The customization of the interfaced learners includes, for example, descriptor scaling, optimization of model hyper-parameters and appropriate stopping criteria.
For example, descriptor PS00100, which represents the sequence pattern commonly found at the active site of chloramphenicol acetyltransferase, can be written as Q-[LIV]-H-H-[SA]-x(2 -D-G-[FY]-H.
For example, descriptors relating to conversation listening are put into the interaction scale, while listening to lectures are included in the exposition scale.
Dragon software for molecular descriptors calculation, version 4.0 (Milano Chemometrics, 2003) was used for the calculation of 867 low-dimensional (0D 2D) descriptors, distributed along 12 blocks of descriptors, for example, constitutional descriptors, topological descriptors, connectivity indices, Galvez topological charge indices, functional groups count, and others.
For example, the descriptor thumb induces the metaterm "anatomy", and the descriptor "alcoholism" induces both the metaterms "psychiatry" and "toxicology".
The majority of currently available AD methods usually focus on a single property of the data, for example similarity, descriptor range, density or response-range (or ensemble-range).
For example, a descriptor method is a description of health and its impact on HRQoL and can be developed using clinicians, patients, or people from the general population (or even a combination of these).
For example, those descriptors in our scale with logits between 0 and 1 are mostly CEFR descriptors from B1 to C1; none of the level A descriptors have appeared in that range.
For the ease of example, molecular descriptors [27] and fingerprints [28, 29] are widely used methods that enable quantitative representation of chemical structures.
For example, the descriptors used in this study characterize whether two compounds share similar physic-chemical properties, while fingerprints more focus on the 2D structure similarity, leading to that an individual model could only capture part of the relationship.
For example, using descriptors E = 0.730, S = 0.90, A = 0.59, B = 0.40, V = 0.9317 for benzoic acid (and using d = 0.001), we can make several benzoic acid-specific solvent replacement recommendations, see Table 4.
