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Knowledge Engineering and Data Science
ISSN 2597-4602 · Universitas Negeri Malang · 83 articles in the index
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Journal Article
Stacked LSTM-GRU Long-Term Forecasting Model for Indonesian Islamic Banks
The development of the Islamic banking industry in Indonesia has become a significant concern in recent years, with rapid growth in the number of banks operating based on Sharia principles. To face emerging challenges and opportunities, a deep understanding of the long-term financial behavior of…
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Journal Article
Multivariate Analysis Approach to Factor-Affected Tuberculosis Disease
Tuberculosis is a disease caused by infection with the mycobacterium tuberculosis complex. Tuberculosis attack organ besides the lung, such as the pleura, lining of the brain, lining of the heart, lymph gland, bones, joint, skin, intestines, kidney, urinary tract, and genital. This disease is found…
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Journal Article
Comparison of Machine Learning Algorithms for Species Family Classification using DNA Barcode
Classifying plant species within the Liliaceae and Amaryllidaceae families presents inherent challenges due to the complex genetic diversity and overlapping morphological traits among species. This study explores the difficulties in accurate classification by comparing 11 supervised learning…
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Journal Article
The Effect of the Number of Hidden Layers on The Performance of Deep Q-Network for Traveling Salesman Problem
The Traveling Salesman Problem (TSP) effectively represents the complex distribution issues encountered by couriers, who must carefully plan a route that includes all customer addresses while minimizing the distance traveled. As the magnitude of deliveries and the range of destinations expand, the…
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Journal Article
Round-Robin Algorithm in Load Balancing for National Data Centers
The Provincial Government of Bali assumes a crucial role in administering various public service applications to meet the requirements of its community, traditional villages, and regional apparatus. Nevertheless, the escalating magnitude of traffic and uneven distribution of requests have resulted…
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Journal Article
K-Means Clustering and Multilayer Perceptron for Categorizing Student Business Groups
The research conducted in this study was driven by the East Java provincial government's requirement to assess the transaction levels of the Student Business Group (KUS) in the SMA Double Track program. These transaction levels are a basis for allocating supplementary financial aid to each business…
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Journal Article
Exploring the Impact of Students Demographic Attributes on Performance Prediction through Binary Classification in the KDP Model
During the course of this research, binary classification and the Knowledge Discovery Process (KDP) were used. The experimental and analytical capabilities of Rapid Miner's 9.10.010 instructional environment are supported by five different classifiers. Included in the analysis were 2334 entries, 17…
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Journal Article
Inter-Frame Video Compression based on Adaptive Fuzzy Inference System Compression of Multiple Frame Characteristics
Video compression is used for storage or bandwidth efficiency in clip video information. Video compression involves encoders and decoders. Video compression uses intra-frame, inter-frame, and block-based methods. Video compression compresses nearby frame pairs into one compressed frame using…
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Journal Article
Long-Term Traffic Prediction Based on Stacked GCN Model
With the recent surge in road traffic within major cities, the need for both short and long-term traffic flow forecasting has become paramount for city authorities. Previous research efforts have predominantly focused on short-term traffic flow estimations for specific road segments and paths…
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Journal Article
EEG Classification while Listening to Murottal Al-Quran and Classical Music using Random Forest Method
This study is aimed to classify the brain activity of adolescents associated with audio stimuli; murottal Al-Quran and classical music. The raw data were filtered using Independent Component Analisys (ICA) and followed by band-pass filter in Python on the Google Colab Extraction was processed with…
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Journal Article
Ant Colony Optimization for Resistor Color Code Detection
In the early stages of learning resistors, introducing color-based values is needed. Moreover, some combinations require a resistor trip analysis to identify. Unfortunately, a resistor body color is considered a local solution, which often confuses resistor coloration. Ant Colony Optimization (ACO)…
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Journal Article
Evidence of Students’ Academic Performance at the Federal College of Education Asaba Nigeria: Mining Education Data
One main objective of higher education is to provide quality education to its students. One way to achieve the highest level of quality in the higher education system is by discovering knowledge for prediction regarding enrolment of students in a particular course, alienation of traditional…
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Journal Article
Deep Learning Approaches with Optimum Alpha for Energy Usage Forecasting
Energy use is an essential aspect of many human activities, from individual to industrial scale. However, increasing global energy demand and the challenges posed by environmental change make understanding energy use patterns crucial. Accurate predictions of future energy consumption can greatly…
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Journal Article
Systematic Literature Review on Ontology-based Indonesian Question Answering System
Question-Answering (QA) systems at the intersection of natural language processing, information retrieval, and knowledge representation aim to provide efficient responses to natural language queries. These systems have seen extensive development in English and languages like Indonesian present…
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Journal Article
Maximum Marginal Relevance and Vector Space Model for Summarizing Students' Final Project Abstracts
Automatic summarization is reducing a text document with a computer program to create a summary that retains the essential parts of the original document. Automatic summarization is necessary to deal with information overload, and the amount of data is increasing. A summary is needed to get the…
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Journal Article
Deep Learning for Multi-Structured Javanese Gamelan Note Generator
Javanese gamelan, a traditional Indonesian musical style, has several song structures called gendhing. Gendhing (songs) are written in conventional notation and require gamelan musicians to recognize patterns in the structure of each song. Usually, previous research on gendhing focuses on artistic…
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Journal Article
Recurrent Session Approach to Generative Association Rule based Recommendation
This article introduces a generative association rule (AR)-based recommendation system (RS) using a recurrent neural network approach implemented when a user searches for an item in a browsing session. It is proposed to overcome the limitations of the traditional AR-based RS which implements…
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Journal Article
Optimizing Random Forest Algorithm to Classify Player's Memorisation via In-game Data
Assessment of a player's knowledge in game education has been around for some time. Traditional evaluation in and around a gaming session may disrupt the players' immersion. This research uses an optimized Random Forest to construct a non-invasive prediction of a game education player's…
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Journal Article
Fish Image Classification Using Adaptive Learning Rate In Transfer Learning Method
The existence of fish species diversity in coastal ecosystems which include mangrove forests, seagrass beds and coral reefs is one of the benchmarks in determining health in coastal ecosystems. It is certain that we must maintain, preserve and care for so that conservation efforts need to be…
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Journal Article
Social Distancing Monitoring System using Deep Learning
• COVID-19 has been declared a pandemic in the world by 2020. One way to prevent COVID-19 disease, as the World Health Organization (WHO) suggests, is to keep a distance from other people. It is advised to stay at least 1 meter away from others, even if they do not appear to be sick. The reason is…