Modelling and Forecasting Mortality Rates Using a Neural Network-Integrated Lee-Carter Model
Artificialneural networks (ANNs), modelled after the brain's structure and function, can capture complex nonlinear relationships between predictors and response variables. This study integrates ANNs with the Lee-Carter (LC) framework using a multilayer feed-forward network to forecast the morta...
Published in: | 2024 5th International Conference on Artificial Intelligence and Data Sciences, AiDAS 2024 - Proceedings |
---|---|
Main Author: | Aityqah Yaacob N.; Mohamed I.; Noor Dina Ahmad S. |
Format: | Conference paper |
Language: | English |
Published: |
Institute of Electrical and Electronics Engineers Inc.
2024
|
Online Access: | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85209679128&doi=10.1109%2fAiDAS63860.2024.10730150&partnerID=40&md5=8b19cbf15b3691f4c2f2c575aca2a4a0 |
Similar Items
-
A Modified Lee-Carter Model for Age-Specific Fertility Rate Forecasting: Modelling Ethnic-Based Fertility Change in Malaysia
by: Shair, et al.
Published: (2024) -
Extending the GLM Framework of the Lee-Carter Model with Random Forest Recursive Feature Elimination Based Determinants of Mortality; [Perluasan Model Kerangka GLM Lee-Carter dengan Faktor Penyebab Kematian Berdasarkan Eliminasi Ciri Rekursif Hutan Rawak]
by: Yaacob N.A.; Pathmanathan D.; Mohamed I.
Published: (2022) -
Hybrid Lee-Carter Model with Adaptive Network of Fuzzy Inference System and Wavelet Functions; [Model Hibrid Lee-Carter dengan Rangkaian Adaptif Sistem Inferens Kabur dan Fungsi Gelombang Kecil]
by: Jaber J.J.; Yaacob N.A.; Alwadi S.
Published: (2023) -
Predictions of Malaysia Age-Specific Fertility Rates using the Lee-Carter and the Functional Data Approaches
by: Shair S.N.; Shaadan N.; Amirudin Fikri N.A.B.M.; A'Kashalf N.A.M.
Published: (2024) -
Neural Network Model in Forecasting Malaysia’s Unemployment Rates
by: Husin W.Z.W.; Abdullah N.S.A.; Rockie N.A.S.Y.; Sabri S.S.M.
Published: (2023)