \DeclareAcronym{sbg}{ short=SBG, long=Sequential-Backward-Generation } \DeclareAcronym{vt}{ short=VT, long= Variance-Thresholding } \DeclareAcronym{ulr}{ short=ULR, long=Univariate-Linear-Regression } \DeclareAcronym{rfe}{ short=RFE, long=Recursive-Feature-Elimination } \DeclareAcronym{rs}{ short=RS, long=Rekursiv-Strategie } \DeclareAcronym{ds}{ short=DS, long=Direkt-Strategie } \DeclareAcronym{drs}{ short=DRS, long=Direkt-Rekursiv-Strategie } \DeclareAcronym{mos}{ short=MOS, long=Multi-Output-Strategie } \DeclareAcronym{sm}{ short=SM, long=Step-Model, long-plural=s } \DeclareAcronym{rf}{ short=RF, long=Random Forest } \DeclareAcronym{gs}{ short=GS, long=Grid-Search } \DeclareAcronym{engl}{ short=engl., long=englisch, tag=hide } \DeclareAcronym{tab.}{ short=Tab., long=Tabelle, tag=hide } \DeclareAcronym{qqp}{ short=Q-Q-Plot, long=Quantile-Quantile-Plot } \DeclareAcronym{acf}{ short=ACF, long=Autokorrelationsfunktion, foreign=autocorrelation function } \DeclareAcronym{arima}{ short=ARIMA, long=autoregressiver integrierter gleitender Durchschnitt, foreign=autoregressive integrated moving average } \DeclareAcronym{arimax}{ short=ARIMAX, long=autoregressiver integrierter gleitender Durchschnitt mit exogenen Variablen, foreign=autoregressive integrated moving average with exogenous variables } \DeclareAcronym{rmse}{ short=RMSE, long=Root-Mean-Squared-Error, long-plural=s } \DeclareAcronym{mase}{ short=MASE, long=Mean-Absolute-Scaled-Error } \DeclareAcronym{mae}{ short=MAE, long=Mean-Absolute-Error, long-plural=s } \DeclareAcronym{smape}{ short=sMAPE, long=Symmetric-Mean-Absolute-Percentage-Error, long-plural=s } \DeclareAcronym{erp}{ short=ERP, long=Enterprise-Resource-Planning } \DeclareAcronym{bi}{ short=BI, long=Business Intelligence } \DeclareAcronym{sme}{ short=KMU, long=kleine und mittelständische Unternehmen } \DeclareAcronym{esf}{ short=ESF, long=ESF Elbe-Stahlwerke Feralpi GmbH } \DeclareAcronym{lkw}{ short=LKW, long=Lastkraftwagen } \DeclareAcronym{gj}{ short=GJ, long=Geschäftsjahr } \DeclareAcronym{WR}{ short=WR, long=warmgewalzte Ringe } \DeclareAcronym{etf}{ short=ETF, long=Exchange-Traded-Fund } \DeclareAcronym{api}{ short=API, long=Programmierschnittstelle, foreign=application programming interface } \DeclareAcronym{pca}{ short=PCA, long=Hauptkomponentenanalyse, foreign=principal component analysis } \DeclareAcronym{coreq}{ short=COREQ, long=Consolidated criteria for reporting qualitative research }