Calculates the expected number of transactions in a given time period based on a customer's past transaction behavior and the BG/NBD model parameters.
bgnbd_nocov_CETConditional Expected Transactions without covariates
bgnbd_staticcov_CETConditional Expected Transactions with static covariates
bgnbd_nocov_CET(r, alpha, a, b, dPeriods, vX, vT_x, vT_cal)bgnbd_staticcov_CET(
r,
alpha,
a,
b,
dPeriods,
vX,
vT_x,
vT_cal,
vCovParams_trans,
vCovParams_life,
mCov_trans,
mCov_life
)
Returns a vector containing the conditional expected transactions for the existing customers in the BG/NBD model.
shape parameter of the Gamma distribution of the purchase process
scale parameter of the Gamma distribution of the purchase process
shape parameter of the Beta distribution of the lifetime process
shape parameter of the Beta distribution of the lifetime process
number of periods to predict
Frequency vector of length n counting the numbers of purchases.
Recency vector of length n.
Vector of length n indicating the total number of periods of observation.
Vector of estimated parameters for the transaction covariates.
Vector of estimated parameters for the lifetime covariates.
Matrix containing the covariates data affecting the transaction process. One column for each covariate.
Matrix containing the covariates data affecting the lifetime process. One column for each covariate.
mCov_trans is a matrix containing the covariates data of
the time-invariant covariates that affect the transaction process.
Each column represents a different covariate. For every column a gamma parameter
needs to added to vCovParams_trans at the respective position.
mCov_life is a matrix containing the covariates data of
the time-invariant covariates that affect the lifetime process.
Each column represents a different covariate. For every column a gamma parameter
needs to added to vCovParams_life at the respective position.
Fader PS, Hardie BGS, Lee KL (2005). ““Counting Your Customers” the Easy Way: An Alternative to the Pareto/NBD Model” Marketing Science, 24(2), 275-284.
Fader PS, Hardie BGS (2013). “Overcoming the BG/NBD Model's #NUM! Error Problem” URL http://brucehardie.com/notes/027/bgnbd_num_error.pdf.
Fader PS, Hardie BGS (2007). “Incorporating time-invariant covariates into the Pareto/NBD and BG/NBD models.” URL http://www.brucehardie.com/notes/019/time_invariant_covariates.pdf.
Fader PS, Hardie BGS, Lee KL (2007). “Creating a Fit Histogram for the BG/NBD Model” URL https://www.brucehardie.com/notes/014/bgnbd_fit_histogram.pdf