Survey:Time-series data preprocessing: A survey and an empirical analysis
Authors:
- Amal TawakuliATAmal Tawakuli
- Bastian HaversBHBastian Havers
- Vincenzo GulisanoVGVincenzo Gulisano
- Daniel KaiserDKDaniel Kaiser
- Thomas EngelTEThomas Engel
Top Cited Papers
Open Access
- 8 March 2024
- journal article
- research article
- Published by Elsevier in Journal of Engineering Research
- Vol. 13 (2) , 674-711
Abstract
No abstract availableKeywords
This publication has 127 references indexed in Scilit:
- A bi-directional missing data imputation scheme based on LSTM and transfer learning for building energy dataEnergy and Buildings, 2020
- Facilitating data preprocessing by a generic framework: a proposal for clusteringArtificial Intelligence Review, 2015
- Particle swarm optimisation for feature selection in classification: Novel initialisation and updating mechanismsApplied Soft Computing, 2014
- Distributed online outlier detection in wireless sensor networks using ellipsoidal support vector machineAd Hoc Networks, 2013
- Stacked Convolutional Auto-Encoders for Hierarchical Feature Extraction2011
- Ameva: An autonomous discretization algorithmExpert Systems with Applications, 2009
- Speeded-Up Robust Features (SURF)Computer Vision and Image Understanding, 2008
- Dimensionality Reduction for Fast Similarity Search in Large Time Series DatabasesKnowledge and Information Systems, 2001
- Comparison of regularized discriminant analysis linear discriminant analysis and quadratic discriminant analysis applied to NIR dataAnalytica Chimica Acta, 1996
- Genetic algorithms as a strategy for feature selectionJournal of Chemometrics, 1992