A modular classification scheme with elastic net models for handwritten digit recognition

被引：0

作者：

Zhang, BL ^{[1
]}

Fu, MY ^{[1
]}

Yan, H ^{[1
]}

机构：

[1] Univ Newcastle, Dept Elect & Comp Engn, Newcastle, NSW 2308, Australia

来源：

FOURTEENTH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1 AND 2 | 1998年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper describes a modular classification system for handwritten digit recognition based on the elastic net model. We use ten separate elastic nets to capture different features in the ten classes of handwritten digits and represent an input sample from the activations in each net by population decoding. Compared with traditional neural net works based discriminant classifiers, our scheme features fast training and high recognition accuracy.

引用

页码：1859 / 1861

页数：3

共 50 条

[1] Classification Functions for Handwritten Digit Recognition
Sasao, Tsutomu
Horikawa, Yuto
Iguchi, Yukihiro
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2021, E104D (08) : 1076 - 1082
[2] Steady Model for Classification of Handwritten Digit Recognition
Ghosh, Anujay
Pavate, Aruna
Gholam, Vidit
Shenoy, Gauri
Mahadik, Shefali
INNOVATION IN ELECTRICAL POWER ENGINEERING, COMMUNICATION, AND COMPUTING TECHNOLOGY, IEPCCT 2019, 2020, 630 : 401 - 412
[3] Handwritten Digit Recognition Based on Classification Functions
Sasao, Tsutomu
Horikawa, Yuto
Iguchi, Yukihiro
2020 IEEE 50TH INTERNATIONAL SYMPOSIUM ON MULTIPLE-VALUED LOGIC (ISMVL 2020), 2020, : 124 - 129
[4] Using generative models for handwritten digit recognition
Revow, M
Williams, CKI
Hinton, GE
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1996, 18 (06) : 592 - 606
[5] Improvements on handwritten digit recognition by cooperation of modular neural networks
Perez, CA
Galdames, PA
Holzmann, CA
1998 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5, 1998, : 4172 - 4177
[6] Discriminative Bernoulli Mixture Models for Handwritten Digit Recognition
Gimenez, Adria
Andres-Ferrer, J.
Juan, Alfons
Serrano, Nicolas
11TH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2011), 2011, : 558 - 562
[7] Cloud-based efficient scheme for handwritten digit recognition
Zeeshan Shaukat
Saqib Ali
Qurat ul Ain Farooq
Chuangbai Xiao
Sana Sahiba
Allah Ditta
Multimedia Tools and Applications, 2020, 79 : 29537 - 29549
[8] An Application of Data Compression Models to Handwritten Digit Classification
Pinho, Armando J.
Pratas, Diogo
ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, ACIVS 2018, 2018, 11182 : 487 - 495
[9] Cloud-based efficient scheme for handwritten digit recognition
Shaukat, Zeeshan
Ali, Saqib
Farooq, Qurat ul Ain
Xiao, Chuangbai
Sahiba, Sana
Ditta, Allah
MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (39-40) : 29537 - 29549
[10] Fragmented handwritten digit recognition using grading scheme and fuzzy rules
Jyotismita Chaki
Nilanjan Dey
Sādhanā, 2020, 45

← 1 2 3 4 5 →