Time Series Forecasting using RNNs: an Extended Attention Mechanism to Model Periods and Handle Missing Values.

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Long Short-Term Memory

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

Computing, Computer Science, Algorithms +16

Learning representations by back-propagating errors

David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams · Nature · 1986 · 30.9K citations

Computing, Computer Science, Knowledge Representation +11

Finding Structure in Time

Jeffrey L. Elman · Cognitive Science · 1990 · 10.8K citations

Social Sciences, Computer Science, Psychology +16

Bidirectional recurrent neural networks

Mike Schuster, Kuldip K. Paliwal · IEEE Transactions on Signal Processing · 1997 · 10K citations

Computing, Computer Science, Computational Linguistics +12