interpretable
Able to understand
Interpretable describes something that can be understood, explained, or assigned meaning.
Data, results, or signals are interpretable when they yield to analysis: The findings were interpretable as evidence of climate change.
In machine learning, an interpretable model is one whose decision-making process humans can follow and explain, as opposed to a "black box" system.
Able to be grasped
- comprehensibleAble to be understood
- transparentAllowing light through
- lucidMentally sharp and comprehensible
- unambiguousAllowing single interpretation only
explicit · intelligible · accessible · decipherable · fathomable · readable · coherent · plain
Able to be interpreted
- parsableAble to be interpreted
- decodableAble to be deciphered
- traceableAble to be followed
- decomposableCapable of breaking apart
examinable · dissectable · auditable · inspectable · debuggable · verifiable · reconstructible · attributable
Uncertain in meaning
- multivalentHaving multiple values or meanings
- polysemousHaving multiple meanings
- open-endedLacking fixed boundaries
- contestableAble to be challenged
disputable · debatable · subjective · indeterminate · variable · flexible · negotiable · arguable
understandable
Able to be grasped
- comprehensibleAble to be understood
- transparentAllowing light through
- lucidMentally sharp and comprehensible
unambiguous · explicit · intelligible · accessible · decipherable · fathomable · readable · coherent · plain · straightforward
explainable
Able to be interpreted
decomposable · examinable · dissectable · auditable · inspectable · debuggable · verifiable · reconstructible · attributable · mappable
equivocal
Uncertain in meaning
- multivalentHaving multiple values or meanings
- polysemousHaving multiple meanings
- open-endedLacking fixed boundaries
contestable · disputable · debatable · subjective · indeterminate · variable · flexible · negotiable · arguable
interpretableuninterpretable
Impossible to make sense of
incomprehensible · unintelligible · inexplicable · inscrutable · unfathomable