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 · 280 citations · 40 references

Open access

Concepts

ComputingComputer ScienceRadiologyDiagnostic ImagingDiagnostic RadiologyNatural Language ProcessingClinical Natural Language ProcessingDeep LearningLanguage ModelingRadiology InformaticsText Feature EngineeringConvolutional Neural Network DetectionConvolutional Neural NetworksDeep Learning In RadiologyRadiology Artificial IntelligenceRadiology Natural Language ProcessingRadiology Report ProcessingRadiology ReportingText Classification

References

40

Long Short-Term Memory

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

Computing, Computer Science, Algorithms +16

Glove: Global Vectors for Word Representation

Jeffrey Pennington, Richard Socher, Christopher D. Manning · 2014 · 33.8K citations

Computing, Computer Science, Computational Linguistics +14

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Jun‐Young Chung, Çağlar Gülçehre, Kyunghyun Cho et al. · arXiv (Cornell University) · 2014 · 10.8K citations · Full text

Computing, Data Science, Machine Learning +13

Measuring nominal scale agreement among many raters.

Joseph L. Fleiss · Psychological Bulletin · 1971 · 8.5K citations

Education, Educational Assessment, Educational Measurement +13

Learning long-term dependencies with gradient descent is difficult

Yoshua Bengio, P. Simard, Paolo Frasconi · IEEE Transactions on Neural Networks · 1994 · 8.5K citations

Computing, Computer Science, Machine Learning +9