Variational Bayes survival analysis for unemployment modelling
@article{Bokoski2021VariationalBS, title={Variational Bayes survival analysis for unemployment modelling}, author={Pavle Bo{\vs}koski and Matija Perne and Martina Ramesa and Biljana Mileva-Boshkoska}, journal={Knowl. Based Syst.}, year={2021}, volume={229}, pages={107335} }
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References
SHOWING 1-10 OF 74 REFERENCES
TOWARDS A FORMAL PROFILING MODEL TO FOSTER ACTIVE LABOUR MARKET POLICIES IN NEW ZEALAND
- Economics
- 2002
Following the unemployment hysteresis of the 1980s, discussions of methods for reducing the natural rate of unemployment tend to focus on long-term unemployment (LTU). A broad consensus exists among…
SurvLIME: A method for explaining machine learning survival models
- Computer ScienceKnowl. Based Syst.
- 2020
Semiparametric likelihood inference for left-truncated and right-censored data.
- MathematicsBiostatistics
- 2015
A new estimation procedure for the survival time distribution with left-truncated and right-censored data, where the distribution of the truncation time is known up to a finite-dimensional parameter vector.
Modeling Discrete Time-To-Event Data
- Computer Science
- 2016
This book covers well-established methods like life-table analysis and discrete hazard regression models, but also introduces state-of-the art techniques for model evaluation, nonparametric estimation and variable selection.
Statistical profiling in public employment services
- EconomicsOECD Social, Employment and Migration Working Papers
- 2019
An overview on profiling tools currently used throughout the OECD is presented, considerations for the development of such tools, and some insights into the latest developments such as using “click data” on job searches and advanced machine learning techniques are presented.
A Danish Profiling System
- EconomicsSSRN Electronic Journal
- 2004
We describe the statistical model used for profiling new unemployed workers in Denmark. When a worker - during his or her first six months in unemployment - enters the employment office for the first…
Comparison of the performance of neural network methods and Cox regression for censored survival data
- Mathematics
- 2000
WTTE-RNN : Weibull Time To Event Recurrent Neural Network A model for sequential prediction of time-to-event in the case of discrete or continuous censored data, recurrent events or time-varying covariates
- Computer Science
- 2017
The WTTE-RNN is described using a general framework for censored data which can easily be extended with other distributions and adapted for multivariate prediction and is found to have many advantages and comparable performance to binary fixed-window RNNs without the need to specify window size and the ability to train on more data.
Statistical Profiling of the Unemployed
- Economics
- 2015
Abstract Labour market policy in Canada has undergone profound reforms over the past several decades. Successive federal and provincial governments have sought to “activate” the unemployed through…
Is Unemployment Really Scarring? Effects of Unemployment Experiences on Wages
- EconomicsSSRN Electronic Journal
- 2000
This paper looks at the effects of unemployment on re-employment wage for men using the first seven waves of the British Household Panel Survey (BHPS) conducted over the period 1991- 1997. In…