Mivae: Mivae imputer object R6 class for Mivae imputer

In agnesdeng/misle: Multiple imputation through statistical learning

Mivae imputer object R6 class for Mivae imputer

Description

Mivae imputer object R6 class for Mivae imputer

Mivae imputer object R6 class for Mivae imputer

Format

An [R6Class] mivae imputer object

Value

[Mivae]

Methods

Public methods

• Mivae$new()

• Mivae$train()

• Mivae$impute()

• Mivae$impute.new()

• Mivae$clone()

---

Method new()

Usage

Mivae$new(
  data,
  n_h = 2L,
  encoder_structure = c(128L, 64L, 32L),
  decoder_structure = "reversed",
  learn_rate = 1e-04,
  iteration = 400,
  batch_size = 500,
  act = tf$nn$softplus,
  weight_decay = "default",
  epsilon = 1e-07,
  rho = 0.95,
  decay = 0.9,
  momentum = 0.9,
  optimizer = "Adam",
  kld_weight = 0.1,
  loss_weight = 0.5,
  sigma_weight = 1
)

---

Method train()

Usage

Mivae$train(print_freq = 1, bootstrap = FALSE)

---

Method impute()

Usage

Mivae$impute(
  m = 5,
  onehot = FALSE,
  all.numeric = FALSE,
  add.noise = FALSE,
  SD = 1,
  pmm = FALSE
)

---

Method impute.new()

Usage

Mivae$impute.new(
  newdata = data,
  m = 5,
  onehot = FALSE,
  all.numeric = FALSE,
  pmm = FALSE
)

---

Method clone()

The objects of this class are cloneable with this method.

Usage

Mivae$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

agnesdeng/misle documentation built on Sept. 22, 2023, 8:48 p.m.