An efficient random forests algorithm for high dimensional data classification

期刊： ADVANCES IN DATA ANALYSIS AND CLASSIFICATION, 2018; 12 (4)

In this paper, we propose a new random forest (RF) algorithm to deal with high dimensional data for classification using subspace feature sampling met......

JIF：2.1

Minimum Class Variance SVM plus for data classification

期刊： ADVANCES IN DATA ANALYSIS AND CLASSIFICATION, 2017; 11 (1)

In this paper, a new Support Vector Machine Plus (SVM+) type model called Minimum Class Variance SVM+ (MCVSVM+) is presented. Similar to SVM+, the pro......

JIF：1.65

A novel method for forecasting time series based on fuzzy logic and visibility graph

期刊： ADVANCES IN DATA ANALYSIS AND CLASSIFICATION, 2017; 11 (4)

Time series attracts much attention for its remarkable forecasting potential. This paper discusses how fuzzy logic improves accuracy when forecasting ......

JIF：1.65

Parametric classification with soft labels using the evidential EM algorithm: linear discriminant analysis versus logistic regression

期刊： ADVANCES IN DATA ANALYSIS AND CLASSIFICATION, 2017; 11 (4)

Partially supervised learning extends both supervised and unsupervised learning, by considering situations in which only partial information about the......

JIF：1.65