Multidimensional Bernstein polynomials and Bezier curves: Analysis of machine learning algorithm for facial expression recognition based on curvature

被引:15
|
作者
Kucukoglu, Irem [1 ]
Simsek, Buket [2 ]
Simsek, Yilmaz [3 ]
机构
[1] Alanya Alaaddin Keykubat Univ, Fac Engn, Dept Engn Fundamental Sci, TR-07425 Antalya, Turkey
[2] Akdeniz Univ, Fac Engn, Dept Elect Elect Engn, Antalya, Turkey
[3] Univ Akdeniz, Fac Sci, Dept Math, TR-07058 Antalya, Turkey
关键词
Facial expression recognition; Machine learning; Bezier curve; Generating function; Statistical evaluations; Bernstein basis function; GENERATING-FUNCTIONS;
D O I
10.1016/j.amc.2018.10.012
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, by using partial derivative formulas of generating functions for the multidimensional unification of the Bernstein basis functions and their functional equations, we derive derivative formulas and identities for these basis functions and their generating functions. We also give a conjecture and some open questions related to not only subdivision property of these basis functions, but also solutions of a higher-order special differential equations. Moreover, we provide an implementation for a real world problem of human facial expression recognition with the help of curvature of Bezier curves whose machine learning supported by statistical evaluations on feature vectors using in the aforementioned machine learning algorithm. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:150 / 162
页数:13
相关论文
共 50 条
  • [31] A fast facial expression recognition algorithm in the teaching and learning environments
    Xie, Xiaohong
    [J]. OPTOELECTRONIC IMAGING AND MULTIMEDIA TECHNOLOGY IX, 2022, 12317
  • [32] Micro-Facial Expression Recognition Based on Deep-Rooted Learning Algorithm
    Lalitha, S. D.
    Thyagharajan, K. K.
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2019, 12 (02) : 903 - 913
  • [33] Micro-Facial Expression Recognition Based on Deep-Rooted Learning Algorithm
    S. D. Lalitha
    K. K. Thyagharajan
    [J]. International Journal of Computational Intelligence Systems, 2019, 12 : 903 - 913
  • [34] HOG Based Facial Recognition Approach Using Viola Jones Algorithm and Extreme Learning Machine
    Sehra, Khushwant
    Rajpal, Ankit
    Mishra, Anurag
    Chetty, Girija
    [J]. COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2019, PT V: 19TH INTERNATIONAL CONFERENCE, SAINT PETERSBURG, RUSSIA, JULY 14, 2019, PROCEEDINGS, PART V, 2019, 11623 : 423 - 435
  • [35] Facial expression recognition based on linear discriminant locality preserving analysis algorithm
    [J]. Wang, Y. (wangyan@lut.cn), 2013, Binary Information Press, Flat F 8th Floor, Block 3, Tanner Garden, 18 Tanner Road, Hong Kong (10):
  • [36] A Facial Expression Recognition Algorithm based on Feature Fusion
    Chen, Fengjun
    Wang, Zhiliang
    Xu, Zhengguang
    Wang, Yujie
    Liu, Fang
    [J]. PACIIA: 2008 PACIFIC-ASIA WORKSHOP ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION, VOLS 1-3, PROCEEDINGS, 2008, : 364 - 368
  • [37] A recognition algorithm for workpieces based on the machine learning
    Yang, Linjie
    Dong, Yuncheng
    Zhuang, Jiafu
    Li, Jun
    [J]. 2018 11TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 2, 2018, : 371 - 375
  • [38] Using a sparse learning relevance vector machine in facial expression recognition
    Wong, W. S.
    Chan, W.
    Datcu, D.
    Rothkrantz, L. J. M.
    [J]. EUROMEDIA '2006, 2006, : 33 - +
  • [39] Facial Expression Recognition With Machine Learning and Assessment of Distress in Patients With Cancer
    Chen, Linyan
    Ma, Xiangtian
    Zhu, Ning
    Xue, Heyu
    Zeng, Hao
    Chen, Huaying
    Wang, Xupeng
    Ma, Xuelei
    [J]. ONCOLOGY NURSING FORUM, 2021, 48 (01) : 81 - 93
  • [40] Fusion of Machine Learning and Privacy Preserving for Secure Facial Expression Recognition
    Ullah, Asad
    Wang, Jing
    Anwar, M. Shahid
    Ahmad, Arshad
    Nazir, Shah
    Khan, Habib Ullah
    Fei, Zesong
    [J]. SECURITY AND COMMUNICATION NETWORKS, 2021, 2021