The Complexity of Cryptocurrencies Algorithmic Trading

In this research, we provided an answer to a very important trading question, what is the optimal number of technical tools in order achieve best results for both swing trade that uses daily bars and intraday minutes bars? We designed Machine Learning (ML) systems can four major cryptocurrencies: Bitcoin, Ethereum, BNB, Solana. found more indicators do not necessarily mean better performance. Swing traders use should Bitcoin Solana using Ichimoku Cloud (IC) plus Moving Average Convergence Divergence (MACD), Ethereum with IC Chaikin Money Flow (CMF), BNB alone. With regard trading, documented different cryptocurrencies be time frames. These emphasize are used one or, at maximum, two. The Multi-Layer (MUL) system consists all three examined failed improve days (swing) trades. main implication study does trades performances.