Table 5 Relative comparison with similar studies
Authors (year) | Data source | Cryptocurrencies | Methods | Avg. MAPE (best) |
|---|---|---|---|---|
Radityo et al. [16] | cryptocompare.com | Bitcoin (BTC) | BPNN GANN GABPNN NEAT | 1.998 4.461 1.883 2.175 |
Patel et al. [2] | investing.com | Litecoin (LTC) Monero (XMR) | LSTM (LTC) LSTM (XMR) GRU-LSTM (LTC)a GRU-LSTM (XMR)a | 6.3109 5.4405 2.0581 6.2754 |
Jay et al. [24] | coinmarketcap.com | Bitcoin (BTC) Ethereum (ETH) Litecoin (LTC) | Stoc. MLP (BTC) Stoc. MLP (ETH) Stoc. MLP (LTC) Stoc. LSTM (BTC) Stoc. LSTM (ETH) Stoc. LSTM (LTC) | 2.96007 2.55175 2.47681 3.19191 3.46424 2.69210 |
Karova et al. [38] | CoinAPI | Bitcoin (BTC) | LSTM | 3.353 |
Buyrukoglu [39] | coinmarketcap.com | Audius (AUDI) Bitcoin Gold (BTG) OKB Pax Dollar (USDP) Telcoin (TEL) | LSTM (AUDI) LSTM (BTG) LSTM (OKB) LSTM (USDP) LSTM (TEL) Ens. LSTM (AUDI)a Ens. LSTM (BTG)a Ens. LSTM (OKB)a Ens. LSTM (USDP)a Ens. LSTM (TEL)a | 0.43 0.78 0.44 0.09 0.83 0.27 0.75 0.69 0.12 0.52 |
Our approach | finance.yahoo.com | Bitcoin (BTC) Ethereum (ETH) Cardano (ADA) Tether (USDT) Binance Coin (BNB) | LSTM Bi-LSTM GRU | 0.052991 0.0465712 0.0446512 |