W James Murdoch

W James Murdoch

University of California Berkeley - Berkeley / United States
Engineering & Technology / Computer Science
AD Scientific Index ID: 1740924
person_outline W James Murdoch's MOST POPULAR ARTICLES
1-) Definitions, methods, and applications in interpretable machine learningWJ Murdoch, C Singh, K Kumbier, R Abbasi-Asl, B YuProceedings of the National Academy of Sciences, 20191012*2019
2-) Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMsWJ Murdoch, PJ Liu, B YuInternational Conference on Learning Representations (oral), 20181902018
3-) Interpretations are useful: penalizing explanations to align neural networks with prior knowledgeL Rieger, C Singh, WJ Murdoch, B YuInternational Conference on Machine Learning, 20201092020
4-) Hierarchical interpretations for neural network predictionsC Singh*, WJ Murdoch*, B YuInternational Conference on Learning Representations, arXiv preprint arXiv …, 20191752019
5-) Automatic Rule Extraction from Long Short Term Memory NetworksWJ Murdoch, A SzlamInternational Conference on Learning Representations, 20171302017