{"id":13699274,"url":"https://github.com/chl8856/DeepHit","last_synced_at":"2025-05-04T16:32:59.025Z","repository":{"id":38974128,"uuid":"170268307","full_name":"chl8856/DeepHit","owner":"chl8856","description":"DeepHit: A Deep Learning Approach to Survival Analysis with Competing Risks","archived":false,"fork":false,"pushed_at":"2022-01-08T05:33:02.000Z","size":1327,"stargazers_count":181,"open_issues_count":6,"forks_count":77,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-11-02T21:49:55.455Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/chl8856.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2019-02-12T06:55:31.000Z","updated_at":"2024-11-01T15:54:48.000Z","dependencies_parsed_at":"2022-09-19T15:23:54.211Z","dependency_job_id":null,"html_url":"https://github.com/chl8856/DeepHit","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chl8856%2FDeepHit","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chl8856%2FDeepHit/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chl8856%2FDeepHit/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/chl8856%2FDeepHit/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/chl8856","download_url":"https://codeload.github.com/chl8856/DeepHit/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224398823,"owners_count":17304661,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-08-02T20:00:29.247Z","updated_at":"2024-11-13T05:30:30.707Z","avatar_url":"https://github.com/chl8856.png","language":"Python","readme":"# DeepHit\nTitle: \"DeepHit: A Deep Learning Approach to Survival Analysis with Competing Risks\"\n\nAuthors: Changhee Lee, William R. Zame, Jinsung Yoon, Mihaela van der Schaar\n\n- Reference: C. Lee, W. R. Zame, J. Yoon, M. van der Schaar, \"DeepHit: A Deep Learning Approach to Survival Analysis with Competing Risks,\" AAAI Conference on Artificial Intelligence (AAAI), 2018\n- Paper: http://medianetlab.ee.ucla.edu/papers/AAAI_2018_DeepHit\n- Supplementary: http://medianetlab.ee.ucla.edu/papers/AAAI_2018_DeepHit_Appendix\n\n### Description of the code\nThis code shows the modified implementation of DeepHit on Metabric (single risk) and Synthetic (competing risks) datasets.\n\nThe detailed modifications are as follows:\n- Hyper-parameter opimization using random search is implemented\n- Residual connections are removed\n- The definition of the time-dependent C-index is changed; please refer to T.A. Gerds et al, \"Estimating a Time-Dependent Concordance Index for Survival Prediction Models with Covariate Dependent Censoring,\" Stat Med., 2013\n- Set \"EVAL_TIMES\" to a list of evaluation times of interest for optimizating the network with respect these evaluation times.\n","funding_links":[],"categories":["\u003cspan id=\"head8\"\u003e2.3. Survival Analysis\u003c/span\u003e"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchl8856%2FDeepHit","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fchl8856%2FDeepHit","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchl8856%2FDeepHit/lists"}