MLP AND DEFAULT ARTMAP NEURAL NETWORKS FOR BUSINESS CLASSIFICATION

被引：0

作者：

Nachev, Anatoli ^{[1
]}

Stoyanov, Borislav ^{[1
]}

机构：

[1] Natl Univ Ireland, Cairnes Sch Business & Econ, Galway, Ireland

来源：

INTELLIGENT DECISION MAKING SYSTEMS, VOL. 2 | 2010年

关键词：

BANKRUPTCY PREDICTION;

D O I：

10.1142/9789814295062_0028

中图分类号：

C93 [管理学]; O22 [运筹学];

学科分类号：

070105 ; 12 ; 1201 ; 1202 ; 120202 ;

摘要：

This study shows in an empirical form that a specific class of neural networks, Default ARTMAP, is superior to the most common MLP neural networks in predicting business insolvency Our experiments are based on data collected from 88 Irish firms over six years We experimented with different network parameters, variable selection, and daunt preprocessing Our results were verified and validated by several performance metrics, ROC analysis and leave-one-out cross-validation

引用

下载

页码：179 / 184

页数：6

共 50 条

[1] Comparative Analysis of Distributed, Default, IC, and Fuzzy ARTMAP Neural Networks for Classification of Malignant and Benign Lesions
Nachev, Anatoli
ARTIFICIAL INTELLIGENCE: METHODOLOGY, SYSTEMS, AND APPLICATIONS, AIMSA 2010, 2010, 6304 : 211 - 220
[2] Comparison of fuzzy ARTMAP and MLP neural networks for hand-written character recognition
Tay, YH
Khalid, M
ARTIFICIAL INTELLIGENCE IN REAL-TIME CONTROL 1997, 1998, : 325 - 333
[3] FUZZY, DISTRIBUTED, INSTANCE COUNTING, AND DEFAULT ARTMAP NEURAL NETWORKS FOR FINANCIAL DIAGNOSIS
Nachev, Anatoli
Hill, Seamus
Barry, Chris
Stoyanov, Borislav
INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2010, 9 (06) : 959 - 978
[4] Evolutionary Fuzzy ARTMAP Neural Networks for Classification of Semiconductor Defects
Tan, Shing Chiang
Watada, Junzo
Ibrahim, Zuwairie
Khalid, Marzuki
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 26 (05) : 933 - 950
[5] Classification of noisy signals using fuzzy ARTMAP neural networks
Charalampidis, D
Kasparis, T
Georgiopoulos, M
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2001, 12 (05): : 1023 - 1036
[6] Classification of noisy signals using fuzzy ARTMAP neural networks
Charalampidis, D
Georgiopoulos, M
Kasparis, T
IJCNN 2000: PROCEEDINGS OF THE IEEE-INNS-ENNS INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOL VI, 2000, : 53 - 58
[7] Default ARTMAP
Carpenter, GA
PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, : 1396 - 1401
[8] Classification of noisy patterns using ARTMAP-based neural networks
Charalampidis, D
Anagnostopoulos, G
Kasparis, T
Georgiopoulos, M
VISUAL INFORMATION PROCESSING IX, 2000, 4041 : 2 - 13
[9] Comparison of ARTMAP neural networks for classification for face recognition from video
Barry, M.
Granger, E.
IMAGE ANALYSIS AND RECOGNITION, PROCEEDINGS, 2007, 4633 : 794 - +
[10] Ischemia classification via ECG using MLP neural networks
Pelacz, J. I.
Dona, J. M.
Fornari, J. F.
Serra, G.
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2014, 7 (02) : 344 - 352

← 1 2 3 4 5 →