An Effective Model to Prognosticate the Stock Market Tendency Using Social Media

Prognosticating Stock market is a act of trying to discover the future stock price of a company. The successful prognostication of a stock may bring good profit. One of the difficult thing is the market moves i.e., in favor of our prediction are opposite in short duration, one of the best way for the investors is to bypass market fluctuations is to maintain long positions. For this work, LSTM, RNN, Convolutional neural networks, deep learning methods, fastText, glove, word2vec embedding models were assessed and the test results show that their consolidation has high potential to prognosticate the direction of stocks in NSE.