{"action":"created","issue":{"url":"https://api.github.com/repos/scikit-learn/scikit-learn/issues/3645","labels_url":"https://api.github.com/repos/scikit-learn/scikit-learn/issues/3645/labels{/name}","comments_url":"https://api.github.com/repos/scikit-learn/scikit-learn/issues/3645/comments","events_url":"https://api.github.com/repos/scikit-learn/scikit-learn/issues/3645/events","html_url":"https://github.com/scikit-learn/scikit-learn/pull/3645","id":42137620,"number":3645,"title":"[MRG] Prediction variance in bagging-based regressors","user":{"login":"jmetzen","id":1116263,"avatar_url":"https://avatars.githubusercontent.com/u/1116263?v=3","gravatar_id":"","url":"https://api.github.com/users/jmetzen","html_url":"https://github.com/jmetzen","followers_url":"https://api.github.com/users/jmetzen/followers","following_url":"https://api.github.com/users/jmetzen/following{/other_user}","gists_url":"https://api.github.com/users/jmetzen/gists{/gist_id}","starred_url":"https://api.github.com/users/jmetzen/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/jmetzen/subscriptions","organizations_url":"https://api.github.com/users/jmetzen/orgs","repos_url":"https://api.github.com/users/jmetzen/repos","events_url":"https://api.github.com/users/jmetzen/events{/privacy}","received_events_url":"https://api.github.com/users/jmetzen/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"milestone":null,"comments":38,"created_at":"2014-09-07T08:31:48Z","updated_at":"2015-10-21T22:33:10Z","closed_at":null,"pull_request":{"url":"https://api.github.com/repos/scikit-learn/scikit-learn/pulls/3645","html_url":"https://github.com/scikit-learn/scikit-learn/pull/3645","diff_url":"https://github.com/scikit-learn/scikit-learn/pull/3645.diff","patch_url":"https://github.com/scikit-learn/scikit-learn/pull/3645.patch"},"body":"This addresses issue  #3271. The main points are\r\n * Option with_std added to method predict of BaggingRegressor and RandomForestRegressor. If True, the standard deviation of the predictions is returned in addition to the mean\r\n * Added option with_std to GaussianProcess.predict() and deprecated eval_MSE, which returned the predictive variance\r\n * Added one example comparing the predictive distributions of the three methods.\r\n\r\nPlease also check the planned deprecation path of the parameter eval_MSE in GaussianProcess"},"comment":{"url":"https://api.github.com/repos/scikit-learn/scikit-learn/issues/comments/150043121","html_url":"https://github.com/scikit-learn/scikit-learn/pull/3645#issuecomment-150043121","issue_url":"https://api.github.com/repos/scikit-learn/scikit-learn/issues/3645","id":150043121,"user":{"login":"Sandy4321","id":11426119,"avatar_url":"https://avatars.githubusercontent.com/u/11426119?v=3","gravatar_id":"","url":"https://api.github.com/users/Sandy4321","html_url":"https://github.com/Sandy4321","followers_url":"https://api.github.com/users/Sandy4321/followers","following_url":"https://api.github.com/users/Sandy4321/following{/other_user}","gists_url":"https://api.github.com/users/Sandy4321/gists{/gist_id}","starred_url":"https://api.github.com/users/Sandy4321/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/Sandy4321/subscriptions","organizations_url":"https://api.github.com/users/Sandy4321/orgs","repos_url":"https://api.github.com/users/Sandy4321/repos","events_url":"https://api.github.com/users/Sandy4321/events{/privacy}","received_events_url":"https://api.github.com/users/Sandy4321/received_events","type":"User","site_admin":false},"created_at":"2015-10-21T22:33:09Z","updated_at":"2015-10-21T22:33:09Z","body":"https://www.youtube.com/watch?v=_NGYJxrUGgQ\r\nConfidence Intervals for One Mean: Sigma Not Known (t Method)"}}