Search Results - "An, Ulzee"
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A machine learning algorithm to increase COVID-19 inpatient diagnostic capacity
Published in PloS one (22-09-2020)“…Worldwide, testing capacity for SARS-CoV-2 is limited and bottlenecks in the scale up of polymerase chain reaction (PCR-based testing exist. Our aim was to…”
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Journal Article -
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High Precision Mammography Lesion Identification From Imprecise Medical Annotations
Published in Frontiers in big data (03-12-2021)“…Breast cancer screening using Mammography serves as the earliest defense against breast cancer, revealing anomalous tissue years before it can be detected…”
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STENSL: Microbial Source Tracking with ENvironment SeLection
Published in mSystems (26-10-2022)“…Microbial source tracking analysis has emerged as a widespread technique for characterizing the properties of complex microbial communities. However, this…”
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Deep learning-based phenotype imputation on population-scale biobank data increases genetic discoveries
Published in Nature genetics (01-12-2023)“…Biobanks that collect deep phenotypic and genomic data across many individuals have emerged as a key resource in human genetics. However, phenotypes in…”
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Phenotype integration improves power and preserves specificity in biobank-based genetic studies of major depressive disorder
Published in Nature genetics (01-12-2023)“…Biobanks often contain several phenotypes relevant to diseases such as major depressive disorder (MDD), with partly distinct genetic architectures. Researchers…”
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Journal Article -
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Forecasting Sparse Traffic Congestion Patterns Using Message-Passing RNNS
Published in ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01-05-2020)“…The ability to forecast traffic congestion ahead of time given road conditions has remained a prominent problem in road traffic analysis. In this work, we…”
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Conference Proceeding -
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Automated Identification of Incomplete and Complete Retinal Epithelial Pigment and Outer Retinal Atrophy Using Machine Learning
Published in Ophthalmology retina (01-02-2023)“…To assess and validate a deep learning algorithm to automatically detect incomplete retinal pigment epithelial and outer retinal atrophy (iRORA) and complete…”
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Journal Article -
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Accurate prediction of disease-risk factors from volumetric medical scans by a deep vision model pre-trained with 2D scans
Published in Nature biomedical engineering (01-10-2024)“…The application of machine learning to tasks involving volumetric biomedical imaging is constrained by the limited availability of annotated datasets of…”
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Journal Article -
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Mammography Assessment using Multi-Scale Deep Classifiers
Published 29-06-2018“…Applying deep learning methods to mammography assessment has remained a challenging topic. Dense noise with sparse expressions, mega-pixel raw data resolution,…”
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Journal Article