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Questions tagged [recurrent-events]

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0 votes
0 answers
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Cox Model - How to overcome small risk set after some time?

Good day, I am currently designing an Anderson-Gill model. After plotting the mean cumulative function (see below), I noticed that the confidence intervals become very large later, indeed too large ...
Sven Prüß's user avatar
1 vote
0 answers
30 views

Literature for a supervised task on time series

I was introduced to the following project at my company. We have $n$ time series coming from $n$ sensors. Each sensor has monitored a physical signal at a specific location. For each time series, a ...
brised by Linear Algebra's user avatar
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0 answers
10 views

Recurrent event model - time to multiple medication discontinuations

I am using the following recurrent event model (counting process style input) to plot cumulative mean frequency of multiple medication initiations. Just like patients in the study can initiate ...
Chris's user avatar
  • 1
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0 answers
15 views

Multi-state survival analysis

I'm wondering if my use case fits this problem. I have a bunch of retail consumers, and I want to model the interval between their purchases. Because its' an online platform, we can observe other ...
bachts's user avatar
  • 21
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0 answers
15 views

How to compare frequencies of type of stress events with repeated measurements over time in a weekly diary study?

We hope you can help clarify whether a Chi-square test of equal frequencies (in SPSS) would be the correct choice. Study participants have reported experienced stress events (text variable) in a ...
Andi04's user avatar
  • 1
2 votes
0 answers
48 views

Survival analysis with recurrent events: What is the difference between the "cluster" method from "lifelines" and the Andersen-Gill method?

Good afternoon, I would like to better understand how the cluster method from the lifelines Python package differs from the Andersen-Gill method. Based on the definition of each (see below), the ...
xmfm45's user avatar
  • 41
0 votes
0 answers
34 views

Survival analysis but every observation is an event

I'm trying to formulate a problem using survival analysis to forecast the next occurrence, but every observation is an event, i.e you can't observe an event not happening. Each observation has a user ...
bachts's user avatar
  • 21
3 votes
1 answer
98 views

Can a subject appear multiple times in a risk set in recurrent event analyses?

To fit a Cox model to recurrent event data (Andersen & Gill), using the R survival package, requires the user to cast the data into counting process format (see [1]). For recurrent event analyses, ...
ermeel's user avatar
  • 143
3 votes
1 answer
161 views

Definition of recurrent stochastic process, in general

This interesting question: Recurrence definition for a Markov chain gives the definition of a recurrent state for some discrete process. I was wondering, in the case of a continuous (time) process, ...
Jada's user avatar
  • 33
1 vote
0 answers
5 views

Multiple groups with multiple events of different character

In my team we do a study on a group of patients undergoing abdominal surgery and we evaluate the correlation between frailty amongst patients and complications. Background knowledge: We use a frailty-...
ThomasKorgaard's user avatar
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0 answers
48 views

Graphic presentation/analysis of multiple events of different character

Edited; Ive troede to specify my problem. Hope it makes more sense. Im a surgeon doing research. I use SPSS for statistics but in the group we are also able to use 'R'. We are performing af study ...
ThomasKorgaard's user avatar
1 vote
1 answer
27 views

Survival curves, counter-intuitive results for customer churn -- lower risk of churn for users who've previously churned? [closed]

I'm trying to work out some explanation for a result I'm seeing where I have the Kaplan-Meier plots for monthly customer churn risk. In aggregate, it looks fine, but I've broken it down into subgroups ...
halycos's user avatar
  • 121
1 vote
1 answer
642 views

Should the proportional hazards assumption be met for cox model with time dependent covariates? What about recurrent event models?

This question has been asked here before but in each thread I found, there was some disagreement about whether the proportional hazards (PH) assumption needs to be met for cox models with time ...
Ava's user avatar
  • 37
1 vote
1 answer
367 views

Why am I getting such different hazard ratios from the Andersen-Gill model compared with the Prentice-Williams-Peterson model?

I am trying to model recurrent composite events to compare differences in recurrent events between two therapy groups. I have completed time to first event Cox regression as well as recurrent event ...
Ava's user avatar
  • 37
1 vote
1 answer
299 views

Understand robust se vs naive se from marginal means survival model [duplicate]

I ran a marginal means survival model that included some time-invariant and time-varying covariates (see this post for relevant information). I am trying to understand why the robust standard errors ...
cliu's user avatar
  • 211

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