{"action":"created","issue":{"url":"https://api.github.com/repos/shogun-toolbox/shogun/issues/2817","labels_url":"https://api.github.com/repos/shogun-toolbox/shogun/issues/2817/labels{/name}","comments_url":"https://api.github.com/repos/shogun-toolbox/shogun/issues/2817/comments","events_url":"https://api.github.com/repos/shogun-toolbox/shogun/issues/2817/events","html_url":"https://github.com/shogun-toolbox/shogun/issues/2817","id":68465121,"number":2817,"title":"make model selection on GP module more flexible","user":{"login":"yorkerlin","id":6913996,"avatar_url":"https://avatars.githubusercontent.com/u/6913996?v=3","gravatar_id":"","url":"https://api.github.com/users/yorkerlin","html_url":"https://github.com/yorkerlin","followers_url":"https://api.github.com/users/yorkerlin/followers","following_url":"https://api.github.com/users/yorkerlin/following{/other_user}","gists_url":"https://api.github.com/users/yorkerlin/gists{/gist_id}","starred_url":"https://api.github.com/users/yorkerlin/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/yorkerlin/subscriptions","organizations_url":"https://api.github.com/users/yorkerlin/orgs","repos_url":"https://api.github.com/users/yorkerlin/repos","events_url":"https://api.github.com/users/yorkerlin/events{/privacy}","received_events_url":"https://api.github.com/users/yorkerlin/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"milestone":null,"comments":19,"created_at":"2015-04-14T18:40:31Z","updated_at":"2015-06-24T23:49:47Z","closed_at":null,"body":"At default, inference methods in GP module will compute gradients wrt model parameters, which is not always necessary.\r\n* offer users an option to ask inference methods do not compute these gradients.\r\n* Make the model selection framework work with `FITC inference` (mainly `inducing points` )\r\n* (suspicious bug, some GP parameters are in natural domain while some gradients wrt parameters are in log domain. Domain of a parameter and its gradient should be consistent)"},"comment":{"url":"https://api.github.com/repos/shogun-toolbox/shogun/issues/comments/115047573","html_url":"https://github.com/shogun-toolbox/shogun/issues/2817#issuecomment-115047573","issue_url":"https://api.github.com/repos/shogun-toolbox/shogun/issues/2817","id":115047573,"user":{"login":"yorkerlin","id":6913996,"avatar_url":"https://avatars.githubusercontent.com/u/6913996?v=3","gravatar_id":"","url":"https://api.github.com/users/yorkerlin","html_url":"https://github.com/yorkerlin","followers_url":"https://api.github.com/users/yorkerlin/followers","following_url":"https://api.github.com/users/yorkerlin/following{/other_user}","gists_url":"https://api.github.com/users/yorkerlin/gists{/gist_id}","starred_url":"https://api.github.com/users/yorkerlin/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/yorkerlin/subscriptions","organizations_url":"https://api.github.com/users/yorkerlin/orgs","repos_url":"https://api.github.com/users/yorkerlin/repos","events_url":"https://api.github.com/users/yorkerlin/events{/privacy}","received_events_url":"https://api.github.com/users/yorkerlin/received_events","type":"User","site_admin":false},"created_at":"2015-06-24T23:49:47Z","updated_at":"2015-06-24T23:49:47Z","body":"No. The speed of the method is between MCMC and MAP.\r\nIt seems like combine MCMC and MAP."}}