System and method of mixed-reality visualization and analysis of multi-dimensional segmentation

A computer-implemented method of multi-dimension segmentation analysis and mixed-reality visualization, comprising:

• accessing input data relating to one or more supply chain entities;
• discovering one or more features related to the input data;
• pre-processing the input data and features;
• performing multi-dimension segmentation on the input data;
• computing the importance of the one or more features;
• generating a multi-dimension segmentation visualization;
• displaying the multi-dimension segmentation visualization;
• assigning policy parameters to the multi-dimension segmentation performed on the input data;
• detecting outliers in the multi-dimension segmentation visualization;
• generating a mixed-reality visualization comprising clusters and segmentation data displayed on one or more three-dimensional mixed-reality objects, wherein each row of the segmentation data is displayed as a data point, and each data point of a cluster is displayed with a similar visual appearance;
• displaying, via a mixed reality headset of at least one of one or more mixed-reality devices, a spatial visualization comprising a quantity of the one or more three-dimensional mixed-reality objects equal to the number of dimensions of the segmentation data;
• generating, via the mixed reality headset of the at least one of the one or more mixed-reality devices, a mixed-reality environment providing a sense of touching, feeling and manipulating the one or more three-dimensional mixed-reality objects;
• detecting, by an imaging sensor of the mixed reality headset, a head movement, a field of vision and a gaze of a user as the user navigates and interacts with the mixed-reality environment, wherein the imaging sensor comprises a camera module;
• and
• interacting, via the mixed reality headset, with rendered visualizations using speech, eye movement, and spoken instructions to interact with and modify the supply chain network.

A non-transitory computer-readable medium embodied with software providing multi-dimension segmentation analysis and mixed-reality visualization, the software when executed:

• accesses input data relating to one or more supply chain entities;
• discovers one or more features related to the input data;
• pre-processes the input data and features;
• performs multi-dimension segmentation on the input data;
• computes the importance of the one or more features;
• generates a multi-dimension segmentation visualization;
• displays the multi-dimension segmentation visualization;
• assigns policy parameters to the multi-dimension segmentation performed on the input data;
• detects outliers in the multi-dimension segmentation visualization;
• generates a mixed-reality visualization comprising clusters and segmentation data displayed on one or more three-dimensional mixed-reality objects, wherein each row of the segmentation data is displayed as a data point, and each data point of a cluster is displayed with a similar visual appearance;
• displays, via a mixed reality headset of at least one of one or more mixed-reality devices, a spatial visualization comprising a quantity of the one or more three-dimensional mixed-reality objects equal to the number of dimensions of the segmentation data;
• generates, via the mixed reality headset of the at least one of the one or more mixed-reality devices, a mixed-reality environment providing a sense of touching, feeling and manipulating the one or more three-dimensional mixed-reality objects;
• detects, by an imaging sensor of the mixed reality headset, a head movement, a field of vision and a gaze of a user as the user navigates and interacts with the mixed-reality environment, wherein the imaging sensor comprises a camera module;
• and
• interacts, via the mixed reality headset, with rendered visualizations using speech, eye movement, and spoken instructions to interact with and modify the supply chain network.