Patent ID: 11948083
Assignee: UMNAI LIMITED
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 17:
18. The method of claim 1, wherein each partition comprises a local model, and wherein one or more coefficients from the local model provide a local explanation and/or a global explanation, wherein each partition represents a concept or a single category of data, and wherein each partition comprises at least one of boundary information, observed and expected data distributions; meta-data, and constraints, and wherein each partition comprises a named reference label,
wherein each named reference label comprises descriptive information and/or additional meta-data and links to external taxonomies, ontologies, and models,
wherein the named reference label further comprises symbolic expressions and/or formulas of the form of: Conjunctive Normal Form (CNF) rules Boolean logic, first order logic, second order logic, propositional logic, predicate logic, modal logic, probabilistic logic, many-valued logic, fuzzy logic, intuitionistic logic, non-monotonic logic, non-reflexive logic, quantum logic, or paraconsistent logic, for providing an explanation of a set or sequence of decisions that resulted in an execution of a current component in the explainable model; and
wherein the explainable model is configured to utilize an invariance of the named reference labels under dynamical processes to generate stable, long-term explanations of one or more dynamics occurring within the explainable model without recoding knowledge or retraining explanatory methods.