Data Attribute Selection with Information Gain to Improve Credit Approval Classification Performance using K-Nearest Neighbor Algorithm by Ivandari Ivandari, Tria Titiani Chasanah, Sattriedi Wahyu Binabar, M. Adib Al Karomi

Subjects: Get full text

A multi-tiered feature selection model for android malware detection based on Feature discrimination and Information Gain by Parnika Bhat, Kamlesh Dutta

Subjects: Get full text

Deep learning model for grading carcinoma with Gini-based feature selection and linear production-inspired feature fusion by Shreyan Kundu, Souradeep Mukhopadhyay, Rahul Talukdar, Dmitrii Kaplun, Alexander Voznesensky, Ram Sarkar

“…Additionally, a Gini-based feature selection method is implemented to prioritize the most discriminative features, and the extracted features from each network are optimally combined using a fusion technique modeled after a linear production function, maximizing each model’s contribution to the final prediction. …”
Get full text

OSFS‐Vague: Online streaming feature selection algorithm based on vague set by Jie Yang, Zhijun Wang, Guoyin Wang, Yanmin Liu, Yi He, Di Wu

Subjects: “…feature selection…”
Get full text

Genetic algorithm feature selection resilient to increasing amounts of data imputation by Maryam Kebari, Annie S Wu

Subjects: Get full text

An Integrated Algorithm with Feature Selection, Data Augmentation, and XGBoost for Ovarian Cancer by Jingxun Cai, Zne-Jung Lee, Zhihxian Lin, Chih-Hung Hsu, Yun Lin

Subjects: Get full text

Two-level feature selection method based on SVM for intrusion detection by Xiao-nian WU, Xiao-jin PENG, Yu-yang YANG, Kun FANG

Subjects: “…intrusion detection;feature selection;support vector machine;Fisher score;sequential backward selection…”
Get full text

A Highly Discriminative Hybrid Feature Selection Algorithm for Cancer Diagnosis by Tarneem Elemam, Mohamed Elshrkawey

“…The algorithm comprises a two-stage hybrid feature selection. In the first stage, an overall ranker is initiated to combine the results of three filter-based feature evaluation methods, namely, chi-squared, F-statistic, and mutual information (MI). …”
Get full text

CFS-MOES Ensemble Model on Metaheuristic Search-Based Feature Selection by Santosini Bhutia, Bichitrananda Patra, Mitrabinda Ray

“…Moreover, the proposed model has also been compared with the other ensemble models generated using CFS-ES (correlation-based feature selection —evolutionary search), CFS-PSOS (correlation-based feature selection—particle swarm optimization search), CFS-GS (correlation-based feature selection—genetic search), and CFS-HS (correlation-based feature selection—harmony search) feature selection methods, ensuring better classification accuracy with a reduced feature subset. …”
Get full text

Band Selection Algorithm Based on Multi-Feature and Affinity Propagation Clustering by Junbin Zhuang, Wenying Chen, Xunan Huang, Yunyi Yan

“…In this paper, we propose a band selection method (GE-AP) based on multi-feature extraction and the Affine Propagation Clustering (AP) algorithm for dimensionality reduction of hyperspectral images, aiming to improve classification accuracy and processing efficiency. …”
Get full text

Evaluating Feature Selection Methods for Accurate Diagnosis of Diabetic Kidney Disease by Valeria Maeda-Gutiérrez, Carlos E. Galván-Tejada, Jorge I. Galván-Tejada, Miguel Cruz, José M. Celaya-Padilla, Hamurabi Gamboa-Rosales, Alejandra García-Hernández, Huizilopoztli Luna-García, Klinge Orlando Villalba-Condori

Subjects: Get full text

Multi-Strategy Enhanced Parrot Optimizer: Global Optimization and Feature Selection by Tian Chen, Yuanyuan Yi

Subjects: Get full text

Selecting Optimal Feature Set in High-Dimensional Data by Swarm Search by Simon Fong, Yan Zhuang, Rui Tang, Xin-She Yang, Suash Deb

“…Selecting the right set of features from data of high dimensionality for inducing an accurate classification model is a tough computational challenge. …”
Get full text

Optimisation-Based Feature Selection for Regression Neural Networks Towards Explainability by Georgios I. Liapis, Sophia Tsoka, Lazaros G. Papageorgiou

Subjects: Get full text

Bio inspired feature selection and graph learning for sepsis risk stratification by D. Siri, Raviteja Kocherla, Sudharshan Tumkunta, Pamula Udayaraju, Krishna Chaitanya Gogineni, Gowtham Mamidisetti, Nanditha Boddu

“…To address these gaps, this study proposes a novel framework that integrates bio-inspired feature selection and graph-based deep learning for enhanced sepsis risk prediction. …”
Get full text

Efficient feature selection based on Gower distance for breast cancer diagnosis by Salwa Shakir Baawi, Mustafa Noaman Kadhim, Dhiah Al-Shammary

Subjects: Get full text

Research on text sentiment classification based on improved feature selection method by Mingxin LIU, Jing CHEN, Qiyuan WANG

Subjects: “…information gain;sentiment dictionary;feature selection;sentiment classification…”
Get full text

Visual feature analysis on selective appetite in individuals with autism spectrum disorders by Kazunori Terada, Taku Imaizumi, Kazuhiro Ueda, Natsuki Nishikawa, Haruto Yoshida, Yukiya Taki, Shunsuke Fujii, Lu Li, Masashi Komori, Kunihito Kato, Hirokazu Kumazaki

Get full text

Feature Selection for Naive Bayesian Network Ensemble using Evolutionary Algorithms by Adam Zagorecki

Get full text

Bitcoin price direction prediction using on-chain data and feature selection by Ritwik Dubey, David Enke

Subjects: Get full text