Performance Comparison of Supervised Learning Using Non-Neural Network and Neural Network

Hindarto, Djarot; Santoso, Handri

doi:10.23887/janapati.v11i1.40768

Cited by 10 publications

(11 citation statements)

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“…In the Android context, there are various libraries that can be used by developers to extend the functionality of their applications. Android libraries (Hindarto & Santoso, 2022) can be written in Java or Kotlin, and can be included in Android applications as separate modules or as JAR or AAR files. 3.…”

Section: Methodsmentioning

confidence: 99%

Smartphone Application for Support Library Operations in the Internet of Things Era

Hadianto

Hindarto

Santoso

2023

SinkrOn

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The library can be referred to as a storage place for books and other references. The reference can be in the form of digital storage media. Libraries if not managed properly will cause chaos in the library organization. Many books were lost due to the entry and exit of books that were out of control. Currently, the library is not only a place to store books but can be maximized by managing and adding other digital devices. The use of Radio Frequency Identification (RFID) in libraries adds sophistication to the management of books and library items. In addition, currently many libraries have taken advantage of Internet of Things Technology, by adding various sensors and integrating with cloud-based storage devices. It provides a service that makes it easy for library members to find and track the current whereabouts of books. This research does not only create a library by providing hardware in the form of sensors to be installed in the library. This paper also proposes the use of smartphones as an alternative in replacing sensor hardware. This study uses a QR Code sensor to match the book you are looking for and simulates dancing a book in blocks and bookcases. with augmented reality. The purpose of this research is to make a smart library prototype to make it easier for library members to find books or other references. The results of the experiment to find books and DVDs that have been carried out achieve an accuracy of 83.33%.

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Section: Methodsmentioning

confidence: 99%

Smartphone Application for Support Library Operations in the Internet of Things Era

Hadianto

Hindarto

Santoso

2023

SinkrOn

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“…Gambar 1. K-5 fold cross validation [13] Pada gambar 1, merupakan cross validation dengan jumlah lipatan sebanyak 5 fold.…”

Section: K-fold Cross Validationunclassified

Analisis Klasifikasi Indeks Kualitas Udara Kota Di Indonesia Menggunakan Metode K-Nearest Neighbor Dan Naïve Bayes

Maulana,

Irma Purnamasari,

Ali

2024

jati

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Polusi udara adalah masalah yang berdampak buruk pada kehidupan makhluk hidup dan menyebabkan banyak penyakit. Oleh karena itu, penting untuk memantau tingkat pencemaran udara di lingkungan masyarakat. Tujuan dari penelitian ini adalah untuk membandingkan kinerja dari metode K-Nearest Neighbor dan Naïve Bayes, dalam mengklasifikasikan data Indeks Kualitas Udara kota di Indonesia. Pada penelitian ini, data yang digunakan adalah data World Air Quality Index by City and Coordinates yang diperoleh dari situ Kaggle. Data ini mencakup atribut-atribut seperti country, city, AQI value, AQI category dan lain-lain. Metode penelitian yang digunakan adalah Knowledge Discovery in Database (KDD). Selanjutnya, metode K-Nearest Neighbor dan Naïve Bayes diterapkan pada tahapan data mining menggunakan K-fold cross validation dengan percobaan K-2 fold, K-3 fold, K-4 fold dan K-5 fold. Evaluasi kinerja akan dilakukan menggunakan metrik-metrik yang relevan seperti akurasi, precision, dan recall. Berdasarkan hasil klasifikasi didapatkan K-fold terbaik yaitu K-5 fold dari metode K-Nearest Neighbor menghasilkan nilai akurasi 95.13% dan Naïve Bayes menghasilkan akurasi 95.97%. Penelitian ini dapat membantu pemerintah dalam pengambilan kebijakan untuk menjaga kualitas udara, dan memberikan informasi kepada masyarakat tentang kualitas udara di lingkungannya.

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“…Sustainability ) of the information system so that the existing information system can support school management operations. To support a good information system, it is necessary for the information system to maintain system security, so that the school information system produces an information system that is free from threats, malware (Hindarto & Santoso, 2022) and all types of system threats that are detrimental. The use of anti-virus, anti-malware (Hindarto & Handri Santoso, 2021), intrusion detection prevention systems are measures to protect information and data systems.…”

Section: Indonesian Perspective Moral Educationmentioning

confidence: 99%

Enterprise Architecture on Moral-based School Education Information Systems

Sopian

Karlina

Saefurridjal

et al. 2023

SinkrOn

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Indonesia has a diversity of cultures, hospitality, and people who have good ethics. Moral problems often occur and are commonplace, such as corruption, collusion, nepotism, promiscuity and drug abuse, sexual harassment, theft, and murder. The Indonesian nation experienced moral degradation. Moral education refers to the concept of Moral Behavior. Ethical behavior is grouped into three parts: Moral Attitudes, Moral Feelings, and Moral Thoughts. Moral education is very dependent on how to educate parents, association, and the community environment. Moral issues are not enough just to do an analysis of moral education, such as the perspective of religion, philosophy, psychology, and sociology. But also provide solutions so that moral improvement can occur. One of the solutions for improving morale is, of course, by providing education for moral improvement, such as establishing a school with the aim of improving morale. This is what drives the establishment of schools based on moral education, which use the perspectives of religion, philosophy, psychology and sociology. One of the proposals is moral-based education with the help of information technology. Information technology is capable of performing tasks such as controlling the behavior of students, teachers, and being able to control content that is not in line with the educational curriculum. The results of monitoring students can be reported online at any time. This research aims to provide moral improvement solutions by establishing a moral-based school, with the help of Enterprise Architecture as a Framework. This Enterprise Architecture output is an Information Technology Blueprint for system development in schools. The approach used is the Framework from The Open Group Architecture Framework.

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Performance Comparison of Supervised Learning Using Non-Neural Network and Neural Network

Cited by 10 publications

References 0 publications

Smartphone Application for Support Library Operations in the Internet of Things Era

Smartphone Application for Support Library Operations in the Internet of Things Era

Analisis Klasifikasi Indeks Kualitas Udara Kota Di Indonesia Menggunakan Metode K-Nearest Neighbor Dan Naïve Bayes

Enterprise Architecture on Moral-based School Education Information Systems

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