Linear Discriminant Analysis: Classification of On-Surface and In-Air Handwriting

被引:0
|
作者
Jerkovic, Vera Miler [1 ]
Kojic, Vladimir [1 ]
Popovic, Mirjana B. [1 ]
机构
[1] Univ Belgrade, Sch Elect Engn, 73 Bulevar Kralja Aleksandra, Belgrade 11020, Serbia
关键词
handwriting features; information theory; multi-class linear discriminant analysis;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In this paper, we present the methodology for evaluation of kinematic parameters obtained from on-surface and in-air handwriting movements by implementing the information theory and the multi-class linear discriminant analysis. The study included 41 healthy subjects which task was to write on the digitalized tablet. Results of handwriting the two words in Serbian Latin alphabet (Tia Solaj) suggest that kinematic features obtained from in-air trajectories is as important as handwriting features obtained from on-surface trajectories for handwriting classification.
引用
收藏
页码:460 / 463
页数:4
相关论文
共 50 条
  • [31] Correction to: A Comparative Study of In-Air Trajectories at Short and Long Distances in Online Handwriting
    Carlos Alonso-Martinez
    Marcos Faundez-Zanuy
    Jiri Mekyska
    Cognitive Computation, 2018, 10 : 874 - 874
  • [32] Organ analysis and classification using principal component and linear discriminant analysis
    Horsthemke, William H.
    Raicu, Daniela S.
    MEDICAL IMAGING 2007: IMAGE PROCESSING, PTS 1-3, 2007, 6512
  • [33] MINERAL WATERS CLASSIFICATION USING FUZZY LINEAR DISCRIMINANT ANALYSIS
    Guidea, Alexandrina
    Gaceanu, Radu D.
    Pop, Horia F.
    Sarbu, Costel
    STUDIA UNIVERSITATIS BABES-BOLYAI CHEMIA, 2020, 65 (02): : 45 - 56
  • [34] Classification of pathological and normal voice based on linear discriminant analysis
    Lee, Ji-Yeoun
    Jeong, SangBae
    Hahn, Minsoo
    ADAPTIVE AND NATURAL COMPUTING ALGORITHMS, PT 2, 2007, 4432 : 382 - +
  • [35] Dimensionality reduction and linear discriminant analysis for hyperspectral image classification
    Du, Qian
    Younan, Nicolas H.
    KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 3, PROCEEDINGS, 2008, 5179 : 392 - 399
  • [36] Fast Orthogonal Linear Discriminant Analysis with Applications to Image Classification
    Ye, Q. L.
    Ye, N.
    Zhang, H. F.
    Zhao, C. X.
    PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2014, : 299 - 306
  • [37] A Harmonic Mean Linear Discriminant Analysis for Robust Image Classification
    Zheng, Shuai
    Nie, Feiping
    Ding, Chris
    Iluang, Heng
    2016 IEEE 28TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2016), 2016, : 402 - 409
  • [38] Linear Discriminant Analysis Representation and CRC Representation for Image Classification
    Tian, Chunwei
    Zhang, Qi
    Sun, Guanglu
    Sun, Yuan
    2016 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2016, : 755 - 760
  • [39] Classification of adolescent psychotic disorders using linear discriminant analysis
    Pardo, Patricia J.
    Georgopoulos, Apostolos P.
    Kenny, John T.
    Stuve, Traci A.
    Findling, Robert L.
    Schulz, S. Charles
    SCHIZOPHRENIA RESEARCH, 2006, 87 (1-3) : 297 - 306
  • [40] A Linear Discriminant Analysis and Classification Model for Breast Cancer Diagnosis
    Adebiyi, Marion Olubunmi
    Arowolo, Micheal Olaolu
    Mshelia, Moses Damilola
    Olugbara, Oludayo O.
    APPLIED SCIENCES-BASEL, 2022, 12 (22):