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  1. No Access

    Article

    An iterative stacked weighted auto-encoder

    The training of stacked auto-encoders (SAEs) consists of an unsupervised layer-wise pre-training and a supervised fine-tuning training. The unsupervised pre-training greedily learns internal data representatio...

    Tongfeng Sun, Shifei Ding, **nzheng Xu in Soft Computing (2021)

  2. No Access

    Article

    A novel prediction method of complex univariate time series based on k-means clustering

    Time-series prediction has been widely studied and applied in various fields. For the time series with high acquisition frequency and high noise, it is very difficult to establish a prediction model directly. ...

    Yunxin Liu, Shifei Ding, Weikuan Jia in Soft Computing (2020)

  3. No Access

    Article

    Feature selection based on hybridization of genetic algorithm and competitive swarm optimizer

    Feature selection is one of the hottest machine learning topics in recent years. The main purposes of it are to simplify the original model, improve the readability of the model, and prevent over-fitting by se...

    Ye Ding, Kui Zhou, Weihong Bi in Soft Computing (2020)

  4. Article

    Open Access

    Fault tolerant control for nonlinear systems using sliding mode and adaptive neural network estimator

    This paper proposes a new fault tolerant control scheme for a class of nonlinear systems including robotic systems and aeronautical systems. In this method, a sliding mode control is applied to maintain system...

    Haiying Qi, Yiran Shi, Shoutao Li, Yantao Tian, Ding-Li Yu, J. B. Gomm in Soft Computing (2020)

  5. No Access

    Article

    A hybrid combinatorial approach to a two-stage stochastic portfolio optimization model with uncertain asset prices

    Portfolio optimization is one of the most important problems in the finance field. The traditional Markowitz mean-variance model is often unrealistic since it relies on the perfect market information. In this ...

    Tianxiang Cui, Ruibin Bai, Shusheng Ding, Andrew J. Parkes, Rong Qu in Soft Computing (2020)

  6. No Access

    Article

    Green fresh product cost sharing contracts considering freshness-kee** effort

    Nowadays, along with increased public demands on the high-quality green fresh product, the downstream retailer has to spend in the packaging and cold chain transportation and the upstream farmer needs to inves...

    Guoli Wang, Peiqi Ding, Huiru Chen, **g Mu in Soft Computing (2020)

  7. No Access

    Article

    Green investment in a supply chain based on price and quality competition

    Along with the significant improvement of environmental consciousness, consumers not only consider the price and quality level of products, but also pay more attention to their green level. In order to strengt...

    Shanxue Yang, Peiqi Ding, Guoli Wang, **aoli Wu in Soft Computing (2020)

  8. No Access

    Article

    Active constraint spectral clustering based on Hessian matrix

    Applying the pairwise constraint algorithm to spectral clustering has become a hot topic in data mining research in recent years. In this paper, a clustering algorithm is proposed, called an active constraint ...

    **aoyu Wang, Shifei Ding, Weikuan Jia in Soft Computing (2020)

  9. Article

    Open Access

    Research on National Pattern Reuse Design and Optimization Method Based on Improved Shape Grammar

    Considering the low degree of abstraction of traditional shape grammar in national pattern reuse design, this paper proposes a method based on the combination of improved shape grammar and an optimization algo...

    Ning Ding, Jian Lv, Lai Hu in International Journal of Computational Intelligence Systems (2020)

  10. No Access

    Article

    Centroid opposition with a two-point full crossover for the partially attracted firefly algorithm

    The firefly algorithm (FA) is a powerful optimization tool. However, the existing FA and its variants seldom take advantage of intermediate data generated during algorithm iteration. In this paper, the centroi...

    Lingyun Zhou, Maode Ma, Lixin Ding, Wan Tang in Soft Computing (2019)

  11. Article

    Correction to: An extended prospect theory–VIKOR approach for emergency decision making with 2-dimension uncertain linguistic information

    The first author name was incorrectly published. The correct name has been copied below:

    Xue-Feng Ding, Hu-Chen Liu in Soft Computing (2019)

  12. No Access

    Article

    Uncertain random simulation algorithm with application to bottleneck assignment problem

    Uncertain random simulation plays an important role in solving uncertain random optimization problems that include random variables and uncertain variables. In this paper, an uncertain random simulation is pro...

    Sibo Ding, **ao-Jun Zeng, Huimin Zhang in Soft Computing (2019)

  13. No Access

    Article

    L1-norm loss-based projection twin support vector machine for binary classification

    This paper presents a L1-norm loss-based projection twin support vector machine (L1LPTSVM) for binary classification. In the pair of optimization problems of L1LPTSVM, L1-norm-based losses are considered for two ...

    **aopeng Hua, Sen Xu, Jun Gao, Shifei Ding in Soft Computing (2019)

  14. No Access

    Article

    An extended prospect theory–VIKOR approach for emergency decision making with 2-dimension uncertain linguistic information

    Emergency situations often require high-quality decisions which have to be made within a short period of time. An emergency event is often complex and can cause huge loss of lives and property if a wrong decis...

    Xue-Feng Ding, Hu-Chen Liu in Soft Computing (2019)

  15. No Access

    Article

    BEMD image fusion based on PCNN and compressed sensing

    Bidimensional empirical mode decomposition (BEMD) is a new method for multi-scale image decomposition. In order to forbid useless information to cause an adverse impact on results and make the process have a b...

    Shifei Ding, Peng Du, **ngyu Zhao, Qiangbo Zhu, Yu Xue in Soft Computing (2019)

  16. No Access

    Article

    Object tracking via dense SIFT features and low-rank representation

    In this paper, we present a low-rank sparse tracking method which builds upon the particle filtering framework. The proposed method learns the local dense scale-invariant feature transform features correspondi...

    Yong Wang, **nbin Luo, Lu Ding, **g**g Wu in Soft Computing (2019)

  17. No Access

    Article

    An unsupervised and robust validity index for clustering analysis

    The evaluation of clustering results plays an important role in clustering analysis and usually is completed by a validity index or several. But currently existing validity indexes are supervised since they gr...

    Yaru Wang, Shihong Yue, Zhenhua Hao, Mingliang Ding, Jia Li in Soft Computing (2019)

  18. No Access

    Article

    A unified incremental reduction with the variations of the object for decision tables

    Attribute reduction is one of the issues in the rough set theory, and many reduction algorithms have been proposed to process the static decision systems. However, in real-life applications, the object may var...

    Yang Chuanjian, Ge Hao, Li Longshu, Ding Jian in Soft Computing (2019)

  19. No Access

    Article

    A feasible density peaks clustering algorithm with a merging strategy

    Density peaks clustering (DPC) algorithm is a novel algorithm that efficiently deals with the complex structure of the data sets by finding the density peaks. It needs neither iterative process nor more parame...

    **ao Xu, Shifei Ding, Hui Xu, Hongmei Liao, Yu Xue in Soft Computing (2019)

  20. No Access

    Article

    A time series forecasting based on cloud model similarity measurement

    In this paper, a local cloud model similarity measurement (CMSM) is proposed as a novel method to measure the similarity of time series. Time series similarity measurement is an indispensable part for improvin...

    Gaowei Yan, Songda Jia, Jie Ding, **nying Xu, Yusong Pang in Soft Computing (2019)

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