Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Causal Tree Estimation of Heterogeneous Household Response to
  Time-Of-Use Electricity Pricing Schemes   We examine the household-specific effects of the introduction of Time-of-Use
(TOU) electricity pricing schemes. Using a causal forest (Athey and Imbens,
2016; Wager and Athey, 2018; Athey et al., 2019), we consider the association
between past consumption and survey variables, and the effect of TOU pricing on
household electricity demand. We describe the heterogeneity in household
variables across quartiles of estimated demand response and utilise variable
importance measures.
  Household-specific estimates produced by a causal forest exhibit reasonable
associations with covariates. For example, households that are younger, more
educated, and that consume more electricity, are predicted to respond more to a
new pricing scheme. In addition, variable importance measures suggest that some
aspects of past consumption information may be more useful than survey
information in producing these estimates.

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The categories of this paper are: math-ph
4
The categories of this paper are: cond-mat
9
The categories of this paper are: nlin
28
The categories of this paper are: alg-geom
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The categories of this paper are: dg-ga
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The categories of this paper are: q-alg
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The categories of this paper are: acc-phys
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The categories of this paper are: chem-ph
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The categories of this paper are: solv-int
3
The categories of this paper are: physics
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The categories of this paper are: hep-lat
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The categories of this paper are: comp-gas
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The categories of this paper are: q-bio
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The categories of this paper are: supr-con
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The categories of this paper are: plasm-ph
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The categories of this paper are: cmp-lg