Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Support for additional task types and outputs #53

Open
8 tasks
justin13601 opened this issue Jun 10, 2024 · 2 comments
Open
8 tasks

Support for additional task types and outputs #53

justin13601 opened this issue Jun 10, 2024 · 2 comments
Labels
Enhancement New feature or request Expand Extraction Scope For extracting cohorts with more complex logic, independent from predicate complexity priority:low Things that are not on an immediate roadmap, but may be addressed in time or by contributors Task DataFrame Format Relates to the output of a cohort extraction as well as how intermediates are stored

Comments

@justin13601
Copy link
Owner

justin13601 commented Jun 10, 2024

Right now we basically only support binary classification. This is ok for now, but we could aim to support more complex tasks:

  • Ordinal regression
  • Multi-class classification
  • Multi-label binary classification
  • Univariate Regression
  • Multivariate Regression
  • Sparse Regression
  • Sequential decoding prediction tasks
  • Time-to-event prediction tasks

Note this overlaps with #72

@justin13601 justin13601 added the Enhancement New feature or request label Jun 10, 2024
@justin13601
Copy link
Owner Author

We hope to directly support tasks whose labels cannot be reliably summarized as a single numerical value (ie., a sequential decoding task where we want to predict a sequence of outputs, such as future treatment sequences). For tasks that rely on time-to-event as a paradigm, labels can currently be manually extracted via the window start/end times (ie., subtracting start from end of your window containing your event of interest, and then bucketing appropriately post-hoc).

@mmcdermott
Copy link
Collaborator

To-do: merge this and #45

@justin13601 justin13601 added the priority:medium Things that are medium priority, and warrant attention for next larger version updates label Jun 25, 2024
@mmcdermott mmcdermott added priority:low Things that are not on an immediate roadmap, but may be addressed in time or by contributors Expand Extraction Scope For extracting cohorts with more complex logic, independent from predicate complexity Task DataFrame Format Relates to the output of a cohort extraction as well as how intermediates are stored and removed priority:medium Things that are medium priority, and warrant attention for next larger version updates labels Aug 6, 2024
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
Enhancement New feature or request Expand Extraction Scope For extracting cohorts with more complex logic, independent from predicate complexity priority:low Things that are not on an immediate roadmap, but may be addressed in time or by contributors Task DataFrame Format Relates to the output of a cohort extraction as well as how intermediates are stored
Projects
None yet
Development

No branches or pull requests

2 participants