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ShortFuse: Biomedical Time Series Representations in the Presence of Structured Information [article]

Madalina Fiterau, Suvrat Bhooshan, Jason Fries, Charles Bournhonesque, Jennifer Hicks, Eni Halilaj, Christopher Ré, Scott Delp
2017 arXiv   pre-print
However, current methods do not jointly optimize over structured covariates and time series in the feature extraction process.  ...  We present ShortFuse, a method that boosts the accuracy of deep learning models for time series by explicitly modeling temporal interactions and dependencies with structured covariates.  ...  Private sector funding for the OAI is managed by the Foundation for the National Institutes of Health.  ... 
arXiv:1705.04790v2 fatcat:2sth3jnd4rawhj3acmoy3jazqq

ShortFuse: Biomedical Time Series Representations in the Presence of Structured Information

Madalina Fiterau, Suvrat Bhooshan, Jason Fries, Charles Bournhonesque, Jennifer Hicks, Eni Halilaj, Christopher Ré, Scott Delp
2017
However, current methods do not jointly optimize over structured covariates and time series in the feature extraction process.  ...  We present ShortFuse, a method that boosts the accuracy of deep learning models for time series by explicitly modeling temporal interactions and dependencies with structured covariates.  ...  Private sector funding for the OAI is managed by the Foundation for the National Institutes of Health.  ... 
pmid:30882086 pmcid:PMC6417829 fatcat:7sz2rianvjbqzl2vnvxmffeguu

High-throughput RNA sequencing: a step forward in transcriptome analysis [article]

Konstantin Okonechnikov, Universitätsbibliothek Der FU Berlin, Universitätsbibliothek Der FU Berlin
2016
The transcriptome plays an important role in the life of a cell. Detailed analysis of the transcriptome enables interpretation of its structure and functionality.  ...  The generated results enable detection of problems that are specific to RNA-seq experiments. Notably, the tool supports analysis of multiple samples in various conditions.  ...  Fernando García-Alcalde, who was helping me to become a scientist in the world of computational biology.  ... 
doi:10.17169/refubium-13309 fatcat:o375hjgk7fgpbnhc2dwfvggvxi

Management of breast cancer pain in the home setting : a patient perspective [article]

Katharine Gail Bartlett
1991
Understanding how individuals cope on a day-to-day basis, in their natural setting, is essential in order to facilitate effective management of cancer pain in the home setting.  ...  However, women acted from a position of choice by electing to tolerate pain in order to maintain control of the life they valued.  ...  aspects of their personal experience even in the presence of cancer pain.  ... 
doi:10.14288/1.0053718 fatcat:qs3f54evnrhbbdvp4tyr7bidnq