# Sparse Online Principal Component for Truncated Factor Model

## Documentation for package ‘TFM’ version 0.5.2

- DESCRIPTION file.

## Help Pages

admission_predict | Graduate Admissions Prediction Dataset A dataset for predicting postgraduate admission probability, integrating standardized test scores, academic performance, and application - related metrics.
concrete | Concrete Mixture and Compressive Strength Dataset A dataset that includes the proportions of concrete ingredients (such as cement, slag, fly ash, water, superplasticizer, and aggregates) as well as the mechanical and workability properties (slump, flow, and 28-day compressive strength) of high-performance concrete (HPC).
FanPC_TFM | Apply the FanPC method to the Truncated factor model
GOOG | Google (GOOG) Stock Price Dataset
GulPC_TFM | Apply the GulPC method to the Truncated factor model
IPC_TFM | Incremental Principal Component Analysis
OPC_TFM | Apply the OPC method to the Truncated factor model
PC1_TFM | Apply the PC method to the Truncated factor model
PC2_TFM | Apply the PC method to the Truncated factor model
PPC1_TFM | Projected Principal Component Analysis
PPC2_TFM | Apply the PPC method to the Truncated factor model
protein | Data Frame 'protein'
real_estate_valuation | Real Estate Valuation Dataset A dataset containing features related to residential property valuation in New Taipei City, Taiwan, including house age, proximity to transit (MRT), local amenities (convenience stores), geographic coordinates, and the target valuation.
review | Travel Review Dataset
riboflavin | Riboflavin Production Data
riboflavinv100 | Riboflavin Production Data (Top 100 Genes)
SAPC_TFM | Stochastic Approximation Principal Component Analysis
SOPC_TFM | Sparse Online Principal Component Analysis
SPC_TFM | Sparse Principal Component Analysis
taxi_trip_pricing | Taxi Trip Pricing Dataset
TFM | The TFM function is to generate Truncated factor model data.
ttest.TFM | T-test for Truncated Factor Model
winequality.white | White Wine Quality Dataset A dataset containing physicochemical properties and sensory quality ratings of Portuguese "Vinho Verde" white wine samples.
yacht_hydrodynamics | Yacht Hydrodynamics (Residuary Resistance) Dataset A dataset for predicting the *residuary resistance* of sailing yachts during early design stages. It contains hull geometry, operational parameters, and experimental resistance measurements from the Delft Ship Hydromechanics Laboratory.