Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Look into the Problem of Preferential Sampling from the Lens of Survey
  Statistics   An evolving problem in the field of spatial and ecological statistics is that
of preferential sampling, where biases may be present due to a relationship
between sample data locations and a response of interest. This field of
research bears a striking resemblance to the longstanding problem of
informative sampling within survey methodology, although with some important
distinctions. With the goal of promoting collaborative effort within and
between these two problem domains, we make comparisons and contrasts between
the two problem statements. Specifically, we review many of the solutions
available to address each of these problems, noting the important differences
in modeling techniques. Additionally, we construct a series of simulation
studies to examine some of the methods available for preferential sampling, as
well as a comparison analyzing heavy metal biomonitoring data.

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The categories of this paper are: cond-mat
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The categories of this paper are: atom-ph
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The categories of this paper are: adap-org
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The categories of this paper are: math
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The categories of this paper are: plasm-ph
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The categories of this paper are: hep-lat
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The categories of this paper are: hep-ph
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The categories of this paper are: hep-ex
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The categories of this paper are: nlin
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The categories of this paper are: mtrl-th
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The categories of this paper are: cmp-lg
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The categories of this paper are: solv-int
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The categories of this paper are: bayes-an
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The categories of this paper are: acc-phys
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The categories of this paper are: dg-ga
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The categories of this paper are: q-alg