REAL world relates to SYNTHETIC world generated by machines
as
OBJECTIVE data relates to SUBJECTIVE data generated by humans
By data flow process established at RHYTHMoGRAPHY
- objective data (digital artifacts) is limited for private use
- subjective data (human reactions) is shared for research and consultancy purposes.
SYNTHETIC SUBJECTIVE is where machines mimic humans
How realistic is synthetic data - pursuit is as challenging, as how authentic is human behavior.
To measure and visualize how fractal and unique datasets are within subjective and synthetic domains, we apply the following pattern recognition techniques:
- vector unit sphere authenticity distribution (see image with cats)
- digital tower time-series correlation (see images with color boxes)
- self- and cross- similarity comparison.
FRACTAL self similarities
We search for patterns of self-similarity between data of different sources and historic ranges. Self-similar patterns are easy to forecast. Requests for this drive our business development.
UNIQUE authenticities
Besides from business application, there are philosophical questions to answer:
- How authentic and harmonic are machine dreams?
- How unique and non-predictable is human behavior?