Clustering-based simultaneous forecasting of life expectancy time series through Long-Short Term Memory Neural Networks

Demographic perspectives on the rise of longevity

(2021) James W. Vaupel et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The relationship between longevity and lifespan variation

(2021) Andrea Nigri et al.   Statistical Methods and Applications

What Can We Learn from the Functional Clustering of Mortality Data? An Application to the Human Mortality Database

(2021) Ainhoa-Elena Léger et al.   European Journal of Population-Revue Europeenne de Demographie

US life expectancy stalls due to cardiovascular disease, not drug deaths

(2020) Neil K. Mehta et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Life expectancy and lifespan disparity forecasting: a long short-term memory approach

(2020) Andrea Nigri et al.   Scandinavian Actuarial Journal

Forecasting mortality rates using hybrid Lee–Carter model, artificial neural network and random forest

(2020) Wei Hong Hong et al.   Complex & Intelligent Systems

A NEURAL-NETWORK ANALYZER FOR MORTALITY FORECAST

(2018) Donatien Hainaut   Astin Bulletin

The double-gap life expectancy forecasting model

(2018) Marius D. Pascariu et al.   INSURANCE MATHEMATICS & ECONOMICS

Forecasting mortality in subpopulations using Lee–Carter type models: A comparison

(2015) Ivan Luciano Danesi et al.   INSURANCE MATHEMATICS & ECONOMICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Common mortality modeling and coherent forecasts. An empirical analysis of worldwide mortality data

(2013) P. Hatzopoulos et al.   INSURANCE MATHEMATICS & ECONOMICS

Functional data clustering: a survey

(2013) Julien Jacques et al.   Advances in Data Analysis and Classification

Model-based clustering for multivariate functional data

(2012) Julien Jacques et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Bayesian probabilistic population projections for all countries

(2012) A. E. Raftery et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Model-based clustering of time series in group-specific functional subspaces

(2011) Charles Bouveyron et al.   Advances in Data Analysis and Classification

Functional Cluster Analysis via Orthonormalized Gaussian Basis Expansions and Its Application

(2010) Mitsunori Kayano et al.   JOURNAL OF CLASSIFICATION

Exploratory analysis of functional data via clustering and optimal segmentation

(2010) Georges Hébrail et al.   NEUROCOMPUTING

Distance-based clustering of sparsely observed stochastic processes, with applications to online auctions

(2008) Jie Peng et al.   Annals of Applied Statistics