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Mattias Villani
Professor of Statistics at Stockholm University
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4 collections
By
Mattias Villani
Edited
May 18
Fork of
Maximum likelihood - Poissonregression
•
2 forks
1
STM
The exponential function
The logarithm function
The derivative
Function optimization
A function and its derivatives
The Riemann integral
The Taylor approximation
Bernoulli distribution
Binomial distribution
Poisson distribution
Geometric distribution
Negative binomial distribution
Uniform distribution
Triangular distribution
Normal (Gaussian) distribution
Exponential distribution
Gamma distribution
Chi2-distribution
Beta distribution
Student-t distribution (three-parameter)
Chebyshev's inequality
Maximum likelihood - Poisson regression
Central limit theorem
Law of Large Numbers
Second derivative measures the curvature of a function
Confidence interval for a mean
Sampling distribution and likelihood function - Bernoulli model
Maximum likelihood - Bernoulli data
Maximum likelihood for iid Poisson data
Multivariate normal distribution
Likelihood and information
Also listed in…
Basic Statistics
SDA3
Bayesian Learning
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import
{
toc
}
from
"@mbostock/toc"
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import
{
addColumn
}
from
"@observablehq/excel-add-columns"
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optimjs
=
require
(
'optimization-js@1.5.0/dist/optimization.js'
)
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data_high
=
ebaydata
.
filter
(
d
=>
d
.
ReservePriceFrac
>
reserve_threshold
)
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y
=
Array
.
from
(
d3
.
map
(
data
,
d
=>
d
.
NBidders
)
)
Insert cell
y_high
=
Array
.
from
(
d3
.
map
(
data_high
,
d
=>
d
.
NBidders
)
)
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mle
=
d3
.
mean
(
y
)
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mle_high
=
d3
.
mean
(
y_high
)
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regdata
=
ebaydata
.
map
(
d
=>
(
{
y
:
d
.
NBidders
,
x
:
d
.
ReservePriceFrac
}
)
)
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Basic Statistics
Mattias Villani
STM
Mattias Villani
SDA3
Mattias Villani
Bayesian Learning
Mattias Villani
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lambda
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y
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regdata
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