Diversity embedding deep matrix factorization for multi-view clustering

Z Chen, P Lin, Z Chen, D Ye, S Wang - Information Sciences, 2022 - Elsevier
Multi-view clustering has attracted increasing attention by reason of its ability to leverage the
complementarity of multi-view data. Existing multi-view clustering methods have explored …

Multi-view fuzzy classification with subspace clustering and information granules

X Hu, X Liu, W Pedrycz, Q Liao, Y Shen… - … on Knowledge and …, 2022 - ieeexplore.ieee.org
Multi-view learning becomes increasingly attractive and promising because multimodal or
multi-view data are commonly encountered in real-world applications. In this study, we …

Multi-view feature transformation based SVM+ for computer-aided diagnosis of liver cancers with ultrasound images

H Zhang, L Guo, J Wang, S Ying… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
It is feasible to improve the performance of B-mode ultrasound (BUS) based computer-aided
diagnosis (CAD) for liver cancers by transferring knowledge from contrast-enhanced …

Multi-view teacher–student network

Y Tian, S Sun, J Tang - Neural Networks, 2022 - Elsevier
Multi-view learning aims to fully exploit the view-consistency and view-discrepancy for
performance improvement. Knowledge Distillation (KD), characterized by the so-called …

FTAP: Feature transferring autonomous machine learning pipeline

X Wu, C Chen, P Li, M Zhong, J Wang, Q Qian… - Information …, 2022 - Elsevier
An effective method in machine learning often involves considerable experience with
algorithms and domain expertise. Many existing machine learning methods highly rely on …

Image classification with multi-view multi-instance metric learning

J Tang, D Li, Y Tian - Expert Systems with Applications, 2022 - Elsevier
Image classification is a critical and meaningful task in image retrieval, recognition and
object detection. In this paper, three-side efforts are taken to accomplish this task. First …

Distilling sub-space structure across views for cardiac indices estimation

C Yu, H Liu, H Zhang - Medical Image Analysis, 2023 - Elsevier
Cardiac indices estimation in multi-view images attracts great attention due to its capability
for cardiac function assessment. However, the variation of the cardiac indices across views …

Coarse-grained privileged learning for classification

S Fu, X Wang, Y Tian, T Dong, J Tang, J Li - Information Processing & …, 2023 - Elsevier
Privileged information, a form of prior knowledge, can significantly enhance traditional
machine learning performance through a novel paradigm known as learning using …

Privileged information learning with weak labels

Y Xiao, Z Ye, L Zhao, X Kong, B Liu, K Polat… - Applied Soft …, 2023 - Elsevier
Privileged information learning is proposed to construct the classifier by incorporating
privileged knowledge. At present, most of the privileged information learning methods …

Vector batch SOM algorithms for multi-view dissimilarity data

LMP Mariño, FAT de Carvalho - Knowledge-Based Systems, 2022 - Elsevier
Multi-view data has become fairly important since large amounts of information are
constantly generated from different sources. So far, most multi-view research on …