Concepedia

Comparative effectiveness of convolutional neural network (CNN) and recurrent neural network (RNN) architectures for radiology text report classification

Imon Banerjee, Ling Yuan, Matthew C. Chen, Sadid A. Hasan, Curtis P. Langlotz, N Moradzadeh, Brian E. Chapman, Timothy J. Amrhein, David A. Mong, Daniel L. Rubin,

Artificial Intelligence in Medicine · 2018 · 266 citations · 40 references

Open access

Concepts

Natural Language ProcessingComparative EffectivenessMedical Language ProcessingConvolutional Neural NetworkClinical LanguageMachine LearningData ScienceEngineeringHealth SciencesText ProcessingComputer-aided DiagnosisDeep LearningMedicineRecurrent Neural NetworkText MiningRadiologySpeech Recognition

References

40

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 93.8K citations

Glove: Global Vectors for Word Representation

Jeffrey Pennington, Richard Socher, Christopher D. Manning · 2014 · 33.2K citations

Engineering, Machine Learning, Vector Space +18

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Jun‐Young Chung, Çaǧlar Gülçehre, Kyunghyun Cho et al. · arXiv (Cornell University) · 2014 · 10.7K citations · Full text

Music, Structured Prediction, Engineering +17

Measuring nominal scale agreement among many raters.

Joseph L. Fleiss · Psychological Bulletin · 1971 · 8.3K citations

Reliability, Survey (Human Research), Engineering +6

Learning long-term dependencies with gradient descent is difficult

Yoshua Bengio, P. Simard, Paolo Frasconi · IEEE Transactions on Neural Networks · 1994 · 8.3K citations

Structured Prediction, Gradient Descent, Engineering +11