Concepedia

Time series forecasting and anomaly detection using deep learning

Amjad Iqbal, Rashid Amin

Computers & Chemical Engineering · 2023 · 68 citations · 34 references

Concepts

ComputingComputer ScienceData ScienceForecastingMachine LearningTime Series AnalysisAnomaly DetectionAnomaly Detection In Time SeriesDeep LearningTime Series ForecastingTime Series ModelingTime Series PredictionConvolutional Forecasting ModelsDeep Learning For ForecastingDeep Learning For Time Series ForecastingDeep Learning-based Anomaly DetectionDeep Learning-based DetectionDeep Learning-based ForecastingForecasting-based Anomaly Detection

References

34

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

A survey of deep neural network architectures and their applications

Weibo Liu, Zidong Wang, Xiaohui Liu et al. · Neurocomputing · 2016 · 3.3K citations

Computing, Computer Engineering, Computer Science +12

Long Short Term Memory Networks for Anomaly Detection in Time Series.

Pankaj Malhotra, Lovekesh Vig, Gautam Shroff et al. · The European Symposium on Artificial Neural Networks · 2015 · 1.1K citations

Computing, Computer Science, Data Science +12

Unsupervised real-time anomaly detection for streaming data

Subutai Ahmad, Alexander Lavin, Scott Purdy et al. · Neurocomputing · 2017 · 969 citations · Full text

Computing, Data Science, Machine Learning +16

Deep learning modelling techniques: current progress, applications, advantages, and challenges

Shams Forruque Ahmed, Md. Sakib Bin Alam, Maruf Hassan et al. · Artificial Intelligence Review · 2023 · 960 citations · Full text

Computing, Computer Science, Artificial Intelligence +10