Research graph
References from Explainability-Guided Transformer Models for Hourly Cryptocurrency Forecasting: A Comparative Study with SHAP-Based Feature Refinement. Local targets link to admitted publications; unresolved targets remain external evidence.
The Economics of BitCoin Price Formation
10.1080/00036846.2015.1109038 · 2016 · External reference
Bitcoin Price Prediction Using ARIMA Model
10.1504/ijitst.2020.108130 · 2020 · External reference
Volatility Estimation for Bitcoin: A Comparison of GARCH Models
10.1016/j.econlet.2017.06.023 · 2017 · External reference
10.3390/fractalfract7020203
10.3390/fractalfract7020203 · External reference
10.1109/pdp2018.2018.00060
10.1109/pdp2018.2018.00060 · External reference
Chaos, Randomness and Multi-Fractality in Bitcoin Market
10.1016/j.chaos.2017.11.005 · 2018 · External reference
Long Short-Term Memory
10.1162/neco.1997.9.8.1735 · 1997 · External reference
Attention Is All You Need
2017 · External reference
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
2021 · External reference
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting
2021 · External reference
Unresolved reference
External reference
Temporal Fusion Transformers for Interpretable Multi-Horizon Time Series Forecasting
10.1016/j.ijforecast.2021.03.012 · 2021 · External reference
Volatility Forecasting in the Bitcoin Market: A New Proposed Measure Based on the VS-ACARR Approach
10.1016/j.najef.2023.101948 · 2023 · External reference
Forecasting Volatility of Bitcoin
10.1016/j.ribaf.2021.101540 · 2022 · External reference
Analysis of Bitcoin Volatility during the COVID-19 Pandemic: An Examination Using ARCH and GARCH Models
2024 · External reference
Volatility Dynamics of Cryptocurrencies: A Comparative Analysis Using GARCH-Family Models
10.1186/s43093-025-00568-w · 2025 · External reference
10.3390/risks13030057
10.3390/risks13030057 · External reference
10.3390/risks10120237
10.3390/risks10120237 · External reference
10.2139/ssrn.4768004
10.2139/ssrn.4768004 · External reference
Determinants of Bitcoin Price Movements
2024 · External reference
Estimating and Forecasting Bitcoin Daily Prices Using ARIMA-GARCH Models
10.1108/baj-05-2024-0027 · 2024 · External reference
Return and Volatility Spillover between Cryptocurrency and Stock Markets: Evidence from Turkey
2022 · External reference
Cryptocurrency Price Forecasting: A Comparative Analysis of Ensemble Learning and Deep Learning Methods
10.1016/j.irfa.2023.103055 · 2024 · External reference
Evaluating Machine Learning Models for Predictive Accuracy in Cryptocurrency Price Forecasting
10.7717/peerj-cs.2626 · 2025 · External reference
Development of a Cryptocurrency Price Prediction Model: Leveraging GRU and LSTM for Bitcoin, Litecoin and Ethereum
10.7717/peerj-cs.2675 · 2025 · External reference
10.20944/preprints202503.0261.v1
10.20944/preprints202503.0261.v1 · External reference
Attention-Based CNN–LSTM for High-Frequency Multiple Cryptocurrency Trend Prediction
10.1016/j.eswa.2023.121520 · 2024 · External reference
Attention-Augmented Hybrid CNN–LSTM Model for Social Media Sentiment Analysis in Cryptocurrency Investment Decision-Making
10.1038/s41598-025-18245-x · 2025 · External reference
Role of Social Networks and Machine Learning Techniques in Cryptocurrency Price Prediction: A Survey
10.1007/s13278-024-01316-8 · 2024 · External reference
10.2139/ssrn.5524218
10.2139/ssrn.5524218 · External reference
10.2139/ssrn.5190840
10.2139/ssrn.5190840 · External reference
10.3390/math14091528
10.3390/math14091528 · External reference
Interpretable Multi-Horizon Time Series Forecasting of Cryptocurrencies by Leverage Temporal Fusion Transformer
10.1016/j.heliyon.2024.e40142 · 2024 · External reference
10.3390/systems13060474
10.3390/systems13060474 · External reference
10.1371/journal.pone.0302197
10.1371/journal.pone.0302197 · External reference
A Neural Network Informer in Algorithmic Investment Strategies on High-Frequency Bitcoin Data
10.1016/j.eswa.2026.131599 · 2026 · External reference
10.1145/3705618.3705662
10.1145/3705618.3705662 · External reference
Crypto Foretell: A Novel Hybrid Attention-Correlation Based Forecasting Approach for Cryptocurrency
10.1186/s40537-025-01291-7 · 2025 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
10.20944/preprints202504.0484.v2
10.20944/preprints202504.0484.v2 · External reference
Time Series Prediction for Cryptocurrency Markets with Transformer and Parallel Convolutional Neural Networks
10.1016/j.asoc.2025.113229 · 2025 · External reference
Role of Social Networks and Machine Learning Techniques in Cryptocurrency Price Prediction: A Survey
10.1007/s13278-024-01316-8 · ExternalCitation · doi-reference
Time Series Prediction for Cryptocurrency Markets with Transformer and Parallel Convolutional Neural Networks
10.1016/j.asoc.2025.113229 · ExternalCitation · doi-reference
Chaos, Randomness and Multi-Fractality in Bitcoin Market
10.1016/j.chaos.2017.11.005 · ExternalCitation · doi-reference
Volatility Estimation for Bitcoin: A Comparison of GARCH Models
10.1016/j.econlet.2017.06.023 · ExternalCitation · doi-reference
Attention-Based CNN–LSTM for High-Frequency Multiple Cryptocurrency Trend Prediction
10.1016/j.eswa.2023.121520 · ExternalCitation · doi-reference
A Neural Network Informer in Algorithmic Investment Strategies on High-Frequency Bitcoin Data
10.1016/j.eswa.2026.131599 · ExternalCitation · doi-reference
Interpretable Multi-Horizon Time Series Forecasting of Cryptocurrencies by Leverage Temporal Fusion Transformer
10.1016/j.heliyon.2024.e40142 · ExternalCitation · doi-reference
Temporal Fusion Transformers for Interpretable Multi-Horizon Time Series Forecasting
10.1016/j.ijforecast.2021.03.012 · ExternalCitation · doi-reference
Cryptocurrency Price Forecasting: A Comparative Analysis of Ensemble Learning and Deep Learning Methods
10.1016/j.irfa.2023.103055 · ExternalCitation · doi-reference
Volatility Forecasting in the Bitcoin Market: A New Proposed Measure Based on the VS-ACARR Approach
10.1016/j.najef.2023.101948 · ExternalCitation · doi-reference
Forecasting Volatility of Bitcoin
10.1016/j.ribaf.2021.101540 · ExternalCitation · doi-reference
Attention-Augmented Hybrid CNN–LSTM Model for Social Media Sentiment Analysis in Cryptocurrency Investment Decision-Making
10.1038/s41598-025-18245-x · ExternalCitation · doi-reference
The Economics of BitCoin Price Formation
10.1080/00036846.2015.1109038 · ExternalCitation · doi-reference
Estimating and Forecasting Bitcoin Daily Prices Using ARIMA-GARCH Models
10.1108/baj-05-2024-0027 · ExternalCitation · doi-reference
10.1109/pdp2018.2018.00060
10.1109/pdp2018.2018.00060 · ExternalCitation · doi-reference
10.1145/3705618.3705662
10.1145/3705618.3705662 · ExternalCitation · doi-reference
Long Short-Term Memory
10.1162/neco.1997.9.8.1735 · ExternalCitation · doi-reference
Crypto Foretell: A Novel Hybrid Attention-Correlation Based Forecasting Approach for Cryptocurrency
10.1186/s40537-025-01291-7 · ExternalCitation · doi-reference
Volatility Dynamics of Cryptocurrencies: A Comparative Analysis Using GARCH-Family Models
10.1186/s43093-025-00568-w · ExternalCitation · doi-reference
10.1371/journal.pone.0302197
10.1371/journal.pone.0302197 · ExternalCitation · doi-reference
Bitcoin Price Prediction Using ARIMA Model
10.1504/ijitst.2020.108130 · ExternalCitation · doi-reference
10.20944/preprints202503.0261.v1
10.20944/preprints202503.0261.v1 · ExternalCitation · doi-reference
10.20944/preprints202504.0484.v2
10.20944/preprints202504.0484.v2 · ExternalCitation · doi-reference
10.2139/ssrn.4768004
10.2139/ssrn.4768004 · ExternalCitation · doi-reference
10.2139/ssrn.5190840
10.2139/ssrn.5190840 · ExternalCitation · doi-reference
10.2139/ssrn.5524218
10.2139/ssrn.5524218 · ExternalCitation · doi-reference
10.3390/fractalfract7020203
10.3390/fractalfract7020203 · ExternalCitation · doi-reference
10.3390/math14091528
10.3390/math14091528 · ExternalCitation · doi-reference
10.3390/risks10120237
10.3390/risks10120237 · ExternalCitation · doi-reference
10.3390/risks13030057
10.3390/risks13030057 · ExternalCitation · doi-reference
10.3390/systems13060474
10.3390/systems13060474 · ExternalCitation · doi-reference
Evaluating Machine Learning Models for Predictive Accuracy in Cryptocurrency Price Forecasting
10.7717/peerj-cs.2626 · ExternalCitation · doi-reference
Development of a Cryptocurrency Price Prediction Model: Leveraging GRU and LSTM for Bitcoin, Litecoin and Ethereum
10.7717/peerj-cs.2675 · ExternalCitation · doi-reference
