Neural Investing (Trading): Harnessing Artificial Neural Network for Stock Market Strategies
Convolutional Recurrent Neural Networks (CRNN) outperform other models in maximizing cumulative returns, while Transformers and Self-Attention models excel in risk-adjusted returns and drawdown minimization. Energy and Health sectors show strong upward momentum with favorable risk-adjusted returns, making them ideal for long-term Buy & Hold strategies. Financial, Consumer Non-Cyclical, and Industrial sectors exhibit mixed performance with […]
The Impact of Various Shocks to Indonesia’s Bond Yield: Lag-Augmented Local-Projection (LP)
This IFG Progress Digest is the follow-up of Economic Bulletin (EB) – Issue 44 Indonesia’s Yield Curve In 2024: Machine Learning & Dynamic Nelson Siegel (DNS) Model where we explore as to how macroeconomic shocks influence government bond yield; We found that our four estimation scenarios for 10-year government bond yield do indeed align with […]
Indonesia’s Yield Curve In 2024: Machine Learning & Dynamic Nelson Siegel (DNS) Model
The term structure of the Yield Curve is one of the most essential tools in financial economics. All agents, both government and private firms, set them as a benchmark for implementing their policy and business decision, respectively. The yield curve can be one of the reasons for prosperous firms/countries or their declines (as evident in […]
Can Inflation Be Better Measured With AI?
Tingginya tekanan inflasi yang terjadi di berbagai negara menimbulkan kekhawatiran bagi seluruh pihak, baik regulator hingga pelaku bisnis. Fenomena ini dapat menurunkan daya beli hingga menekan performa perekonomian, termasuk sektor asuransi; Proyeksi inflasi dengan menggunakan Artificial Intelligence (AI) menunjukkan hasil yang cukup baik. Angka tersebut dapat berperan sebagai Early Warning System (EWS) dalam mengambil keputusan […]
