Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Resset: A Recurrent Model for Sequence of Sets with Applications to
  Electronic Medical Records   Modern healthcare is ripe for disruption by AI. A game changer would be
automatic understanding the latent processes from electronic medical records,
which are being collected for billions of people worldwide. However, these
healthcare processes are complicated by the interaction between at least three
dynamic components: the illness which involves multiple diseases, the care
which involves multiple treatments, and the recording practice which is biased
and erroneous. Existing methods are inadequate in capturing the dynamic
structure of care. We propose Resset, an end-to-end recurrent model that reads
medical record and predicts future risk. The model adopts the algebraic view in
that discrete medical objects are embedded into continuous vectors lying in the
same space. We formulate the problem as modeling sequences of sets, a novel
setting that have rarely, if not, been addressed. Within Resset, the bag of
diseases recorded at each clinic visit is modeled as function of sets. The same
hold for the bag of treatments. The interaction between the disease bag and the
treatment bag at a visit is modeled in several, one of which as residual of
diseases minus the treatments. Finally, the health trajectory, which is a
sequence of visits, is modeled using a recurrent neural network. We report
results on over a hundred thousand hospital visits by patients suffered from
two costly chronic diseases -- diabetes and mental health. Resset shows
promises in multiple predictive tasks such as readmission prediction,
treatments recommendation and diseases progression.

12
The categories of this paper are: nucl-th
33
The categories of this paper are: plasm-ph
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The categories of this paper are: solv-int
2
The categories of this paper are: math
15
The categories of this paper are: nucl-ex
20
The categories of this paper are: acc-phys
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The categories of this paper are: astro-ph
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The categories of this paper are: hep-th
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The categories of this paper are: nlin
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The categories of this paper are: stat
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The categories of this paper are: hep-ex
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The categories of this paper are: adap-org
10
The categories of this paper are: q-bio
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The categories of this paper are: comp-gas
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The categories of this paper are: cond-mat
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The categories of this paper are: chem-ph