Implementation Of Long Short-Term Memory (LSTM) And Integer Sequence Matching In The Indonesian Stock Information Chatbot System

Feb 27, 2025 by ADMIN 129 views

Introduction

In Indonesia, the percentage of people investing in the stock market is still relatively low compared to other countries. One of the main causes of this problem is the lack of access to information about shares among the population. In facing this challenge, it is very necessary to be easily accessible stock information tools, and one solution is through the development of chatbots. Chatbot makes it easy for users to get information directly and interactively, functioning as a question and answer platform that allows more efficient and effective distribution of information.

The Role of Chatbot in Providing Stock Information

The development of chatbots that implement the Long Short-Term Memory (LSTM) method and Integer Sequence Matching can be a solution for people who need information related to shares. With LSTM, chatbot can understand the context of more complex questions, so as to provide accurate and relevant answers. Integer Sequence Matching, on the other hand, helps chatbot to match user questions with the right stock data, resulting in a faster and faster response.

This chatbot not only provides answers to user questions, but also equipped with rich supporting features. These features include stock learning modules, information about the stock sector, the type of stock in each sector, and the stock price in real-time. With these various features, it is expected to attract the attention of potential investors in Indonesia and trigger their interest in investing in the stock market.

Quality Data and Evaluation Results

To ensure the accuracy of the information provided, the data used by the chatbot is obtained from the registered securities and has been certified by the OJK (Financial Services Authority). Evaluation of chatbot performance shows encouraging results, with an accuracy rate of 90% and an average response time of around 0.89 seconds. This shows that chatbots are not only fast in providing answers, but are also able to provide valid information.

The results of further evaluations indicate that this chatbot received a positive response from the general public. In this study, 30 people who have never invest in Indonesian shares, 30 people who have invested, and 4 Indonesian stock experts provide an assessment that shows that this chatbot is easy to understand and useful. Specifically, 24 out of 30 people who had never previously invested stated that they were interested in investing in the Indonesian stock market after using this chatbot.

Implementation of LSTM and Integer Sequence Matching

The LSTM method is used to understand the context of complex questions, while the integer sequence matching is used to match user questions with the right stock data. This combination of methods allows the chatbot to provide accurate and relevant answers to user questions.

Benefits of the Chatbot System

The chatbot system has several benefits, including:

Easy access to information: The chatbot provides easy access to information about shares, making it easier for users to get the information they need.
Interactive features: The chatbot offers interactive features, such as stock learning modules and real-time stock prices, making it more engaging and useful for users.
Increased investment literacy: The chatbot has the potential to increase investment literacy in the community, making it easier for people to understand the stock market and make informed investment decisions.
Attracting public interest: The chatbot has the potential to attract public interest in stock investment, making it easier for people to get involved in the stock market.

Conclusion

The implementation of LSTM-based chatbot and integer sequence matching in providing stock information in Indonesia is a positive step to increase investment literacy in the community. With the ease of access to information and interactive features offered, this chatbot has the potential to attract public interest to be more involved in stock investment. In other words, chatbots not only function as information tools, but also as a bridge to bring more investors to the Indonesian stock market. This initiative is expected to be able to create a better investment culture and encourage sustainable economic growth in Indonesia.

Future Directions

The chatbot system has the potential to be further developed and improved. Some possible future directions include:

Integration with other financial tools: The chatbot could be integrated with other financial tools, such as online trading platforms and financial news websites, to provide a more comprehensive and convenient experience for users.
Development of more advanced features: The chatbot could be developed to include more advanced features, such as personalized investment recommendations and real-time market analysis.
Expansion to other markets: The chatbot could be expanded to other markets, such as the US and European stock markets, to provide a more global experience for users.

Q: What is the main goal of the chatbot system?

A: The main goal of the chatbot system is to provide easy access to information about shares and to increase investment literacy in the community. The chatbot aims to attract public interest in stock investment and to bring more investors to the Indonesian stock market.

Q: How does the chatbot system use LSTM and integer sequence matching?

A: The chatbot system uses the Long Short-Term Memory (LSTM) method to understand the context of complex questions and to provide accurate and relevant answers. The integer sequence matching is used to match user questions with the right stock data, resulting in a faster and faster response.

Q: What are the benefits of the chatbot system?

A: The chatbot system has several benefits, including:

Easy access to information: The chatbot provides easy access to information about shares, making it easier for users to get the information they need.
Interactive features: The chatbot offers interactive features, such as stock learning modules and real-time stock prices, making it more engaging and useful for users.
Increased investment literacy: The chatbot has the potential to increase investment literacy in the community, making it easier for people to understand the stock market and make informed investment decisions.
Attracting public interest: The chatbot has the potential to attract public interest in stock investment, making it easier for people to get involved in the stock market.

Q: How does the chatbot system ensure the accuracy of the information provided?

A: The chatbot system ensures the accuracy of the information provided by using data from registered securities and certified by the OJK (Financial Services Authority). The chatbot also uses evaluation results to ensure that the information provided is accurate and relevant.

Q: What are the future directions for the chatbot system?

A: The chatbot system has the potential to be further developed and improved. Some possible future directions include:

Integration with other financial tools: The chatbot could be integrated with other financial tools, such as online trading platforms and financial news websites, to provide a more comprehensive and convenient experience for users.
Development of more advanced features: The chatbot could be developed to include more advanced features, such as personalized investment recommendations and real-time market analysis.
Expansion to other markets: The chatbot could be expanded to other markets, such as the US and European stock markets, to provide a more global experience for users.

Q: How can the chatbot system be used by the general public?

A: The chatbot system can be used by the general public to get information about shares and to learn more about the stock market. The chatbot can be accessed through a variety of channels, including mobile apps and websites.

Q: What are the potential benefits of using the chatbot system for the general public?

A: The potential benefits of using the chatbot system for the general public include:

Easy access to information: The chatbot provides easy access to information about shares, making it easier for users to get the information they need.
Increased investment literacy: The chatbot has the potential to increase investment literacy in the community, making it easier for people to understand the stock market and make informed investment decisions.
Attracting public interest: The chatbot has the potential to attract public interest in stock investment, making it easier for people to get involved in the stock market.

Q: How can the chatbot system be used by investors?

A: The chatbot system can be used by investors to get information about shares and to learn more about the stock market. The chatbot can be used to:

Get real-time stock prices: The chatbot provides real-time stock prices, making it easier for investors to make informed investment decisions.
Get personalized investment recommendations: The chatbot can be developed to provide personalized investment recommendations based on an investor's individual needs and goals.
Get access to financial news and analysis: The chatbot can be used to get access to financial news and analysis, making it easier for investors to stay up-to-date on market trends and developments.

Q: What are the potential benefits of using the chatbot system for investors?

A: The potential benefits of using the chatbot system for investors include:

Easy access to information: The chatbot provides easy access to information about shares, making it easier for investors to get the information they need.
Increased investment literacy: The chatbot has the potential to increase investment literacy in the community, making it easier for people to understand the stock market and make informed investment decisions.
Improved investment decisions: The chatbot can be used to provide personalized investment recommendations and real-time market analysis, making it easier for investors to make informed investment decisions.