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Web application development

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Web application development

The first idea for the project came to mind, when a small project was conducted on a lonely analysis as part of the “investigation” approach. Having a Python language as a base for a small project, further analysis of the different languages used in data analysis, the R-like python language came to the fore. This changed the focus on the R and detailed data view. First, the project’s idea was to take a database and work to generate visuals for them, but with further digging, many of the popular data viewing systems currently in use work with python and java. This project is to develop a web application that can be used by ordinary users to analyze their data and see their details.

4.1.2 Background research

 

A lot of time has been spent in the background research of this project and the book reviews were done the same.

4.1.3 Model Analysis

Testing of all Performance Model

Comparing all models included so far allows for a test of their performance when embedded in the DASH cryptocurrency. The first few types (AR, ARMA, ARIMA, ARIMA-GARCH, SOM, and NARMAX) were all originally used in the BTC time series and should, therefore, be rearranged in the DASH time series. Indeed, this happened as the DASH block-chain had not yet been identified as a predictive target. The results of this cross-sectional model analysis are summarized below. Up to 54% performance has been achieved using the DASH timeline to predict future DASH prices. The best model than those investigated in Table 4.1, was SOM utilizing the inclusion of a time delay. There seems to be a trade-off between NMSE’s operations as this SOM also had the worst NMSE at 2.3585. On the other hand, improved performance improvement is achieved when using external data such as DASH volume or BTS FTS. The best type for those investigated in Table 4.2, was DNN using BTC input. This model has consistently achieved up to 57.6% performance. The best types that were developed were AR types that only got to work near-random guesses. This may be due to their superficial thinking and limitations, as discussed in the statistics. The results presented and analyzed above emphasize the important benefits of the ideas of deep neural networks in addition to their simple opposing components. In fact, it seems that the complexity and flexibility of crypto-currencies can be better solved by deeper models. Although only two hidden layers have been investigated here due to time constraints, perhaps deeper networks could have increased performance. This authorizes the final live proof-of-concept trading session to strengthen the power of DNNs in predicting the near-price of DASH block-chain FTS.

 

To develop a web application using R, the first step was to learn the R language. Download R and Rstudio as mentioned in the “Tools and Methods” section of this report and include a Shiny package. The essence of the R language, basic writing, and further development in the development of a basic application continues.

4.1.4 Future work and conclusion

Web application development follows various stages such as basic app creation, uses a sample of data, and builds a primary interface to provide input and output data provided. For the models, the purpose of the research after studying the theory of FTS analysis met in part. Indeed, the mathematical concepts behind the FTS prediction have been complicated to understand. The extensive range of different models means that it is almost impossible to cover all background books, especially in a given time frame. The purpose of data collection and processing was fully met as the rich database of various symbols was compiled into clean .csv files. There is no doubt that these files will continue to be used for the future of this project, as the aim is to follow this investigation without getting too much information. The goal of

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