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

Claim 29:
30. The method of claim 1, further comprising implementing a graph-based method comprising at least one of: a graph-regularized auto-encoder (GAE), iterative generative graph modeling method, the Graphite method, Deep Neural Networks for Graph Representations (DNGR), Structural Deep Network Embedding (SDNE), and spectral autoencoder methods configured to integrate and interface the explainable auto-encoder with one or more Explainable Machine Learning systems that utilize graphs, Resource Description Framework (RDF) tree, RDF graph, hypergraphs or simplicial complexes, wherein the training dataset is formed using at least one of:
a causal generative adversarial network;
a hierarchical partition-based model; and
an explainable generative Adversarial Imitation Learning model.