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Neural-Market Dynamics: Unveiling Future Trends with CNN-LSTM Ensemble for Stock Price Forecasting

Authors:-Madhur Narang, Kushagra Sahani,Asso. Prof. Dr. Neha Agrawal, Asst. Prof. Ms. Meenu Garg

Abstract- The stock market is the platform where anyone can buy and sell or trade shares of public companies, and for that predicting the stock price helps us to forecast the future value of the company shares, derivatives, and mutual funds. So, while doing predictions of the stock market we have to keep some key points in our mind such as No one can accurately predict the future movement of the stock market because the stock market is a composite and volatile system, and many factors can affect its performance.
To evaluate a company’s financial stability and performance, fundamental analysis is used. On the other hand, for reviewing historical price and bulk data, technical analysis has been carried out to recognize tendencies and patterns. Risk management, while investing in the stock market carries inherent risks, and to mitigate those risks, it is crucial to spread out investments and establish stop-market orders, and other techniques.
The aim of this paper is to suggest deep learning techniques in order to predict the stock prices of different companies such as AAPL(Apple), BAM (Brookfield Asset Management), and UBER and using two different models such CNN (Convolutional Neural Network) in CNN the paper uses One -Dimensional CNN (1D CNN) and LSTM (Long Short-Term Memory) uses Bidirectional LSTM.

DOI: 10.61137/ijsret.vol.9.issue6.111|

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The Internet and Social Media Contribution to Inclusivity and Exclusivity in Society

Authors:- Geofrey Mwamba Nyabuto

Abstract- The Internet as loosely defined, is a network of networks (Kumar & Deepa, 2015). Behind these networks are many social and economic opportunities that have become key enablers on many fronts. It is through the Internet that social media has become a possibility and whose use has directly or indirectly led to either the inclusion or exclusion of individuals from one or more aspects of social life. With inclusion, the use of social media has ensured that individuals have equal opportunities, access to resources and chances of participation regardless of their background and location. On the other hand, in exclusivity, social media or the Internet denies some of its users a chance to be part of the bigger picture due to one or more reasons.
This paper does a systematic review of the literature on the Internet, what it is and the different theories that seek to explain its originality or existence. The paper also reviews social media as a product of the Internet and how it has been used to enhance inclusivity and exclusivity in the same measure. It further discusses some of the contributions social media has made to societies as well as how it has been used to enhance inclusion and exclusion. With examples, the paper shows how social media has been incorporated and become part of our normal life. Lastly, it summarizes some of the strategies that can be implemented to minimize exclusion and how society plays a pivotal role in achieving this.

DOI: 10.61137/ijsret.vol.9.issue6.110

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