Predicting Gross Domestic Product (GDP) using a PC-LSTM-RNN model in urban profiling areas

MY Shams, Z Tarek, ESM El-kenawy, MM Eid… - Computational Urban …, 2024 - Springer
Abstract Gross Domestic Product (GDP) is significant for measuring the strength of national
and global economies in urban profiling areas. GDP is significant because it provides …

Perancangan Model Peramalan Jangka Pendek Harga Komoditas Pertanian di Indonesia Menggunakan Machine Learning

MA Erdianto - KLIK: Kajian Ilmiah Informatika Dan Komputer, 2023 - djournals.com
Agricultural commodity prices fluctuations often cause losses, especially for middle to lower-
class people. Predicting future prices is essential for formulating policies for each entity …

Nowcasting India's Quarterly GDP Growth: A Factor-Augmented Time-Varying Coefficient Regression Model (FA-TVCRM)

R Bhattacharya, B Bhandari, S Mundle - Journal of Quantitative Economics, 2023 - Springer
Governments, central banks, private firms and others need high frequency information on
the state of the economy for their decision making. However, a key indicator like GDP is only …

Estimasi PDB Mikroregional: Studi Kasus di Pulau Jawa

R Zulkarnain - Seminar Nasional Official Statistics, 2022 - prosiding.stis.ac.id
Agenda pembangunan berkelanjutan perlu didukung oleh ketersediaan data yang akurat
dan bersifat granular. Namun, data yang bersifat granular umumnya sulit ditemukan karena …

Monthly GDP nowcasting with Machine Learning and Unstructured Data

J Tenorio, W Perez - arXiv preprint arXiv:2402.04165, 2024 - arxiv.org
In the dynamic landscape of continuous change, Machine Learning (ML)" nowcasting"
models offer a distinct advantage for informed decision-making in both public and private …

[PDF][PDF] GDP nowcasting with machine learning and unstructured data to Peru

J Tenorio, W Pérez - 2023 - perueconomics.org
In a context of ongoing change,“nowcasting” models based on Machine Learning (ML)
algorithms deliver a noteworthy advantage for decision-making in both the public and …

Flash Estimates of Household Final Consumption Expenditure in East Java

R Zulkarnain - East Java Economic Journal, 2022 - ejavec.id
The purpose of this study is to construct a flash estimates model for household final
consumption expenditure in East Java. There were 153 indicators that were used, covering …

Time Series Nowcasting of India's GDP with Machine Learning

N Malik, B Agarwal - … on Artificial Intelligence of Things (ICAIoT), 2022 - ieeexplore.ieee.org
The GDP forms an essential metric in assessing the state of the economy. However, the
GDP figures are only available with a certain lag whereas economists need the data on a …

[PDF][PDF] Comparative Analysis of LSTM, ARIMA, and Hybrid Models for Forecasting Future GDP

S Hamiane, Y Ghanou, H Khalifi… - Ingenierie des Systemes …, 2024 - researchgate.net
Gross domestic product (GDP) is an effective indicator of economic development, and GDP
forecasts provide a better understanding of future economic trends. This article investigates …

[PDF][PDF] GDP nowcasting with Machine Learning and Unstructured Data

J Tenorio, W Perez - 2024 - researchgate.net
In a context of ongoing change,“nowcasting” models based on Machine Learning (ML)
algorithms deliver a noteworthy advantage for decision-making in both the public and …