tempdata

A data frame with the maximum temperature of the last
hour, by each hour, in the city of Brasília, Brazil.
The data spans from 01/01/2003 to 31/08/2024.

datasets

Estimates parameters in Mixture Transition Distribution (MTD) models, a class of high-order Markov chains. The set of relevant pasts (lags) is selected using either the Bayesian Information Criterion or the Forward Stepwise and Cut algorithms. Other model parameters (e.g. transition probabilities and oscillations) can be estimated via maximum likelihood estimation or the Expectation-Maximization algorithm. Additionally, 'hdMTD' includes a perfect sampling algorithm that generates samples of an MTD model from its invariant distribution. For theory, see Ost & Takahashi (2023) <http://jmlr.org/papers/v24/22-0266.html>.

Maiara Gripp

hdMTD

Inference for High-Dimensional Mixture Transition Distribution
Models

Guilherme Ost

Giulio Iacobelli

tempdata function

A data frame with 189936 rows and 3 columns. Each row corresponds
to a time in a day specified in columns 2 ("TIME") and 1 ("DATE")
respectively. The value in column 3 ("MAXTEMP")
is the maximum temperature measured in the last hour, in
Celsius (Cº), in the city of Brasília, the capital of Brazil, located in the
central-western part of the country.
<dl>
<dt>DATE</dt>
<dd>The day, from 01/01/2003 to 31/08/2024</dd><dt>TIME</dt>
<dd>The time, form 00:00 to 23:00 each day</dd><dt>MAXTEMP</dt>
<dd>The maximum temperature measured in the last hour in Celsius</dd>
</dl>

Format

Maximum temperatures in the city of Brasília, Brazil. — tempdata

A data frame with 189936 rows and 3 columns. Each row corresponds
to a time in a day specified in columns 2 ("TIME") and 1 ("DATE")
respectively. The value in column 3 ("MAXTEMP")
is the maximum temperature measured in the last hour, in
Celsius (Cº), in the city of Brasília, the capital of Brazil, located in the
central-western part of the country.
<dl>
<dt>DATE</dt>
<dd>The day, from 01/01/2003 to 31/08/2024</dd>

<dt>TIME</dt>
<dd>The time, form 00:00 to 23:00 each day</dd>

<dt>MAXTEMP</dt>
<dd>The maximum temperature measured in the last hour in Celsius</dd>


</dl>

tempdata: Maximum temperatures in the city of Brasília, Brazil.

Description

Usage

Arguments

Format

Examples