Neural Networks and Applications

Most cited papers

1. Long Short-Term MemoryNeural Computation · 1997 · 102,884 citations
2. Gradient-based learning applied to document recognitionProceedings of the IEEE · 1998 · 59,951 citations
3. Particle swarm optimization2002 · 48,881 citations
4. LIBSVMACM Transactions on Intelligent Systems and Technology · 2011 · 41,426 citations
5. Greedy function approximation: A gradient boosting machine.The Annals of Statistics · 2001 · 30,810 citations
6. Statistical Learning TheoryTechnometrics · 1999 · 26,773 citations
7. Investigating Causal Relations by Econometric Models and Cross-spectral MethodsEconometrica · 1969 · 23,297 citations
8. Regularization and Variable Selection Via the Elastic NetJournal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21,798 citations
9. Reducing the Dimensionality of Data with Neural NetworksScience · 2006 · 21,380 citations
10. Neural networks and physical systems with emergent collective computational abilities.Proceedings of the National Academy of Sciences · 1982 · 19,629 citations
11. Fuzzy identification of systems and its applications to modeling and controlIEEE Transactions on Systems Man and Cybernetics · 1985 · 19,614 citations
12. Statistical Analysis With Missing DataJournal of the American Statistical Association · 1989 · 17,406 citations
13. A Fast Learning Algorithm for Deep Belief NetsNeural Computation · 2006 · 16,600 citations
14. Distributed Optimization and Statistical Learning via the Alternating Direction Method of MultipliersFoundations and Trends® in Machine Learning · 2011 · 16,524 citations
15. ANFIS: adaptive-network-based fuzzy inference systemIEEE Transactions on Systems Man and Cybernetics · 1993 · 16,356 citations
16. Probability, Random Variables, and Stochastic Processes.Journal of the American Statistical Association · 1984 · 16,326 citations
17. Density Estimation for Statistics and Data AnalysisRoutledge eBooks · 2018 · 16,002 citations
18. Advances in Neural Information Processing Systems 19The MIT Press eBooks · 2007 · 15,616 citations
19. A new optimizer using particle swarm theory2002 · 14,999 citations
20. Representation Learning: A Review and New PerspectivesIEEE Transactions on Pattern Analysis and Machine Intelligence · 2013 · 13,369 citations
21. The Elements of Statistical Learning: Data Mining, Inference, and PredictionJournal of the Royal Statistical Society Series A (Statistics in Society) · 2010 · 12,739 citations
22. Squeeze-and-Excitation NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence · 2019 · 12,714 citations
23. The perceptron: A probabilistic model for information storage and organization in the brain.Psychological Review · 1958 · 12,390 citations
24. Neural Networks for Pattern Recognition1995 · 12,359 citations
25. Backpropagation Applied to Handwritten Zip Code RecognitionNeural Computation · 1989 · 12,221 citations
26. Learning with KernelsThe MIT Press eBooks · 2001 · 11,841 citations
27. A training algorithm for optimal margin classifiers1992 · 11,806 citations
28. SExtractor: Software for source extractionAstronomy & Astrophysics Supplement Series · 1996 · 10,945 citations
29. Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancyIEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 10,706 citations
30. Bidirectional recurrent neural networksIEEE Transactions on Signal Processing · 1997 · 10,457 citations
31. The Graph Neural Network ModelIEEE Transactions on Neural Networks · 2008 · 9,790 citations
32. An Information-Maximization Approach to Blind Separation and Blind DeconvolutionNeural Computation · 1995 · 9,256 citations
33. Advances in Neural Information Processing Systems 14The MIT Press eBooks · 2002 · 8,940 citations
34. Learning long-term dependencies with gradient descent is difficultIEEE Transactions on Neural Networks · 1994 · 8,719 citations
35. The self-organizing mapProceedings of the IEEE · 1990 · 8,276 citations
36. Nonlinear Component Analysis as a Kernel Eigenvalue ProblemNeural Computation · 1998 · 8,176 citations
37. Independent Component AnalysisThe MIT Press eBooks · 2004 · 7,973 citations
38. Neurons with graded response have collective computational properties like those of two-state neurons.Proceedings of the National Academy of Sciences · 1984 · 6,989 citations
39. Efficient Behavior of Small-World NetworksPhysical Review Letters · 2001 · 5,265 citations
40. A theory of cortical responsesPhilosophical Transactions of the Royal Society B Biological Sciences · 2005 · 4,922 citations
41. Estimating mutual informationPhysical Review E · 2004 · 4,235 citations