Development of a Machine Learning Model For Big Data Analytics Musa, Ugbedeojo; Adebiyi, Marion O.; Adebiyi, Abayomi A. ...
2023 International Conference on Science, Engineering and Business for Sustainable Development Goals (SEB-SDG),
2023-April-5, Volume:
1
Conference Proceeding
The aim of the study was to utilize machine learning approaches in the development of a big data analytics model that can effectively discover patterns and aid in making intelligent decisions. The ...impact of Big Data on scientific discoveries and technology in Big Data analytics cannot be overstated. In this regard, the study focused on the development of a system to control incoming illegal messages from intruders/unknown users, in order to alleviate illicit contextual communication channels. Unstructured data sets were collected from online blogs and labeled to suit the needs of the machine learning algorithm. The data was preprocessed using Weka machine learning libraries and converted into attribute related file form (arff). The resampling technique was used to partition the data into 80% training set and 20% testing set, which was used to develop the big data model and identify illicit message content to prevent people from being victimized. The Na ï ve Bayes machine learning algorithm was utilized to predict the categorized labels as binary values. The results of the study showed that Naïve Bayes had an accuracy of 96.76% for metrics evaluation of true precision model. It is recommended that the application of other machine learning techniques to the classification model would improve its performance.
Este documento enseña los pasos básicos para desarrollar una aplicación móvil,
presentando con un ejemplo la realización de una historia clínica, adicionalmente
se realiza una introducción de las ...aplicaciones necesarias para la creación de un
proyecto de este tipo, para ejecutarlo y visualizarlo en un simulador.
En este trabajo se presenta una comparación de cuatro motores de búsqueda de código abierto (Apache Lucene, Minion, Terrier, e Indri) que facilitan en gran medida el desarrollo de sistemas RI por las ...facilidades de reutilización y extensión de diferentes modelos RI, fundamentalmente el booleano, espa cio vectorial, y probabilístico. Además se describe un caso de estudio donde se propone al plug-in COSME (Code Search MEeting) para el entorno de desarrollo integrado NetBeans en el contexto de la búsqueda colaborativa de código fuente.
Platform Design of Online Medical Devices using Java Programming Rizkya, Indah; Syahputri, Khalida; Zuhra, Norisa
2021 5th International Conference on Electrical, Telecommunication and Computer Engineering (ELTICOM),
2021-Sept.-15, Volume:
5
Conference Proceeding
The policy for the implementation of the Community Activities Restrictions (a.k.a PPKM) recently implemented by the government due to the increased of COVID-19 outbreak in Indonesia has an impact of ...the activities restriction. People are experiencing problem to buy all the necessities. Moreover, during this pandemic, various health institutions require large quantity of medical devices, so the design of online medical devices platform application is needed to consider the availability of medical devices are needed quickly. The design of the online medical devices platform done with several programming languages, one of them is the Java programming language. Java was the first programming language that was not tied to any particular hardware or operating system. Java programming language are known as application applied by using Netbeans 2.1. NetBeans IDE also known as an application that is used to create and develop on the Desktop. The result of the study using this application indicates that there are 6 display designs made in the program, including the initial display, the login display by entering the username and password, the list display (for users who do not have an account), the list-item display, the order display and final display.
Apples vs. oranges? German, Daniel M.; Davies, Julius
Proceedings of the 8th Working Conference on Mining Software Repositories,
05/2011
Conference Proceeding
We attempt to compare the source code of two Java IDE systems: Netbeans and Eclipse. The result of this experiment shows that many factors, if ignored, could risk a bias in the results, and we posit ...various observations that should be taken into consideration to minimize such risk.
Self Healing Network (SHN) is reconfigurable, which means that the topology of the network can be changed by the nodes in the network like a mobile ad-hoc network. Software Defined Network (SDN) has ...gained more popularity as a network architecture platform for SHN in recent years. SDN performs an efficient centralized network management. SDN architecture can adapt quickly to new network changes and also makes an intelligent network configuration. In this paper, an efficient algorithm for SHN is proposed to allocate energies to the sensor nodes and to heal the energies of the sensor nodes after every data transmission with very less time. Also, an effective AES encryption algorithm is used for secured data transmission. Simulation results obtained by using Netbeans IDE shows time taken for energy self-healing and AES encrypted data for the original data transmitted.
El PCA 1.0 se diseñó como herramienta de soporte para un Procedimiento Organizacional que colecta y trata la información obtenida en el monitoreo y control de contaminantes atmosféricos en Cali - ...Colombia1. El PCA 1.0 es una aplicación hecha en java con la Interfaz de Desarrollo (IDE) NetBeans2. El software PCA 1.0 está diseñado para recepcionar, depurar, validar y generar reportes de manera sistemática de los datos obtenidos en la Red de Monitoreo de Calidad del Aire, Meteorología y de la Inspección Técnico Mecánica y de Gases. El PCA 1.0 estima los Factores de Emisión y la Carga Ambiental diaria generada por las fuentes móviles en kilogramos, así como el valor promedio horario de la concentración de contaminantes criterio. La metodología general del Procedimiento Organizacional se fundamentó en lo establecido en la ISO 14040 (Análisis del Ciclo de Vida). El resultado más importante de la aplicación del PCA 1.0, se evidencia en facilitar a la autoridad ambiental, sanitaria, tránsito y transporte, la toma de decisiones con base en la selección de escenarios de contaminación atmosférica y actuaciones encaminadas hacia la publicación de normas que buscan reducir el deterioro de la calidad del aire en Cali ¿ Colombia. Finalmente, el PCA 1.0 se perfila como una herramienta ágil y adaptable en los sistemas de gestión ambiental municipal en su componente aire.
Emotion recognition is a demanding field in the current world. The demands of a dynamically changing world are modifying appliances to incorporate emotion-dependent services. Previously, Intruders at ...public places, lifts, and entrances could be scanned and selected with the face detection method. However, to incorporate advanced safety, Automatic Emotion Recognition methods are in need for predicting the intentions of intruders. In this connection, we are proposing a system that can automatically identify human emotions with the help of sensors to be used at entrance gates. The system has Real-time hardware Sensors which are dealing with various parameters of the "CASE" Dataset and real-time body parameters like temperature, ECG signals, and heart rate. To make the proposed emotion classification system intelligent, we have used a microcontroller-based system along with Machine learning algorithms like clustering (K means), distance calculation, Linear regression etc. Further proposed system artificial neural networks and Fuzzy classification utilizes to obtain correct results. The proposed system utilizes an ECG sensor, pulse sensor, and temperature sensor. With this article, we are proposing the Internet of Artificial Intelligence Things and a Fuzzy logic-based framework for Emotion Recognition. Our proposed framework is equipped with ECG sensors and temperature sensors. The proposed system has a software requirement of NetBeans IDE. The attractive Graphical interface is created to show the emotion classification of the person who is using sensors of the proposed setup. The novelty of the proposed method is that fuzzy logic, and ANN methods are used with machine learning algorithms, which results in fewer errors in prediction. The measures of errors are given by MSE and RMSE. After emotion classification, analysis and comparison of MSE for No of Actual Emotion Recognized V/s No of Expected Emotion Recognized is performed. A similar emotion recognition setup can be used for greater user satisfaction, as a part of next-generation user-centric technology
As Ruby and Rails continues to grow, and more and more jobs are coming online that require you to effectively develop Ruby and Rails in the web tier. Beyond the Rails framework, there are still very ...few proven tools and IDEs to get the job done, at least until now. The NetBeans Ruby and Rails IDE, according to some, is by far the best and proven IDE in Ruby and Rails. Who would've thought a Java IDE could do Ruby and Rails? Published with the developer in mind, firstPress technical briefs explore emerging technologies that have the potential to be critical for tomorrow's industry. Apress keeps developers one step ahead by presenting key information as early as possible in a PDF of 150 pages or less. Explore the future through Apress with NetBeans(t) Ruby and Rails IDE with JRuby, an officially endorsed NetBeans project book, which is for Ruby and Rails programmers who want to take advantage of the NetBeans IDE to facilitate their Ruby and/or Rails web application development. *Shows you how to use the NetBeans IDE 6.5 in the Ruby and Rails development processes*Gives you in--depth information to help you configure the working environment for your specific Ruby interpreter, application server, and database server*Showcases the NetBeans features that enhance your productivity from project creation, to editing, debugging, and testing Authors Chris Kutler and Brian Leonard work closely with both the developers of the NetBeans Ruby and Rails IDE project and the user community. The authors' in--depth knowledge of the numerous product features, in addition to an understanding of how the community uses the product to meet their development practices, enables them to present you the essential information necessary to efficiently and effectively use the tools of this IDE. What you'll learn*Getting a fully functional Ruby on Rails environment up and running with a single product installation*Abandoning the command line for all things Rails: project creation, GEM installation, etc.*Working with all facets of your project--source code, databases, web servers--from a single environment*Debugging Ruby code interactively, even the Ruby on Rails source code, to really understand what the Rails framework is doing*Running Ruby applications on the Java VM and deploying Rails applications to Java servlet containers such as GlassFish and Tomcat Who is this book for This officially endorsed NetBeans project book is for Ruby and Rails programmers who want to take advantage of the NetBeans IDE to facilitate their Ruby and/or Rails web application development.
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