Search Results - "Boardman, Jonathan"
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Differential classification of infants in United States neonatal intensive care units for weight, length, and head circumference by United States and international growth curves
Published in Annals of human biology (17-08-2020)“…Clinicians and researchers use a variety of intrauterine growth curves to classify NICU infants as small (SGA), appropriate (AGA), or large for gestational age…”
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Journal Article -
2
Radically Simplifying Gated Recurrent Architectures Without Loss of Performance
Published in 2019 IEEE International Conference on Big Data (Big Data) (01-12-2019)“…Long Short-Term Memory (LSTM) units are a family of Recurrent Neural Network (RNN) architectures that have proven incredibly effective at learning from…”
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Conference Proceeding -
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Integrated Gradients is a Nonlinear Generalization of the Industry Standard Approach to Variable Attribution for Credit Risk Models
Published in 2022 IEEE International Conference on Big Data (Big Data) (17-12-2022)“…In modern society, epistemic uncertainty limits trust in financial relationships, necessitating transparency and accountability mechanisms for both consumers…”
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Conference Proceeding -
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Applications of Integrated Gradients in Credit Risk Modeling
Published in 2022 IEEE International Conference on Big Data (Big Data) (17-12-2022)“…Deep Learning models are often called 'Black Box' models because of the difficulty in providing logical, actionable explanations of their decisions…”
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Conference Proceeding -
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Explainability Audit: An Automated Evaluation of Local Explainability in Rooftop Image Classification
Published in 2022 IEEE 23rd International Conference on Information Reuse and Integration for Data Science (IRI) (01-08-2022)“…Explainable Artificial Intelligence (XAI) is a key concept in building trustworthy machine learning models. Local explainability methods seek to provide…”
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Conference Proceeding -
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Directional Pairwise Class Confusion Bias and Its Mitigation
Published in 2022 IEEE 16th International Conference on Semantic Computing (ICSC) (01-01-2022)“…Recent advances in Natural Language Processing have led to powerful and sophisticated models like BERT (Bidirectional Encoder Representations from…”
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Conference Proceeding