Here we have trained a model to predict whether the real-time event of a selected asset in Binance exchange is a Pump event or not.
Further we have developed a dashboard in which users can find out real-time pump scenarios, probability of that scenario happening, and the price changes of the recent days of that selected asset.
We referred several research papers.
- "Crypto Pump and Dump Detection via Deep Learning Techniques" by Viswanath Chadalapaka, Kyle Chang, Gireesh Mahajan, and Anuj Vasil.
- "Pump and Dumps in the Bitcoin Era: Real Time Detection of Cryptocurrency Market Manipulations" by Massimo La Morgia, Alessandro Mei, Francesco Sassi, Julinda Stefa.
- "Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy" by Jiehui Xu, Haixu Wu, Jianmin Wang, Mingsheng Long.
You can visit the website we created, using this link.