ContrastiveExplanation (Foil Trees) "provides an explanation for why an instance had the current outcome (fact) rather than a targeted outcome of interest (foil). These counterfactual explanations limit the explanation to the features relevant in distinguishing fact from foil, thereby disregarding irrele...
With the data containers ready, I need to go over the games, select the skills of the players in each game, add some noise to them, and compare the performances to generate the game outcome: C# Copy var players1 = Variable.Array<int>(game); var players2 = Variable.Array<int>(game...
Version control (Git) Learning Git, courses and books: 📖 Git Book Git from the inside out Git Tutorials and Training, Atlassian Git Immersion A Visual Git Reference (a bit more advanced) Think Like (a) Git Git's database internals I: packed object store: an insightful deep dive from ...
Specifically, we simultaneously optimized the spatial transformer that extracts the information within a single slice and the sequence transformer that incorporates the extracted information of all slices to produce the final outcome. We trained the model using both the slice-level and patient-level ...
a link to the current releases (github.com/Microsoft/CNTK/releases). One of the keys to the power of CNTK is that it can optionally use a GPU instead of your machine’s CPU. The releases page gives you the choice to download binaries for a CPU-only version or a GPU+CPU version. ...
We aimed to find KOA-related gait features based on patient reported outcome measures (PROMs) and develop regression models using machine learning algorithms to estimate KOA severity. The study included 375 volunteers with variable KOA grades. The severity of KOA was determined using the Western ...
In this case, it's not that informative to know every possible probability of a specific weather condition and how it might affect the likelihood of a rocket launch. The depth is capped at five to limit the knowledge gained to what is most practically related to the outcome....
In other words, context refers to outcome contingencies; not the paradigmatic context. 2 Utilities can only be specified to within an additive constant (the log normalisation constant) because of the sum to one constraint of probabilities. This means that although preferred outcomes were specified ...
If a patient is receiving an IV antibiotic and there is a similar oral version available this could be flagged alongside model outputs as a ‘simple’ switch. Moreover, given the potential comfort, workload, and discharge benefits when patients have no IV catheters, CDSSs should consider the...
This outcome can be explained by the bidirectional characteristics of the DNA and RNA sequences. A language structure presents a clear direction in which the sentences are constructed and meaningful. However, the genomic sequences can be processed from each direction like one-dimensional images with...