Timeline for How can machine learning models (GBM, NN etc.) be used for survival analysis?
Current License: CC BY-SA 3.0
21 events
| when toggle format | what | by | license | comment | |
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| Mar 11, 2017 at 23:53 | answer | added | liori | timeline score: 8 | |
| Mar 3, 2017 at 18:10 | history | tweeted | twitter.com/StackStats/status/837727007819632641 | ||
| Feb 25, 2017 at 8:05 | answer | added | seanv507 | timeline score: 2 | |
| Feb 25, 2017 at 7:37 | answer | added | user76943 | timeline score: 3 | |
| Jan 24, 2017 at 18:49 | comment | added | user2684128 | Here is a blog post, I am not fully convinced but some pointers are there amunategui.github.io/survival-ensembles/index.html | |
| Jan 23, 2017 at 19:27 | comment | added | GeorgeOfTheRF | No. I didn't get the answer | |
| Jan 23, 2017 at 19:26 | comment | added | user2684128 | @ML_Pro Did you get the answer? | |
| Mar 4, 2016 at 3:34 | comment | added | GeorgeOfTheRF | @dsaxton but i cannot just build a classification model using that variable because there is a time series component to it right? | |
| Mar 3, 2016 at 3:49 | history | edited | GeorgeOfTheRF | CC BY-SA 3.0 |
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| Mar 2, 2016 at 21:34 | comment | added | dsaxton |
After taking a closer look it seems you already have binary outcomes with the failure_flag.
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| Mar 2, 2016 at 18:40 | history | edited | GeorgeOfTheRF |
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| Mar 2, 2016 at 18:22 | history | edited | GeorgeOfTheRF | CC BY-SA 3.0 |
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| Mar 2, 2016 at 18:21 | comment | added | GeorgeOfTheRF | @dsaxton Thanks. Can you explain how to conver the above survival data to binary outcomes? | |
| Mar 2, 2016 at 18:14 | comment | added | dsaxton | There are ways of converting survival data to binary outcomes in some cases, e.g., discrete time hazard models: statisticalhorizons.com/wp-content/uploads/Allison.SM82.pdf. Some machine learning methods such as random forests can model time to event data by, for instance, using the log rank statistic as the splitting criterion. | |
| Mar 2, 2016 at 18:07 | history | edited | GeorgeOfTheRF | CC BY-SA 3.0 |
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| Mar 2, 2016 at 18:00 | comment | added | GeorgeOfTheRF | I have edited and added the expected output prediction table to make it clear. Let me know if you have any further questions. | |
| Mar 2, 2016 at 17:59 | history | edited | GeorgeOfTheRF | CC BY-SA 3.0 |
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| Mar 2, 2016 at 17:44 | comment | added | Cliff AB | I think it would help if you could explain why this is time-to-event data; what, exactly, is the response you want to model? | |
| Mar 2, 2016 at 17:40 | history | edited | GeorgeOfTheRF | CC BY-SA 3.0 |
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| Mar 2, 2016 at 17:00 | history | edited | GeorgeOfTheRF | CC BY-SA 3.0 |
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| Mar 2, 2016 at 14:56 | history | asked | GeorgeOfTheRF | CC BY-SA 3.0 |