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Identifying optimal medical treatments to improve survival has long been a critical goal of pharmacoepidemiology. Traditionally, we use an average treatment effect measure to compare outcomes between treatment plans. However, new methods…

Financial forecasting is an estimation of future financial outcomes for a company, industry, country using historical internal accounting and sales data. We may predict the future outcome of BSE_SENSEX practically by some soft computing…

神经与进化计算 · 计算机科学 2015-03-11 S. Gopal Krishna Patro , Pragyan Parimita Sahoo , Ipsita Panda , Kishore Kumar Sahu

Cardiovascular disease, especially heart failure is one of the major health hazard issues of our time and is a leading cause of death worldwide. Advancement in data mining techniques using machine learning (ML) models is paving promising…

Matching is an appealing way to design observational studies because it mimics the data structure produced by stratified randomized trials, pairing treated individuals with similar controls. After matching, inference is often conducted…

统计方法学 · 统计学 2024-03-05 Samuel D. Pimentel , Ruoqi Yu

Timely alerts about hazardous air pollutants are crucial for public health. However, existing forecasting models often overlook key factors like baseline parameters and missing data, limiting their accuracy. This study introduces a hybrid…

神经与进化计算 · 计算机科学 2024-07-03 Parviz Ghafariasl , Masoomeh Zeinalnezhad , Amir Ahmadishokooh

In this report, a novel variation of Particle Swarm Optimization (PSO) algorithm, called Multiagent Coordination Optimization (MCO), is implemented in a parallel computing way for practical use by introducing MATLAB built-in function…

最优化与控制 · 数学 2014-12-02 Qing Hui , Haopeng Zhang

Reactive power plays an important role in supporting the real power transfer by maintaining voltage stability and system reliability. It is a critical element for a transmission operator to ensure the reliability of an electric system while…

神经与进化计算 · 计算机科学 2010-03-25 P. R. Sujin , T. Ruban Deva Prakash , M. Mary Linda

Many people are currently suffering from heart diseases that can lead to untimely death. The most common heart abnormality is arrhythmia, which is simply irregular beating of the heart. A prediction system for the early intervention and…

信号处理 · 电气工程与系统科学 2018-06-22 Aboul Ella Hassanien , Moataz Kilany , Essam H. Houssein

Swarm intelligence is a research field that models the collective behavior in swarms of insects or animals. Several algorithms arising from such models have been proposed to solve a wide range of complex optimization problems. In this…

神经与进化计算 · 计算机科学 2014-06-13 Erik Cuevas , Miguel Cienfuegos , Daniel Zaldivar , Marco Perez

This paper proposes an evolutionary Particle Filter with a memory guided proposal step size update and an improved, fully-connected Quantum-behaved Particle Swarm Optimization (QPSO) resampling scheme for visual tracking applications. The…

神经与进化计算 · 计算机科学 2018-06-06 Saptarshi Sengupta , Richard Alan Peters

Seasonality is a distinctive characteristic which is often observed in many practical time series. Artificial Neural Networks (ANNs) are a class of promising models for efficiently recognizing and forecasting seasonal patterns. In this…

神经与进化计算 · 计算机科学 2016-11-17 Ratnadip Adhikari , R. K. Agrawal , Laxmi Kant

The analysis of vast amounts of data constitutes a major challenge in modern high energy physics experiments. Machine learning (ML) methods, typically trained on simulated data, are often employed to facilitate this task. Several choices…

高能物理 - 实验 · 物理学 2021-02-25 Laurits Tani , Diana Rand , Christian Veelken , Mario Kadastik

Particle Swarm Optimization (PSO) has demonstrated efficacy in addressing static path planning problems. Nevertheless, such application on dynamic scenarios has been severely precluded by PSO's low computational efficiency and premature…

机器人学 · 计算机科学 2023-12-27 Jinghao Xin , Zhi Li , Yang Zhang , Ning Li

This paper proposes a new image thresholding segmentation approach using the heuristic method, Convergent Heterogeneous Particle Swarm Optimization algorithm. The proposed algorithm incorporates a new strategy of searching the problem space…

计算机视觉与模式识别 · 计算机科学 2016-05-17 Mohammad Hamed Mozaffari , Won-Sook Lee

This paper proposes a tutorial on the Data Clustering technique using the Particle Swarm Optimization approach. Following the work proposed by Merwe et al. here we present an in-deep analysis of the algorithm together with a Matlab…

神经与进化计算 · 计算机科学 2018-09-10 Augusto Luis Ballardini

The healthcare industry generates enormous amounts of complex clinical data that make the prediction of disease detection a complicated process. In medical informatics, making effective and efficient decisions is very important. Data Mining…

机器学习 · 计算机科学 2023-12-11 Alhaam Alariyibi , Mohamed El-Jarai , Abdelsalam Maatuk

This paper aims at improving the classification accuracy of a Support Vector Machine (SVM) classifier with Sequential Minimal Optimization (SMO) training algorithm in order to properly classify failure and normal instances from oil and gas…

机器学习 · 计算机科学 2021-01-01 Zhiyuan Chen , Isa Dino , Nik Ahmad Akram

Each and every biological function in living organism happens as a result of protein-protein interactions.The diseases are no exception to this. Identifying one or more proteins for a particular disease and then designing a suitable…

计算工程、金融与科学 · 计算机科学 2015-07-31 Anupam Ghosh , Mainak Talukdar , Uttam Kumar Roy

We apply two evolutionary search algorithms: Particle Swarm Optimization (PSO) and Genetic Algorithms (GAs) to the design of Cellular Automata (CA) that can perform computational tasks requiring global coordination. In particular, we…

人工智能 · 计算机科学 2019-09-10 Anthony D. Rhodes

This paper presents a particle swarm optimization algorithm that leverages surrogate modeling to replace the conventional global best solution with the minimum of an n-dimensional quadratic form, providing a better-conditioned dynamic…

神经与进化计算 · 计算机科学 2026-03-19 Maurizio Clemente , Marcello Canova
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