Chernoff Bound
l
Random variables
X
i
`
[0,1]
l
Sum
X =
å
X
i
l
Bound deviation from expectation
Pr[
|
X
-
E
[
X
]
|
m
e
E
[
X
]
]
<
exp(-
e
2
E
[
X
]
/
4)
l
If
E[
X
]
m
4(log
n
)
/
e
2
, “tight concentration”
»
Deviation by
e
probability
<
1
/
n
l
No one variable is a big part of
E
[
X
]