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  • Search: subject:"Time-series classification"
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Year of publication
Subject
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Time series classification 4 Time series analysis 3 Zeitreihenanalyse 3 time series classification 3 Default loan prediction 2 Forecasting model 2 LSTM/BiLSTM 2 Prognoseverfahren 2 SHAP 2 Theorie 2 Theory 2 feature importance 2 marketplace lending 2 AR metric 1 ARIMA models 1 Artificial intelligence 1 Auto regressive model approximation 1 Autoregressive models 1 Bank lending 1 Bayes-Statistik 1 Bayesian inference 1 Bayesian neural networks 1 Bias-adjusted AR estimators 1 Bias-corrected bootstrap 1 Credit 1 Credit rating 1 Credit risk 1 Distance measure learning 1 Energiekonsum 1 Energy consumption 1 Estimation 1 Food Inflation 1 Forecast densities 1 Forecastability content 1 Hypothesis testing 1 Insolvency 1 Insolvenz 1 Kredit 1 Kreditgeschäft 1 Kreditrisiko 1
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Online availability
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Free 5 Undetermined 5 CC license 1
Type of publication
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Article 9 Book / Working Paper 1
Type of publication (narrower categories)
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Article in journal 3 Aufsatz in Zeitschrift 3 Article 1
Language
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English 5 Undetermined 5
Author
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Drechsler, Rolf 2 Hornuf, Lars 2 Huhn, Sebastian 2 Imam, Sana Hassan 2 Liu, Shen 2 Maharaj, Elizabeth Ann 2 Bagnall, Anthony 1 Gómez, Eliana 1 Gómez, Miguel I. 1 Hwang, Beom Seuk 1 Inder, Brett 1 Iosifidis, Alexandros 1 Janacek, Gareth 1 Lee, Jaeyong 1 Lemire, Daniel 1 Magris, Martin 1 Melo, Luis F. 1 Piccolo, Domenico 1 Prekopcsák, Zoltán 1 Shabani, Mostafa 1 Torres, José Luis 1
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Institution
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Banco de la Republica de Colombia 1
Published in...
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Computational Statistics & Data Analysis 2 Advances in Data Analysis and Classification 1 Asian economic journal : journal of the East Asian Economic Association 1 Borradores de Economia 1 Credit and Capital Markets – Kredit und Kapital 1 Credit and capital markets : Kredit und Kapital 1 Journal of Classification 1 Journal of forecasting 1 Statistical Methods and Applications 1
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Source
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RePEc 6 ECONIS (ZBW) 3 EconStor 1
Showing 1 - 10 of 10
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Bayesian bilinear neural network for predicting the mid-price dynamics in limit-order book markets
Magris, Martin; Shabani, Mostafa; Iosifidis, Alexandros - In: Journal of forecasting 42 (2023) 6, pp. 1407-1428
Persistent link: https://www.econbiz.de/10014338908
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Energy demand pattern analysis in South Korea using hidden Markov model-based classification
Lee, Jaeyong; Hwang, Beom Seuk - In: Asian economic journal : journal of the East Asian … 38 (2024) 3, pp. 404-428
Persistent link: https://www.econbiz.de/10015154787
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A Novel Default Risk Prediction and Feature Importance Analysis Technique for Marketplace Lending using Machine Learning
Imam, Sana Hassan; Huhn, Sebastian; Hornuf, Lars; … - In: Credit and Capital Markets – Kredit und Kapital 56 (2023) 1, pp. 27-62
Marketplace lending has fundamentally changed the relationship between borrowers and lenders in financial markets. As with many other financial products that have emerged in recent years, internet-based investors may be inexperienced in marketplace lending, highlighting the importance of...
Persistent link: https://www.econbiz.de/10014556392
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A novel default risk prediction and feature importance analysis technique for marketplace lending using machine learning
Imam, Sana Hassan; Huhn, Sebastian; Hornuf, Lars; … - In: Credit and capital markets : Kredit und Kapital 56 (2023) 1, pp. 27-62
Marketplace lending has fundamentally changed the relationship between borrowers and lenders in financial markets. As with many other financial products that have emerged in recent years, internet-based investors may be inexperienced in marketplace lending, highlighting the importance of...
Persistent link: https://www.econbiz.de/10014518604
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Time series classification by class-specific Mahalanobis distance measures
Prekopcsák, Zoltán; Lemire, Daniel - In: Advances in Data Analysis and Classification 6 (2012) 3, pp. 185-200
To classify time series by nearest neighbors, we need to specify or learn one or several distance measures. We consider variations of the Mahalanobis distance measures which rely on the inverse covariance matrix of the data. Unfortunately—for time series data—the covariance matrix has often...
Persistent link: https://www.econbiz.de/10010995271
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A Run Length Transformation for Discriminating Between Auto Regressive Time Series
Bagnall, Anthony; Janacek, Gareth - In: Journal of Classification 31 (2014) 2, pp. 154-178
We describe a simple time series transformation to detect differences in series that can be accurately modelled as stationary autoregressive (AR) processes. The transformation involves forming the histogram of above and below the mean run lengths. The run length (RL) transformation has the...
Persistent link: https://www.econbiz.de/10010950407
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Polarization of forecast densities: A new approach to time series classification
Liu, Shen; Maharaj, Elizabeth Ann; Inder, Brett - In: Computational Statistics & Data Analysis 70 (2014) C, pp. 345-361
Time series classification has been extensively explored in many fields of study. Most methods are based on the … directly relate to forecasts of time series are much more appropriate. An approach to time series classification is proposed …
Persistent link: https://www.econbiz.de/10010719689
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A hypothesis test using bias-adjusted AR estimators for classifying time series in small samples
Liu, Shen; Maharaj, Elizabeth Ann - In: Computational Statistics & Data Analysis 60 (2013) C, pp. 32-49
A new test of hypothesis for classifying stationary time series based on the bias-adjusted estimators of the fitted autoregressive model is proposed. It is shown theoretically that the proposed test has desirable properties. Simulation results show that when time series are short, the size and...
Persistent link: https://www.econbiz.de/10010603419
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Discussion of “An analysis of global warming in the Alpine region based of nonlinear nonstationary time series models” by F. Battaglia and M. K. Protopapas
Piccolo, Domenico - In: Statistical Methods and Applications 21 (2012) 3, pp. 363-369
We discuss the scientific contribution of Battaglia and Protopapas’ paper concerning the debate on global warming supported by an extensive analysis of temperature time series in the Alpine region. In the work, Authors use several exploratory and modelling tools for assessing and...
Persistent link: https://www.econbiz.de/10010998701
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Forecasting Food Price Inflation in Developing Countries with Inflation Targeting Regimes: the Colombian Case
Gómez, Eliana; Gómez, Miguel I.; Melo, Luis F.; … - Banco de la Republica de Colombia
Many developing countries are adopting inflation targeting regimes to guide monetary policy decisions. In such countries the share of food in the consumption basket is high and policy makers often employ total inflation (as opposed to core inflation) to set inflationary targets. Therefore,...
Persistent link: https://www.econbiz.de/10008854665
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