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Fuzzy measure with regularization for gene selection and cancer prediction

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (8)

Dealing with high-dimensional gene expression data is a challenging issue, and it is crucial to select multiple informative subsets of genes for cance......

Diversity collaboratively guided random drift particle swarm optimization

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (9)

The random drift particle swarm optimization (RDPSO) algorithm is an effective random search technique inspired by the trajectory analysis of the cano......

A recursive feature retention method for semi-supervised feature selection

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (9)

To deal with semi-supervised feature selection tasks, this paper presents a recursive feature retention (RFR) method based on a neighborhood discrimin......

Adaptive factorization rank selection-based NMF and its application in tumor recognition

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (9)

The nonnegative matrix factorization (NMF) has been widely used because it can accomplish both feature representation learning and dimension reduction......

Modification of the BWM and MABAC method for MAGDM based on q-rung orthopair fuzzy rough numbers

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (9)

Considering the uncertainties of multi-attribute group decision-making (MAGDM) problems, we put forward the concept of q-rung orthopair fuzzy rough nu......

Froth image clustering with feature semi-supervision through selection and label information

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (9)

Accurate classification and recognition of coal flotation froth is one of the key technologies for intelligent coal separation. At present, the coal f......

hier2vec: interpretable multi-granular representation learning for hierarchy in social networks

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (9)

Network representation learning (NRL) maps vertices into latent vector space for further network inference. The existing algorithms concern more about......

Unsupervised person re-identification via K-reciprocal encoding and style transfer

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (10)

In this paper, we study the unsupervised person re-identification (re-ID) problem, which does not require any annotation information. Our approach con......

Local positive and negative label correlation analysis with label awareness for multi-label classification

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (9)

In multi-label learning, exploiting label correlation, alleviating class imbalance and learning label-specific features have been hot topics to increa......

DLSA: dual-learning based on self-attention for rating prediction

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (7)

Latent factor models (LFMs) have been widely applied in many rating recommendation systems because of their prediction rating capability. Nevertheless......

An efficiency-enhanced deep learning model for citywide crowd flows prediction

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (7)

The crowd flows prediction plays an important role in urban planning management and urban public safety. Accuracy is a challenge for predicting the fl......

Cooperative representation of multiscale patch face recognition based on fuzzy decision

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (7)

The machine learning of small sample size is one of the most challenging problems in face recognition. Multiscale patch cooperative representation for......

Imitating targets from all sides: an unsupervised transfer learning method for person re-identification

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (8)

Person re-identification (Re-ID) models usually present a limited performance when they are trained on one dataset and tested on another dataset due t......

Self-questioning dynamical evolutionary game with altruistic behavior and sharing mechanism in scale-free network

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (8)

The spatial evolutionary game is one of the efficient models to explain the emergence and maintenance of cooperation among selfish individuals. In the......

Learning to capture contrast in sarcasm with contextual dual-view attention network

期刊: INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021; 12 (9)

Sarcasm is a common way of rhetoric in our daily life. It is used to express the opposite of the literal meaning, which makes it a challenging task in......

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