spEDM 1.12

new

• Correct maintainer surname spelling from Lv to Lyu for pinyin compliance (#966).

enhancements

• Support data slicing by library and prediction sets for large scale pattern causality computation (#985).

• Assign zero to missing pattern causality values for positive, negative, and dark categories in returned results (#983).

• Qualify function calls in examples with namespace for reproducibility (#971).

• Inject plain-text terminal hint to fnn output (#965).

• Unify preprocessing strategies for embedding parameters E and tau across spatial causal discovery algorithms (#960).

• Enable asymmetric configurations (E, tau, k) in bidirectional pattern causality analysis (#955).

breaking changes

• Match causality detection direction in optimal parameter search to actual variable naming (#995).

• Ensure that k is constrained to be greater than or equal to E during optimal parameter search (#990).

• Switch the random parameter to replace in the gpc generic implementation and revise the sampling logic accordingly (#987).

• Rename NA handling argument from NA_rm to na_rm and change default value to true (#968).

• Align conds parameter in scpcm generic to accept condition variables in direct path order for causal mediation analysis (#961).

bug fixes

• Resolve visualization failure when probing only one direction of causality with bidirectional set to FALSE (#981).

• Correct mismatch between causal strength direction and prediction direction in pattern causality (#978).

• Fix incorrect midpoint-based pattern causality classification (#973).