{"action":"created","issue":{"url":"https://api.github.com/repos/chengsoonong/crowdastro/issues/83","repository_url":"https://api.github.com/repos/chengsoonong/crowdastro","labels_url":"https://api.github.com/repos/chengsoonong/crowdastro/issues/83/labels{/name}","comments_url":"https://api.github.com/repos/chengsoonong/crowdastro/issues/83/comments","events_url":"https://api.github.com/repos/chengsoonong/crowdastro/issues/83/events","html_url":"https://github.com/chengsoonong/crowdastro/issues/83","id":159576043,"number":83,"title":"Write up comments on Banfield et al. (2015)","user":{"login":"MatthewJA","id":2681312,"avatar_url":"https://avatars.githubusercontent.com/u/2681312?v=3","gravatar_id":"","url":"https://api.github.com/users/MatthewJA","html_url":"https://github.com/MatthewJA","followers_url":"https://api.github.com/users/MatthewJA/followers","following_url":"https://api.github.com/users/MatthewJA/following{/other_user}","gists_url":"https://api.github.com/users/MatthewJA/gists{/gist_id}","starred_url":"https://api.github.com/users/MatthewJA/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/MatthewJA/subscriptions","organizations_url":"https://api.github.com/users/MatthewJA/orgs","repos_url":"https://api.github.com/users/MatthewJA/repos","events_url":"https://api.github.com/users/MatthewJA/events{/privacy}","received_events_url":"https://api.github.com/users/MatthewJA/received_events","type":"User","site_admin":false},"labels":[{"url":"https://api.github.com/repos/chengsoonong/crowdastro/labels/astro","name":"astro","color":"d4c5f9"}],"state":"open","locked":false,"assignee":null,"assignees":[],"milestone":{"url":"https://api.github.com/repos/chengsoonong/crowdastro/milestones/4","html_url":"https://github.com/chengsoonong/crowdastro/milestones/B:%20Committee%20Classifications","labels_url":"https://api.github.com/repos/chengsoonong/crowdastro/milestones/4/labels","id":1819388,"number":4,"title":"B: Committee Classifications","description":"Milestone B.","creator":{"login":"MatthewJA","id":2681312,"avatar_url":"https://avatars.githubusercontent.com/u/2681312?v=3","gravatar_id":"","url":"https://api.github.com/users/MatthewJA","html_url":"https://github.com/MatthewJA","followers_url":"https://api.github.com/users/MatthewJA/followers","following_url":"https://api.github.com/users/MatthewJA/following{/other_user}","gists_url":"https://api.github.com/users/MatthewJA/gists{/gist_id}","starred_url":"https://api.github.com/users/MatthewJA/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/MatthewJA/subscriptions","organizations_url":"https://api.github.com/users/MatthewJA/orgs","repos_url":"https://api.github.com/users/MatthewJA/repos","events_url":"https://api.github.com/users/MatthewJA/events{/privacy}","received_events_url":"https://api.github.com/users/MatthewJA/received_events","type":"User","site_admin":false},"open_issues":4,"closed_issues":3,"state":"open","created_at":"2016-06-10T07:24:30Z","updated_at":"2016-07-07T05:13:54Z","due_on":"2016-07-07T14:00:00Z","closed_at":null},"comments":5,"created_at":"2016-06-10T07:33:30Z","updated_at":"2016-07-07T23:30:31Z","closed_at":null,"body":""},"comment":{"url":"https://api.github.com/repos/chengsoonong/crowdastro/issues/comments/231237466","html_url":"https://github.com/chengsoonong/crowdastro/issues/83#issuecomment-231237466","issue_url":"https://api.github.com/repos/chengsoonong/crowdastro/issues/83","id":231237466,"user":{"login":"chengsoonong","id":709424,"avatar_url":"https://avatars.githubusercontent.com/u/709424?v=3","gravatar_id":"","url":"https://api.github.com/users/chengsoonong","html_url":"https://github.com/chengsoonong","followers_url":"https://api.github.com/users/chengsoonong/followers","following_url":"https://api.github.com/users/chengsoonong/following{/other_user}","gists_url":"https://api.github.com/users/chengsoonong/gists{/gist_id}","starred_url":"https://api.github.com/users/chengsoonong/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/chengsoonong/subscriptions","organizations_url":"https://api.github.com/users/chengsoonong/orgs","repos_url":"https://api.github.com/users/chengsoonong/repos","events_url":"https://api.github.com/users/chengsoonong/events{/privacy}","received_events_url":"https://api.github.com/users/chengsoonong/received_events","type":"User","site_admin":false},"created_at":"2016-07-07T23:30:31Z","updated_at":"2016-07-07T23:30:31Z","body":"This is a good observation @MatthewJA.\r\n\r\nActive learning with repeated noisy labels is an interesting and open problem, and would be a good topic to work on for your honours. You will of course need to understand Mozafari. One useful bit of research would be to implement both papers, and compare the two methods empirically on your data. Then if you can come up with any other ideas, it would be a nice high point to your work.\r\n\r\nJust for your overall education, there are other fields of literature which deal with repeated noisy labels. These are called \"bandits\", \"experimental design\", \"partial monitoring\". At this point, I think it is too much for you to try to understand those areas too, so it is ok to just look at active learning, as (I think) it is the most suitable for your project."}}
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