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-rw-r--r--chapters/sigmod23/background.tex8
1 files changed, 4 insertions, 4 deletions
diff --git a/chapters/sigmod23/background.tex b/chapters/sigmod23/background.tex
index 984e36c..8d3a88f 100644
--- a/chapters/sigmod23/background.tex
+++ b/chapters/sigmod23/background.tex
@@ -21,8 +21,8 @@ set; the specific usage should be clear from context.
In each of the problems considered, sampling can be performed either
with-replacement or without-replacement. Sampling with-replacement
means that a record that has been included in the sample set for a given
-sampling query is "replaced" into the dataset and allowed to be sampled
-again. Sampling without-replacement does not "replace" the record,
+sampling query is ``replaced'' into the dataset and allowed to be sampled
+again. Sampling without-replacement does not ``replace'' the record,
and so each individual record can only be included within the a sample
set once for a given query. The data structures that will be discussed
support sampling with-replacement, and sampling without-replacement can
@@ -38,7 +38,7 @@ in the sample set to match the distribution of source data set. This
requires that the sampling of a record does not affect the probability of
any other record being sampled in the future. Such sample sets are said
to be drawn i.i.d (independently and identically distributed). Throughout
-this chapter, the term "independent" will be used to describe both
+this chapter, the term ``independent'' will be used to describe both
statistical independence, and identical distribution.
Independence of sample sets is important because many useful statistical
@@ -192,7 +192,7 @@ requiring greater than $k$ traversals to obtain a sample set of size $k$.
\Paragraph{Static Solutions.}
There are also a large number of static data structures, which we'll
call static sampling indices (SSIs) in this chapter,\footnote{
- We used the term "SSI" in the original paper on which this chapter
+ We used the term ``SSI'' in the original paper on which this chapter
is based, which was published prior to our realization that a strong
distinction between an index and a data structure would be useful. I
am retaining the term SSI in this chapter for consistency with the