Its DL module connects to a pattern-generation module by leveraging the interpretability
of the shallow models.
It's possible to balance the dichotomy between transparent machine learning models and more accurate, yet opaque, advanced ones with the following interpretability
and explainability measures:
Although not explicitly coherent at the semantic level, this literary object presents a deeper form of coherence--that the reader may infer by emphasizing his or her "principle of interpretability
" (CHAROLLES, 1983)--, one that may be implicit and even paradoxical: the text promotes a sort of cognitive mapping of the human subject's mind confronted with complex experiences in the contemporary world.
The main drawback of this approach is the poor interpretability
of the computed PC value.
research on interpretability
and fairness in machine learning.
A lot of efforts have been invested in increasing the interpretability
of complex models.
of the adapted fuzzy partitions can be verified using coverage, normality, and distinguishability properties .
criteria with at least five items with significant loadings were considered to extract analyzable questions in each category of the KAP questions.
We used a principal components factor analysis (PCFA), with varimax rotation with Kaiser normalization, examining the correlation matrix (rotated to facilitate its interpretability
) among food consumption variables and reducing it to a smaller set of dimensions.
Although the machine learning models are black boxes with little interpretability
, they are general methods for model building and can be easily carried out.
More specifically, the objectives of this study are to (1) compare the interpretability
of STRTs and MTRTs to predict FSD and RLCC of variable infection levels on water hyacinth plants and (2) compare the predictive performance of STRTs, MTRTs, and RF-MTRTs to predict FSD and RLCC of variable infection levels on water hyacinth plants.
Although similar mathematical models are used in both fields, modern machine learning algorithms prioritize prediction over inference, even if it is achieved at the cost of its interpretability
Another question concerns transparency and interpretability
of the technology that firms are banking on.
The Agree relation applies regardless of the feature's interpretability
and "unifies two feature OCCURRENCES into two INSTANCES of one shared formal object" (Danon 2011: 307, capitals original).
is important - for example, in many medical applications - you need a trained human in the decision-making loop.