Normalizing insufficient signals based on additional information

A system comprising:

• a processor;
• and
• system memory coupled to the processor and storing instructions configured to cause the processor to:
• ingest a signal;
• compute a single source probability value for the signal from a plurality of signal characteristics of the signal that at least approximate a probability that the signal indicates an event occurring at a location;
• determine the plurality of signal characteristics are insufficient to reduce the dimensionality of the signal;
• subsequent to computing the single source probability, request previously detected events within a specified distance of the location from a geo cell database in view of the single source probability and in response to determining that the signal characteristics are insufficient;
• receive a previously detected event related to the signal from the geo cell database;
• and
• re-encode data in the signal into normalized data having reduced dimensionality, including deriving at least one of:
• a time dimension, a location dimension, or a context dimension from a combination of the signal characteristics and characteristics of the previously detected event.

A system comprising:

• a processor;
• and
• system memory coupled to the processor and storing instructions configured to cause the processor to:
• ingest a signal;
• compute a single source probability value for the signal from a plurality of signal characteristics of the signal that at least approximate a probability of an event occurring;
• subsequent to computing the single source probability, determine the plurality of signal characteristics are insufficient to normalize the signal along at least one of:
• a time dimension, a location dimension, or a context dimension;
• obtain supplemental information from an additional signal and from a previously detected event in view of the single source probability and in response to determining that the signal characteristics are insufficient;
• enrich the signal with the supplemental information;
• and
• apply a transdimensionality transform to data in the signal to re-encode the data into normalized data having lower dimensionality, including deriving at least one of:
• the time dimension, the location dimension, or the context dimension from a combination of the signal characteristics and the supplemental information.