Machine Learning Model Interpretability for Precision Medicine [PDF]
arXiv, 2016 Interpretability of machine learning models is critical for data-driven precision medicine efforts. However, highly predictive models are generally complex and are difficult to interpret. Here using Model-Agnostic Explanations algorithm, we show that complex models such as random forest can be made interpretable. Using MIMIC-II dataset, we successfully
arxiv
Corrigendum: MultiCapsNet: A General Framework for Data Integration and Interpretable Classification
Frontiers in Genetics, 2022 Lifei Wang +13 more
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Molecular Oncology, EarlyView.In this explorative biomarker analysis, we assessed serial sampling of circulating tumor cells (CTCs) with CellSearch in two randomized trials testing immune checkpoint inhibitors (ICIs) in metastatic breast cancer. Our data demonstrate a prognostic potential of CTCs, most apparent 4 weeks into ICI therapy.
Nikolai Kragøe Andresen +13 more
wiley +1 more source
Towards a Research Community in Interpretable Reinforcement Learning: the InterpPol Workshop [PDF]
arXivEmbracing the pursuit of intrinsically explainable reinforcement learning raises crucial questions: what distinguishes explainability from interpretability? Should explainable and interpretable agents be developed outside of domains where transparency is imperative? What advantages do interpretable policies offer over neural networks?
arxiv
Transferrable Plausibility Model - A Probabilistic Interpretation of Mathematical Theory of Evidence [PDF]
arXiv, 2017 This paper suggests a new interpretation of the Dempster-Shafer theory in terms of probabilistic interpretation of plausibility. A new rule of combination of independent evidence is shown and its preservation of interpretation is demonstrated.
arxiv
Measuring and Interpreting High-Temperature Shear Strengths of Drilling Fluids [PDF]
, 1953 T.E. Watkins, M.D. Nelson
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Circulating tumor cells: advancing personalized therapy in small cell lung cancer patients
Molecular Oncology, EarlyView.Small cell lung cancer (SCLC) is an aggressive form of lung cancer that spreads rapidly to secondary sites such as the brain and liver. Cancer cells circulating in the blood, “circulating tumor cells” (CTCs), have demonstrated prognostic value in SCLC, and evaluating biomarkers on CTCs could guide treatment decisions such as for PARP inhibitors ...
Prajwol Shrestha +6 more
wiley +1 more source
A weighted interpretation for the super Catalan numbers [PDF]
arXiv, 2014 The super Catalan numbers $T(m,n)=(2m)!(2n)!/2m!n!(m+n)!$ are integers which generalize the Catalan numbers. With the exception of a few values of $m$, no combinatorial interpretation in known for $T(m,n)$. We give a weighted interpretation for $T(m,n)$ and develop a technique that converts this weighted interpretation into a conventional combinatorial
arxiv
The Treaties of 1785, 1799 and 1828 between the United States and Prussia. As Interpreted in Opinions of Attorneys General, Decisions of Courts, and Diplomatic Correspondence [PDF]
, 1919 James Brown Scott
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Interpreting the Customary Rules on Interpretation [PDF]
International Community Law Review, 2016 International courts have at times interpreted the customary rules on interpretation. This is interesting because what is being interpreted is: i) rules of interpretation, which sounds dangerously tautological, and ii) customary law, the interpretation of which has not been the object of critical analysis.
openaire +4 more sources