A computer-implemented network structure includes a semantic network
machine comprised of nodes containing informational contents and links
containing relational contents. Relational contents describe the
relationship between linked nodes. Some of the nodes are semantic Janus
units. Based on time-variable states of each semantic Janus unit, the
semantic Janus units perform operations on nodes and links. The
operations are focused on selected portions of the semantic network
machine such that each semantic Janus unit need not deal with all
possible informational and relational contents within the semantic
network machine. The computational resources of the computer network are
thereby efficiently managed, and artificial intelligence tasks such as
inferential retrieval are performed quicker. The amount of data that is
processed is substantially reduced by focusing on bundled information.
The semantic network is used for pattern recognition, for example, to
recognize blood vessels in a medical image or streets on a digital
satellite image.