Struct TimeSeriesPreprocessor 

pub struct TimeSeriesPreprocessor {
    pub missing_value_strategy: MissingValueStrategy,
    pub outlier_detection: OutlierDetection,
    pub normalization: Option<Normalization>,
    pub differencing: Option<Differencing>,
    pub smoothing: Option<SmoothingConfig>,
    pub resampling: Option<ResamplingConfig>,
}

Time series preprocessor with configurable options

Fields

missing_value_strategy: MissingValueStrategy

Missing value strategy

outlier_detection: OutlierDetection

Outlier detection method

normalization: Option<Normalization>

Normalization method

differencing: Option<Differencing>

Differencing configuration

smoothing: Option<SmoothingConfig>

Smoothing configuration

resampling: Option<ResamplingConfig>

Resampling configuration

Implementations

impl TimeSeriesPreprocessor

pub fn new() -> Self

Create a new preprocessor with default settings

pub fn with_missing_value_strategy(self, strategy: MissingValueStrategy) -> Self

Set missing value strategy

pub fn with_outlier_detection(self, detection: OutlierDetection) -> Self

Set outlier detection method

pub fn with_normalization(self, normalization: Normalization) -> Self

Set normalization method

pub fn with_differencing(self, differencing: Differencing) -> Self

Set differencing configuration

pub fn with_smoothing(self, smoothing: SmoothingConfig) -> Self

Set smoothing configuration

pub fn with_resampling(self, resampling: ResamplingConfig) -> Self

Set resampling configuration

pub fn preprocess(&self, ts: &TimeSeries) -> Result<PreprocessingResult>

Preprocess the time series

Trait Implementations

impl Clone for TimeSeriesPreprocessor

fn clone(&self) -> TimeSeriesPreprocessor

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for TimeSeriesPreprocessor

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl Default for TimeSeriesPreprocessor

fn default() -> Self

Returns the “default value” for a type.