This paper compares the effectiveness of various deep learning models which includes LSTM (Long-Short Term Memory) and GRU (Gated Recurrent Unit) models. These models use three exchange currency pairs named Euro to US Dollar, British Pound to US Dollar, and Indian Rupee to Japanese Yen for the purpose of training and performance comparison. The analysis is conducted daily according to time zones. Mean Square Error (MSE), Root Mean Square Error (RMSE), and Mean Absolute Error (MAE) performance measures are used to compare different models. According to the observations, the GRU model outperformed the LSTM model in the majority of datasets.
{"title":"Forex Market Analysis Using Deep Learning Approaches","authors":"Kalluri Ram Rohith Reddy, Kankanala Kowsick Raja, P. Subham, Puspanjali Mohapatra","doi":"10.14419/exx69554","DOIUrl":"https://doi.org/10.14419/exx69554","url":null,"abstract":"This paper compares the effectiveness of various deep learning models which includes LSTM (Long-Short Term Memory) and GRU (Gated Recurrent Unit) models. These models use three exchange currency pairs named Euro to US Dollar, British Pound to US Dollar, and Indian Rupee to Japanese Yen for the purpose of training and performance comparison. The analysis is conducted daily according to time zones. Mean Square Error (MSE), Root Mean Square Error (RMSE), and Mean Absolute Error (MAE) performance measures are used to compare different models. According to the observations, the GRU model outperformed the LSTM model in the majority of datasets.","PeriodicalId":221716,"journal":{"name":"Journal of Advanced Computer Science & Technology","volume":" 7","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141679346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
NCTVN Cable Network Corporation is a cable/internet distributor in Kidapawan City. Its area of operation covers Makilala, Arakan, Antipas,Matalam, Midsayap,Magpet President Roxas, Kabacan and Kidapawan City. The users of cable and internet rely to them in which they have to extend their services to the Province. By this venture, the number of subscribers of their services has grown and the area covered are widen. Given the number of subscribers there is a need to create a consistent and quick support to their customers in terms of billing presentment and payment. In the current process, Billing and delivery of the statement is one of the challenges they are facing where they usually cover cost for their workforce, paying onsite over the counter of the subscribers takes a lot of time and payment is unsafe if the collector will intend to run the money. NCTVN manual process cannot take it enough to manage their business. The aim of this project is to help the NCTVN Cable Network Corporation by developing billing and online payment portal integrated with multi-factor authentication. There are two way to access the site. First, Web Portal and Second, Mobile Application named NPAy Application (app). The system enables the customer to pay their monthly bill through the use of online payment portal using available merchants like Gcash, Maya, coin.ph and many other as payment gateway with added security features to secure the customer’s information and payment online. The best part of this app is the easiness of the users (referring to admin and customer) to access their NPay app anytime and anywhere as long as the customer is connected with internet, see their monthly bills, pay online and secure the system process and transaction from registration of customer’s account down to the payment process where system will validate or authenticate using One-Time Password (OTP). The App is design to serve one user’s roles: The Subscribers of NCTVN Cable Network Corporation. For the designing and development of the project, PHP has been used for the programming language and MySQL for the integration of database, and this system was hosted in exonhost.com with the live domain name of www.nctvn2022.site as official address. Varieties of methods of testing were applied to test if the anticipated output was effectively delivered. Test results and cases were created and distributed. The outcomes show that the system satisfied the user's expectations and successfully completed the testing phase. Furthermore, this system is optional for the users due to the following factors: First, Subscribers are from far flung barangay with no internet or cellular connection, and no mobile phones or Personal Computer. But for the customers who intend to use it. This system is beneficial to them because the process and customer will experience direct support from the company with the contact less setup, fast, easy-to-used and effective billing and payment portal with security features.
{"title":"Billing and online payment portal with multi-factor authentication using one-time password","authors":"Christle Mae Reyes Aribon-Libag","doi":"10.14419/ggq10d74","DOIUrl":"https://doi.org/10.14419/ggq10d74","url":null,"abstract":"NCTVN Cable Network Corporation is a cable/internet distributor in Kidapawan City. Its area of operation covers Makilala, Arakan, Antipas,Matalam, Midsayap,Magpet President Roxas, Kabacan and Kidapawan City. The users of cable and internet rely to them in which they have to extend their services to the Province. By this venture, the number of subscribers of their services has grown and the area covered are widen. Given the number of subscribers there is a need to create a consistent and quick support to their customers in terms of billing presentment and payment. In the current process, Billing and delivery of the statement is one of the challenges they are facing where they usually cover cost for their workforce, paying onsite over the counter of the subscribers takes a lot of time and payment is unsafe if the collector will intend to run the money. NCTVN manual process cannot take it enough to manage their business. The aim of this project is to help the NCTVN Cable Network Corporation by developing billing and online payment portal integrated with multi-factor authentication. There are two way to access the site. First, Web Portal and Second, Mobile Application named NPAy Application (app). The system enables the customer to pay their monthly bill through the use of online payment portal using available merchants like Gcash, Maya, coin.ph and many other as payment gateway with added security features to secure the customer’s information and payment online.\u0000The best part of this app is the easiness of the users (referring to admin and customer) to access their NPay app anytime and anywhere as long as the customer is connected with internet, see their monthly bills, pay online and secure the system process and transaction from registration of customer’s account down to the payment process where system will validate or authenticate using One-Time Password (OTP).\u0000The App is design to serve one user’s roles: The Subscribers of NCTVN Cable Network Corporation. For the designing and development of the project, PHP has been used for the programming language and MySQL for the integration of database, and this system was hosted in exonhost.com with the live domain name of www.nctvn2022.site as official address. Varieties of methods of testing were applied to test if the anticipated output was effectively delivered. Test results and cases were created and distributed. The outcomes show that the system satisfied the user's expectations and successfully completed the testing phase.\u0000Furthermore, this system is optional for the users due to the following factors: First, Subscribers are from far flung barangay with no internet or cellular connection, and no mobile phones or Personal Computer. But for the customers who intend to use it. This system is beneficial to them because the process and customer will experience direct support from the company with the contact less setup, fast, easy-to-used and effective billing and payment portal with security features.","PeriodicalId":221716,"journal":{"name":"Journal of Advanced Computer Science & Technology","volume":"63 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140513313","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-04-05DOI: 10.14419/jacst.v10i1.31984
Hind Abdel Amir Sebti, Safa A. Najim
Although both 'information visualization' and ‘software engineering visualization' are data collection operations, their motivations are clearly distinct. The visualization of software engineering integrates the original design modules and identifies the connections between the main components. The purpose of software engineering is to develop high-quality programs and create appropriate work. The goal of visualization is to get insight into many components of a process we are interested in, such as a scientific simulation or a real-world process, using interactive graphs. Medical imaging techniques are used to detect and comprehend illness progression in the human body. To be able to make a diagnosis concerning it. In health centers and hospitals, managing vast collections of medical pictures is a challenge. Because the image database has grown in size over the last year, meaningful information is needed to assist the specialist in assessing the patient's condition. In this review, we will highlight some of the techniques that we use in data analysis.  Â
虽然“信息可视化”和“软件工程可视化”都是数据收集操作，但它们的动机是明显不同的。软件工程的可视化集成了原有的设计模块，并识别了主要组件之间的联系。软件工程的目的是开发高质量的程序并创建适当的工作。可视化的目标是使用交互式图形深入了解我们感兴趣的过程的许多组件，例如科学模拟或现实世界的过程。医学成像技术用于检测和理解人体的疾病进展。为了能够对它做出诊断。在医疗中心和医院，管理大量医学图片是一项挑战。由于图像数据库的规模在过去一年中有所增长，因此需要有意义的信息来帮助专家评估患者的病情。在这篇综述中，我们将重点介绍我们在数据分析中使用的一些技术。Â Â Â
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