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This function hashes all possible patterns generated from a dataset to facilitate analysis of their distribution and frequency, supporting risk assessment in decision-making processes related to the causality and dynamics of complex systems.

Usage

patternHashing(E)

Arguments

E

The embedding dimension which influences the complexity and variety of patterns generated. This parameter adjusts the granularity with which the system's dynamics are analyzed and interpreted.

Value

hashedpatterns Returns a vector of hashed values representing each pattern or NA if the pattern generation was not possible, typically due to insufficient or overly simplified input.

Examples

# Assume E is set to 3, which is suitable for generating moderately complex patterns.
hashed_result <- patternHashing(3)
print(hashed_result)
#> [1] 30 36 42 54 60 66 78 84 90