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bsts (version 0.7.0)

Bayesian Structural Time Series

Description

Time series regression using dynamic linear models fit using MCMC. See Scott and Varian (2014) , among many other sources.

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Version

Install

install.packages('bsts')

Monthly Downloads

8,428

Version

0.7.0

License

LGPL-2.1 | file LICENSE

Maintainer

Steven Scott

Last Published

April 11th, 2017

Functions in bsts (0.7.0)

StateSpecification

SuggestBurn

Suggested burn-in size
HarveyCumulator

HarveyCumulator
MATCH.NumericTimestamps

Match Numeric Timestamps
add.ar

add.dynamic.regression

add.local.linear.trend

add.seasonal

add.holiday

add.local.level

last.day.in.month

Find the last day in a month
match.week.to.month

add.semilocal.linear.trend

Semilocal Linear Trend
add.student.local.linear.trend

plot.bsts.prediction

Plot predictions from Bayesian structural time series
plot.bsts.predictors

Plot the most likely predictors
spike.slab.ar.prior

residuals.bsts

Residuals from a bsts Object
rsxfs

Retail sales, excluding food services
add.trig

aggregate.time.series

Aggregate a fine time series to a coarse summary
extend.time

format.timestamps

Checking for Regularity
state.sizes

bsts

Bayesian structural time series
bsts.options.Rd

Bsts Model Options
goog

Google stock price
iclaims

Initial Claims Data
new.home.sales

New home sales and Google trends
bsts.prediction.errors

One step prediction errors
week.ends

aggregate.weeks.to.months

Aggregate a weekly time series to monthly
auto.ar

mixed.frequency

Models for mixed frequency time series
month.distance

Elapsed time in months
plot.bsts

Plotting functions for Bayesian structural time series
plot.bsts.mixed

Plotting functions for mixed frequency Bayesian structural time series
shorten

simulate.fake.mixed.frequency.data

Simulate fake mixed frequency data
plot.holidays

Plot bsts holidays
predict.bsts

Prediction for bayesian structural time series
compare.bsts.models

estimate.time.scale

Intervals between dates
geometric.sequence

get.fraction

quarter

Find the quarter in which a date occurs
regularize.timestamps

Produce a Regular Series of Time Stamps
summary.bsts

Summarize a Bayesian structural time series object
TimeSeriesBoxplot