Multivariate analysis

• Principal components analysis (PCA)
• Clustering
• Correlation analysis
• Factor analysis
• Multidimensional scaling
• Structural equation modeling (SEM)
• Discriminant analysis
• Multiple correspondence analysis
• Latent class analysis
• Partial least squares (PLS)
• t-SNE
• UMAP

Nonlinear modeling

• Dissolution
• Fit curve
• Gaussian process model
• Nonlinear regression
• Spline fitting
• Polynomials
• Sigmoid Curves
• Exponential Growth and Decay
• Peak Models
• Pharmacokinetic Models

Time series

• ARIMA
• Seasonality
• Autocorrelation
• Moving average
• Auto regressive (AR)
• Time Series Forecast

Advanced regression

• Generalized regression
• Mixed models
• Generalized linear models
• Generalized linear mixed models (GLMM)
• Repeated measures
• Penalized regression
• Random effects
• LASSO
• Elastic Net
• Ridge

Causal Modeling

• Causal Inference
• Causal Treatment
• Propensity Scoring
• Propensity Score Matching

Variable selection

• Predictor screening
• Variable importance
• Stepwise
• All possible models
• Column contributions

Functional data analysis

• Spectral analysis
• Wavelet analysis
• Smoothing
• Savitzky-Golay smoothing
• Functional DOE
• B-Spline
• P-Spline
• Fourier basis
• Direct FPCA
• Peak Modeling
• Baseline Correction

Process optimization

• Profiling
• Simulation
• Trade space analysis

Stability Analysis

• Mixed Model Stability Analysis
• Stability Test (via Degradation)

Genomics

• Marker Relatedness
• Genomic Mixed Models (GWAS, Ridge Regression, GBLUPs)
• File Import (PLINK, TASSEL HDF5, …)
• Marker Statistics
• Marker Simulation
• Marker Admixture
• Marker Imputation
• Normalization
• Distance Matrix
• Sequencing Variants (JMP Marketplace extension)

Bayesian Optimization