Estimation of the Probability of Informed Trading


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Documentation for package ‘PINstimation’ version 0.1.2

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PINstimation-package An R package for estimating the probability of informed trading
adjpin Estimation of adjusted PIN model
aggregate_trades Classification and aggregation of high-frequency data
classify_trades Classification and aggregation of high-frequency data
dailytrades Example of quarterly data
data.series-class List of dataset objects
dataset-class Simulated data object
detecting-layers Layer detection in trade-data
detectlayers_e Layer detection in trade-data
detectlayers_ecm Layer detection in trade-data
detectlayers_eg Layer detection in trade-data
estimate.adjpin-class AdjPIN estimation results
estimate.mpin-class MPIN estimation results
estimate.mpin.ecm-class MPIN estimation results (ECM)
estimate.pin-class PIN estimation results
estimate.vpin-class VPIN estimation results
factorizations Factorizations of the different PIN likelihood functions
fact_adjpin Factorizations of the different PIN likelihood functions
fact_mpin Factorizations of the different PIN likelihood functions
fact_pin_e Factorizations of the different PIN likelihood functions
fact_pin_eho Factorizations of the different PIN likelihood functions
fact_pin_lk Factorizations of the different PIN likelihood functions
generatedata_adjpin Simulation of AdjPIN model data.
generatedata_mpin Simulation of MPIN model data
getSummary MPIN estimation results (ECM)
getSummary-method MPIN estimation results (ECM)
get_posteriors Posterior probabilities for PIN and MPIN estimates
hfdata High-frequency trade-data
initials_adjpin AdjPIN initial parameter sets of Ersan & Ghachem (2022b)
initials_adjpin_cl AdjPIN initial parameter sets of Cheng and Lai (2021)
initials_adjpin_rnd AdjPIN random initial sets
initials_mpin MPIN initial parameter sets of Ersan (2016)
initials_pin_ea Initial parameter sets of Ersan & Alici (2016)
initials_pin_gwj Initial parameter set of Gan et al.(2015)
initials_pin_yz Initial parameter sets of Yan and Zhang (2012)
mpin_ecm MPIN model estimation via an ECM algorithm
mpin_ml MPIN model estimation via standard ML methods
pin PIN estimation - custom initial parameter sets
pin_bayes PIN estimation - Bayesian approach
pin_ea PIN estimation - initial parameter sets of Ersan & Alici (2016)
pin_gwj PIN estimation - initial parameter set of Gan et al. (2015)
pin_yz PIN estimation - initial parameter sets of Yan & Zhang (2012)
selectModel MPIN estimation results (ECM)
selectModel-method MPIN estimation results (ECM)
set_display_digits Package-wide number of digits
show-method List of dataset objects
show-method Simulated data object
show-method AdjPIN estimation results
show-method MPIN estimation results
show-method MPIN estimation results (ECM)
show-method PIN estimation results
show-method VPIN estimation results
trade_classification Classification and aggregation of high-frequency data
vpin Estimation of Volume-Synchronized PIN model