Sales data for a Fortune 500 company; highest sales in purple and lowest in red.
Born out of a Defense Advanced Research Projects Agency (DARPA) program, Mined XAI’s deep topological modeling approach enables users to exploit and interact with their data.
At the US Air Force’s leading research organization, we expanded and refined these capabilities to solve dozens of the Air Force’s most intractable problems. At Mined XAI, we revolutionized our proprietary methodology to be more robust and scalable, providing demonstrable value.
We continue to add emerging technologies into our platforms, keeping our customers on the forefront of XAI.
Our topological data analysis methodology
Input Multi-Dimensional Data
Our methodology allows us to fuse any type of complex multi-modal data into an aggregated fully explainable end-to-end solution. Data can be anything from which you want to gain insights, from complex chemical data, sales information, biometric signatures, and socioeconomic data.
Our Topological Model
Data exists in a high dimensional manifold. We preserve the topology of the higher dimensional manifold and display the topology in a lower dimensional 3D space. Here we can explore and exploit the underlying structure of your data.
Our methods take a data agnostic approach. We are easily able to query and explain our architecture through the relationship between data points. The branches of our sets of hierarchies are similar to neural pathways. Our methods are directly explainable via the set of topologies we discover. We are easily able to query and explain our architecture through the relationship between data points.
We can learn which pathways to reinforce and fuse using mutual information across the set of topological hierarchies. This allows us to easily fuse together different forms of data including numeric, text, and categorical.
Real-Time Customized Data Visualizations
We work closely with our customers to build actionable insights presented through our interactive dashboards for use by decision-makers. Our dashboards are fully customizable for personnel at all levels of an organization based on their information needs.