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    Sparse Graph Embedding Based on the Fuzzy Set for Image Classification by Minghua Wan, Mengting Ge, Tianming Zhan, Zhangjing Yang, Hao Zheng, Guowei Yang

    Published 2021-01-01
    “…To solve the problems, a new and effective dimensional reduction method for face recognition is proposed—sparse graph embedding with the fuzzy set for image classification. The aim of this algorithm is to construct two new fuzzy Laplacian scattering matrices by using the local graph embedding and fuzzy k-nearest neighbor. …”
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    English Grammar Error Correction Algorithm Based on Classification Model by Shanchun Zhou, Wei Liu

    Published 2021-01-01
    “…On the basis of summarizing and analyzing previous research works, this paper expounded the research status and significance of English grammar error correction algorithm, elaborated the development background, current status, and future challenges of the classification model, introduced the methods and principles of feature extraction method and dynamic residual structure, constructed a basic model for English grammar error correction based on the classification model, analyzed the classification model and translation model of English grammar error correction, proposed the English grammar error correction algorithm based on the classification model, performed the analyses of the model architecture and model optimizer of the grammar error correction algorithm, and finally conducted a simulation experiment and its result analysis. …”
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    Automated Stellar Spectra Classification with Ensemble Convolutional Neural Network by Zhuang Zhao, Jiyu Wei, Bin Jiang

    Published 2022-01-01
    “…Then, according the cross-entropy testing error of the spectra at different signal-to-noise ratios, we integrate the results of different classifiers in an ensemble learning way to improve the effect of classification. …”
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    Multi-Class Sentiment Analysis on Twitter: Classification Performance and Challenges by Mondher Bouazizi, Tomoaki Ohtsuki

    Published 2019-09-01
    “…Sentiment analysis refers to the automatic collection, aggregation, and classification of data collected online into different emotion classes. …”
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    Machine classification of code signals in electric train warning systems by I. V. Prisukhina, D. V. Borisenko

    Published 2019-10-01
    “…To improve the stability of such systems while receiving signals from a track circuit, we propose a machine classification algorithm based on a neural network. …”
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    Advancements in Image Classification: From Machine Learning to Deep Learning by Cheng Haoran

    Published 2025-01-01
    “…Image classification, as an essential task within the realm of computer vision, has evolved from traditional machine learning methods to deep learning techniques. …”
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    Classification of Melanoma and Nevus in Digital Images for Diagnosis of Skin Cancer by Muhammad Qasim Khan, Ayyaz Hussain, Saeed Ur Rehman, Umair Khan, Muazzam Maqsood, Kashif Mehmood, Muazzam A. Khan

    Published 2019-01-01
    “…Support vector machine (SVM) is utilized for the classification of skin cancer into melanoma and nevus. …”
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    Harmonic Classification with Enhancing Music Using Deep Learning Techniques by Wen Tang, Linlin Gu

    Published 2021-01-01
    “…Then, traditional classification is used to create the key classifier which is better than others or manually one. …”
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