A machine learning approach to cardiovascular disease prediction with advanced feature selection

Indonesian Journal of Electrical Engineering and Computer Science, Год журнала: 2024, Номер 33(2), С. 1030 - 1030

Опубликована: Янв. 19, 2024

<div align="center">Cardiovascular diseases (CVDs) pose a significant global public health challenge, necessitating precise risk assessment for proactive treatment and optimal utilization of healthcare resources. This study employs machine learning algorithms sophisticated feature selection techniques to enhance the accuracy comprehensibility CVD prediction models. While traditional tools are valuable, they frequently fail consider myriad intricate factors that contribute heightened CVD. Our methodology analyze diverse data sources produce advanced predictive The salient this research lies in meticulous application techniques, enabling identification pivotal within heterogeneous datasets. Optimizing enhances interpretability model, reduces dimensionality, improves accuracy. area under ROC curve (AUC-ROC) score wrapper method model significantly decreased from 95.1% 75.1% after tuning, based on empirical tests supported suggested method. showcases its capacity as tool assessing premature susceptibility developing tailored strategies. highlights significance integrating with due widespread influence cardiovascular diseases. Integrating system has potential patient care optimize resources.</div>

Язык: Английский

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Heart Disease Diagnosis and Prediction using Multi Linear Regression

International Journal of Engineering Technology and Management Sciences, Год журнала: 2023, Номер 7(2), С. 210 - 221

Опубликована: Янв. 1, 2023

The correct prediction of heart disease can prevent life threats, and incorrect prove to be fatal at the same time. In this paper machine learning algorithm is applied compare results analysis primary dataset. dataset consists 46 attributes among these Information gain used select 24 features for performing analysis. Various promising are achieved validated using accuracy confusion matrix. some irrelevant which handled data also normalized getting better results. Using approach, 77.78% was obtained. Multiple linear regressions construct validate system. Our experimental result shows that multiple suitable modelling predicting cholesterol.

Язык: Английский

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Effect of nanoparticles on Wheat to combat drought and Salinity Stress: Review

International Journal of Engineering Technology and Management Sciences, Год журнала: 2023, Номер 7(3), С. 196 - 206

Опубликована: Янв. 1, 2023

A significant obstacle to maintaining global crop productivity and food security is drought stress (DS). With the current rapid climate change intensifying drought, nanoparticles (NPs) have become a fantastic instrument increase productivity. DS interferes with cellular membranes, nutrient water uptake, photosynthetic system, antioxidant activities, which negative impact on plant development physiological metabolic processes. When NPs are applied, membranes protected, relationship maintained, intake improved, significantly increases under DS. shield machinery enhance efficiency, osmolyte, hormone, phenolic accumulation, gene expression, giving plants more tolerance Due ability be applied by both seed soaking seedling foliar application at various growth stages of plant, chemical treatment one encouraging methods improve wheat. In this study, effects different treatments wheat physiology production were assessed. Continuous has productivity, especially farming. It been determined that can stabilise enhancing activity hormones enzymes responsive as well increasing proteins prevent generation reactive oxygen species. order maintain wheat's typical in response changing climates, resistance improved chemicals pre- post-emergence treatment. For successful strategy, it also important explore potential priming assess molecules phases, combinations, modalities.

Язык: Английский

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RFID BASED TRAFFIC CONTROL SYSTEM FOR EMERGENCY VEHICLE

International Journal of Engineering Technology and Management Sciences, Год журнала: 2023, Номер 7(3), С. 266 - 274

Опубликована: Янв. 1, 2023

In developing nations like India, the development of population and number cars has increased traffic congestion accidents. However, by identifying crowded locations enhancing flow, a smart control system that makes use RFID sensors ability to alleviate these problems. By giving emergency vehicles precedence, this approach also it possible for them get their destination quickly. Drivers can gain from real-time data offered sensors, which help decrease idling save time. This be used recommend other routes drivers so they avoid regions cut down on amount time spend stuck in traffic. addition aids lowering fuel consumption emissions, creating cleaner greener environment. To manage growing flow lower accidents, emerging India using sensors. Overall, an RFID-based potential significantly improve environment, economics, welfare road users countries India.

Язык: Английский

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Automated Water Pump System

International Journal of Engineering Technology and Management Sciences, Год журнала: 2023, Номер 7(3), С. 247 - 255

Опубликована: Янв. 1, 2023

Automated water pump systems are becoming increasingly important as they can regulate pumps based on current data and conditions, reducing energy use waste while ensuring efficient distribution. Research shows that automated have several advantages over traditional manual systems, including increased efficiency, lower consumption, better management, improved performance. However, there also some drawbacks to using these such higher upfront costs due advanced equipment technology requirements, complex installation design demands, the need for a reliable power source. The choice of system depends particular application each type has its own strengths weaknesses. article's methodology involves connecting solid-state relays, ESP32, supply, enable operation. Arduino IDE software is used program system, allowing user specify when should be triggered. then controlled by ESP32 microcontroller, which turns relay module until user-specified threshold level reached. This ensures plants receive correct amount optimal growth without assistance. article discusses hardware used, microcontroller module.

Язык: Английский

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EYE-CONTROLLED MOUSE CURSOR

International Journal of Engineering Technology and Management Sciences, Год журнала: 2023, Номер 7(3), С. 407 - 414

Опубликована: Янв. 1, 2023

The system described here presents hand-free interface between human and computer. It uses various image processing methods such as face detection, eye extraction, interpretation of sequence blinks in real time for controlling a non- intrusive, human-computer interface. typical webcam to capture an input image. Mousecursor control can be done by facial movement moving the towards left right, up down, mouse events are controlled through blinks. A high number people, affected with neuron locomotor disabilities use this technology computers basic tasks sending or receiving messages, browsing internet, watch their favorite TV shows movies. This algorithm is used give best possible outcomes position using decision tree so that detected moves accordingly. also enables user open close applications blinking eye.

Язык: Английский

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Churn Detection Using Machine Learning in the Retail Industry

International Journal of Engineering Technology and Management Sciences, Год журнала: 2023, Номер 7(1), С. 344 - 349

Опубликована: Янв. 1, 2023

The top priority of any business is a constant need Increase sales and profitability. one the causes reduction in profit occurs when an existing customer stops trading. When leaves or terminates company, potential cross-selling opportunities are lost. store without advice. It can be difficult for companies to respond take corrective action. Ideally, should act proactively identify themselves chances you will churn before they leave. retention strategies have proven less expensive than attracting new ones client. Through data available at POS(POS) system, extract transactions, analyze their buying behavior. In this paper Features created through transactional how Identified as important predicting retail industry. Data provided document refer local resident’s supermarket. Thus, dropouts identified results obtained. obtained based on real scenarios. novelty concept implementing deep learning algorithms. Convolutional Neural Networks Restricted Boltzmann Machine technique choice restricted machine gave best 83% attrition.

Язык: Английский

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Prediction of the Probability of Divorce Using Machine Learning Algorithms

International Journal of Engineering Technology and Management Sciences, Год журнала: 2023, Номер 7(2), С. 195 - 209

Опубликована: Янв. 1, 2023

For a happy and healthy life, married life is very much essential. But nowadays, divorce cases are increasing rapidly day by day. According to study, the rate worldwide was 4.08% per 1000 people in May 2022. this reason, there need for effective prediction of which helps marriage counselor or therapist understand how serious case is. research purpose, dataset collected from UCI repository contains some data based on questions asked couple answers they gave. First, cleaned using different ranking methods such as Information Gain, One R, Gain Ratio ReliefF. Using these methods, most important fields that really affect selected. Then, classification algorithms Logistic Regression, Naïve Bayes, SGD, Decision Tree, Random Forest Multilayer Perceptron were used compared find accuracy. These first with all then 6 7 fields. 50:50, 66:34, 80:20 training/testing split 10-fold cross validation. When 7-fields combined checked training-test validation, 100% accuracy found algorithms.

Язык: Английский

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Design of Autonomous Line-Following Robot for Sterilization Process

International Journal of Engineering Technology and Management Sciences, Год журнала: 2023, Номер 7(2), С. 237 - 246

Опубликована: Янв. 1, 2023

Manual sterilization processes can be time-consuming and labour intensive. Sterilizing equipment surfaces manually take a lot of time effort, especially if the warehouse is large there are many items to sterilize. dangerous proper safety measures not taken. For example, workers may exposed harsh chemicals cause burning eyes, nose, throat respiratory tract result in blindness lung damage due presence hypochlorite quaternary ammonia compounds used for process. This project presents novel approach using line follower robot with Bluetooth control, employing mopping method. The designed navigate pre-determined path IR sensor sterilize surface by it disinfectant solution. equipped module that allows controlled remotely mobile application. Overall, robots offer safe, efficient, consistent solution process, making them an ideal choice various industries, including healthcare, food processing, warehousing.

Язык: Английский

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ADAPTION IN WASHING LIQUID PACKAGING SYSTEM

International Journal of Engineering Technology and Management Sciences, Год журнала: 2023, Номер 7(2), С. 247 - 253

Опубликована: Янв. 1, 2023

The aim of this project is to design a system for filling soap oil into pockets using piston pump injection method. includes that has two non-return valves (NRVs) inside it. lower NRV opens when enters the pump. upper and closes during delivery. method provides low power, high efficiency deliveries, making it ideal choice project. selection sizing pump, valves, other necessary components, as well development control regulate flow rate timing intended be reliable, efficient, cost-effective.Overall, aims develop pump-based meets requirements efficiency, power consumption, reliability.

Язык: Английский

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