SZodixStudyAcademic Library
ShelvesOpen access
Study · an open academic library·Metadata from OpenAlex (CC0)·Shelves·OpenAlex metadata, de-duplicated
A brief review of deep learning methods in mortality forecasting
16 references·0 citing·29 second hopsampled
A brief review of deep learning methods in mortality forecasting (2025)A brief review of deep learning methods i…Accurate and explainable mortality forecasting with the LocalGLMnet (2024)Accurate and explainable mort…Time-series forecasting of mortality rates using transformer (2023)Time-series forecasting of mo…Thirty years on: A review of the Lee–Carter method for forecasting mortality (2022)Thirty years on: A review of …Locally-coherent multi-population mortality modelling via neural networks (2022)Locally-coherent multi-popula…EXTENDING THE LEE–CARTER MODEL WITH VARIATIONAL AUTOENCODER: A FUSION OF NEURAL NETWORK AND BAYESIAN APPROACH (2022)EXTENDING THE LEE–CARTER MODE…Efficient use of data for LSTM mortality forecasting (2022)Efficient use of data for LST…CALIBRATING THE LEE-CARTER AND THE POISSON LEE-CARTER MODELS VIA NEURAL NETWORKS (2022)CALIBRATING THE LEE-CARTER AN…A Neural Approach to Improve the Lee-Carter Mortality Density Forecasts (2022)A Neural Approach to Improve …NEIGHBOURING PREDICTION FOR MORTALITY (2021)NEIGHBOURING PREDICTION FOR M…Time-Series Forecasting of Mortality Rates using Deep Learning (2020)Time-Series Forecasting of Mo…A neural network extension of the Lee–Carter model to multiple populations (2019)A neural network extension of…A Deep Learning Integrated Lee–Carter Model (2019)A Deep Learning Integrated Le…A NEURAL-NETWORK ANALYZER FOR MORTALITY FORECAST (2018)A NEURAL-NETWORK ANALYZER FOR…Coherent mortality forecasts for a group of populations: An extension of the lee-carter method (2005)Coherent mortality forecasts …A Poisson log-bilinear regression approach to the construction of projected lifetables (2002)A Poisson log-bilinear regres…Modeling and Forecasting U. S. Mortality (1992)Modeling and Forecasting U. S…Reviews: Borgatta, Edgar D., ed., Sociological Methodology, 1969. San Francisco, Jossey-Bass, Inc., 1969. 302 + xvi pp. $12.50. (1972)In Search of Methuselah: Estimating the Upper Limits to Human Longevity (1990)Applied Mathematical Demography (2005)Projections of Global Mortality and Burden of Disease from 2002 to 2030 (2006)Forecasting life expectancy, years of life lost, and all-cause and cause-specific mortality for 250 causes of death: reference and alternative scenarios for 2016–40 for 195 countries and territories (2018)A universal pattern of mortality decline in the G7 countries (2000)Broken Limits to Life Expectancy (2002)Demographic forecasting: 1980 to 2005 in review (2006)The Outlook for Population Growth (2011)Coherent Mortality Forecasting: The Product-Ratio Method With Functional Time Series Models (2012)The Lee-Carter Method for Forecasting Mortality, with Various Extensions and Applications (2000)Lee–Carter mortality forecasting with age-specific enhancement (2003)A Quantitative Comparison of Stochastic Mortality Models Using Data From England and Wales and the United States (2009)A cohort-based extension to the Lee–Carter model for mortality reduction factors (2006)Application of Machine Learning to Mortality Modeling and Forecasting (2019)Clustering-based simultaneous forecasting of life expectancy time series through Long-Short Term Memory Neural Networks (2021)Automatic time series forecasting: the forecast package for R (2017)A Two‐Factor Model for Stochastic Mortality with Parameter Uncertainty: Theory and Calibration (2006)forecast: Forecasting Functions for Time Series and Linear Models (2009)Neural Network Embedding of the Over-Dispersed Poisson Reserving Model (2018)Automatic Time Series Forecasting: The forecast Package for R (2008)The M4 Competition: 100,000 time series and 61 forecasting methods (2019)The impact of heterogeneity in individual frailty on the dynamics of mortality (1979)The Dangers of Drawing Cohort Profiles From Period Data: A Research Note (2023)Forecasting High-Dimensional Functional Time Series: Application to Sub-National Age-Specific Mortality (2024)Progress Stalled? The Uncertain Future of Mortality in High‐Income Countries (2024)POINT AND INTERVAL FORECASTS OF DEATH RATES USING NEURAL NETWORKS (2021)Recent Challenges in Actuarial Science (2021)Leveraging deep neural networks to estimate age-specific mortality from life expectancy at birth (2022)
this work references cited by second hop· second hop is a sample of the most-cited connections

References

  • 1992Modeling and Forecasting U. S. Mortality2,347 cited
  • 2002A Poisson log-bilinear regression approach to the construction of projected lifetables740 cited
  • 2005Coherent mortality forecasts for a group of populations: An extension of the lee-carter method628 cited
  • 2019A neural network extension of the Lee–Carter model to multiple populations131 cited
  • 2018A NEURAL-NETWORK ANALYZER FOR MORTALITY FORECAST110 cited
  • 2019A Deep Learning Integrated Lee–Carter Model102 cited
  • 2020Time-Series Forecasting of Mortality Rates using Deep Learning96 cited
  • 2022Thirty years on: A review of the Lee–Carter method for forecasting mortality77 cited
  • 2022CALIBRATING THE LEE-CARTER AND THE POISSON LEE-CARTER MODELS VIA NEURAL NETWORKS37 cited
  • 2022A Neural Approach to Improve the Lee-Carter Mortality Density Forecasts33 cited
  • 2021NEIGHBOURING PREDICTION FOR MORTALITY32 cited
  • 2022Efficient use of data for LSTM mortality forecasting31 cited
  • 2023Time-series forecasting of mortality rates using transformer17 cited
  • 2022Locally-coherent multi-population mortality modelling via neural networks14 cited
  • 2022EXTENDING THE LEE–CARTER MODEL WITH VARIATIONAL AUTOENCODER: A FUSION OF NEURAL NETWORK AND BAYESIAN APPROACH

Only edges whose both ends are imported exist here. Widen the year window, or show the whole map. Back to the work

11 cited
  • 2024Accurate and explainable mortality forecasting with the LocalGLMnet10 cited
  • Cited by

    No citing works inside the corpus for this window.