Multivariate Insights

SOMVIS integrates clustering algorithms, interactive maps, and visual analytics to reveal natural patterns in multivariate data. It enables users to compute, visualize, and compare clusters effortlessly while dynamically exploring statistical relationships. Designed primarily for numerical analysis, it also supports categorical data visualization through interactive maps and charts. Combining computational and visual methods, SOMVIS simplifies complex data patterns for intuitive discovery.

REDCAP is an online tool designed for aggregating large sets of spatial objects into contiguous regions while optimizing homogeneity or heterogeneity measures. It ensures spatial contiguity, enforces constraints like minimum region size, and preserves meaningful patterns while reducing random effects. REDCAP supports diverse applications, including majority-minority zone detection, market segmentation, insurance rate zoning, and disease mapping. With powerful optimization, efficiency in large-scale data processing, reproducibility, and an intuitive interface, REDCAP provides a seamless solution for spatial regionalization and analysis.

VIS-STAMP is a powerful software package designed for exploring and visualizing complex spatial-temporal patterns in multivariate data. It seamlessly integrates advanced analytics with interactive maps and charts, enabling intuitive interpretation and decision-making without requiring extensive programming skills. Featuring tools like map animations, space-time matrices, time series charts, and parallel coordinate plots, VIS-STAMP enhances data exploration from multiple perspectives, making it an essential tool for analytical reasoning and efficient spatial-temporal analysis.