Abstract: An example method for analyzing data in a collaborative network in accordance with the present disclosure is receiving a plurality of data, constructing a dependency structure between the plurality of data by running an Expanding Window Gaussian Graphical Model on the plurality of data, decomposing the dependency structure, and providing a visualization of the decomposition of the dependency structure.

Abstract: A collaborative inventory management forecast and response analysis system includes a forecast and response summary engine and a display engine. The forecast and response summary engine is to generate a summary of a plurality of standardized forecast input series using continuum canonical correlation and a user-provided parameter, generate a summary of a plurality of standardized response input series using continuum canonical correlation and the user-provided parameter, and update the summaries of the plurality of standardized forecast and response series based on a varied value of the user-provided input parameter. The display engine is to display the summaries of the plurality of standardized forecast and response series and display the updated summaries of the plurality of standardized forecast and response series.