LDM

Large-Margin Distribution Machine (LDM)，即大间隔分布机，是一种基于支持向量机（SVM）原理的机器学习模型，旨在通过最大化不同类别之间的间隔来提高分类及回归性能。它不仅考虑决策边界的最优设置，还关注样本数据的概率分布，从而增强了模型的鲁棒性和泛化能力。LDM 广泛应用于图像分类、文本分析和生物信息学等领域，凭借其灵活性和对复杂数据的适应性，成为解决多种任务的有效工具。

论文

2025年

  1. Jinrui Yang, Shuangyi Fan, Libo Zhang*, Dun Liu*. A low-rank support tensor machine for multi-classification[J]. Information Sciences, 2025, 688: 121398.(中科院二区)
  2. Li Liu, Jinrui Guo, Ziqi Yin, Rui Chen, Guojun Huang*. A novel three-way distance-based fuzzy large margin distribution machine for imbalance classification [J]. Complex & Intelligent Systems, 2025, 11(3): 176.

2024年

  1. Libo Zhang, Denghao Dong, Lianyi Luo, Dun Liu*. A Novel Fuzzy Large Margin Distribution Machine with Unified Pinball Loss[J]. IEEE Transactions on Fuzzy Systems, 2024, 32(4): 1782-1795.(中科院一区TOP)
  2. Jinrui Yang, Shuangyi Fan, Li Liu, Libo Zhang*. Optimal margin distribution matrix machine[J]. Expert Systems with Applications, 2024, 240: 122497.(中科院一区)
  3. Junlin Chen, Tao Luo, Jia Yan, Libo Zhang*. A novel twin-center intuitionistic fuzzy large margin classifier with unified pinball loss for improving the performance of E-noses system [J]. Expert Systems with Applications, 2024, 250: 123883.(中科院一区)
  4. Shuangyi Fan, Heng Li, Cong Guo, Dun Liu, Libo Zhang*. A novel cost-sensitive three-way intuitionistic fuzzy large margin classifier[J]. Information Sciences, 2024, 674: 120726. Denghao Dong, Minyu Feng, Jürgen Kurths, Libo Zhang*. Fuzzy large margin distribution machine for classification [J]. International Journal of Machine Learning and Cybernetics, 2024, 15(5): 1891-1905.
  5. Danlin Shao, Yixi Dai, Junjie Li, Shenglin Li, Rui Chen*. A K-means triangular synthesis large margin classifier with unified pinball loss for imbalanced data[J]. Applied Soft Computing, 2024, 167: 112349.

2023年

  1. Libo Zhang, Qiang Jin, Shuangyi Fan, Dun Liu*. A Novel Dual-Center Based Intuitionistic Fuzzy Twin Bounded Large Margin Distribution Machines[J]. IEEE Transactions on Fuzzy Systems, 2023, 31(9)：3121-3134.(中科院一区TOP)
  2. Lianyi Luo, Junjie Li, Yixi Dai, Libo Zhang*. A Novel Bi-Center Intuitionistic Fuzzy Large Margin Classifier[C]. 2023 9th International Conference on Control Science and Systems Engineering (ICCSSE), 2023: 403-408.