DataGen: a generator of datasets for evaluation of classification algorithms

被引：13

作者：

Rachkovskij, DA ^{[1
]}

Kussul, EM ^{[1
]}

机构：

[1] Ukrainian Acad Sci, Cybernet Ctr, UA-252650 Kiev, Ukraine

来源：

PATTERN RECOGNITION LETTERS | 1998年 / 19卷 / 07期

关键词：

benchmarking; evaluation; classification; supervised learning; datasets; data generator; synthetic data;

D O I：

10.1016/S0167-8655(98)00053-1

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Dataset generators are useful for the evaluation of an algorithm's performance because they allow control of the characteristics and amount of data used for benchmarking. We propose a dataset generator called DataGen that allows varying the number of input features and output classes, the complexity and realizations of class regions, the distributions of data samples, the noise level, the number of data samples. A C language listing of basic DataCen version is provided. (C) 1998 Published by Elsevier Science B.V. All rights reserved.

引用

页码：537 / 544

页数：8

共 50 条

[31] POSSIBILISTIC METHODOLOGY FOR THE EVALUATION OF CLASSIFICATION ALGORITHMS
Hryniewicz, Olgierd
ICSOFT 2011: PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON SOFTWARE AND DATABASE TECHNOLOGIES, VOL 2, 2011, : 313 - 322
[32] Dealing with the evaluation of supervised classification algorithms
Guzman Santafe
Iñaki Inza
Jose A. Lozano
Artificial Intelligence Review, 2015, 44 : 467 - 508
[33] Dealing with the evaluation of supervised classification algorithms
Santafe, Guzman
Inza, Inaki
Lozano, Jose A.
ARTIFICIAL INTELLIGENCE REVIEW, 2015, 44 (04) : 467 - 508
[34] Classification Comparison of Machine Learning Algorithms Using Two Independent CAD Datasets
Yuvali, Meliz
Yaman, Belma
Tosun, Oezguer
MATHEMATICS, 2022, 10 (03)
[35] Comparative analysis of weka-based classification algorithms on medical diagnosis datasets
Dou, Yifeng
Meng, Wentao
TECHNOLOGY AND HEALTH CARE, 2023, 31 : S397 - S408
[36] Mammographic feature generator for evaluation of image analysis algorithms
Nappi, JJ
Dean, PB
IMAGE PROCESSING - MEDICAL IMAGING 1997, PTS 1 AND 2, 1997, 3034 : 911 - 918
[37] Stability of Feature Selection Algorithms for Classification in High-Throughput Genomics Datasets
Moulos, Panagiotis
Kanaris, Ioannis
Bontempi, Gianluca
2013 IEEE 13TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE), 2013,
[38] Feature Selection and Classification of Clinical Datasets Using Bioinspired Algorithms and Super Learner
Murugesan, S.
Bhuvaneswaran, R. S.
Khanna Nehemiah, H.
Keerthana Sankari, S.
Nancy Jane, Y.
COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2021, 2021
[39] Privacy-Friendly Datasets of Synthetic Fingerprints for Evaluation of Biometric Algorithms
Makrushin, Andrey
Mannam, Venkata Srinath
Dittmann, Jana
APPLIED SCIENCES-BASEL, 2023, 13 (18):
[40] Evaluation of single -cell RNAseq labelling algorithms using cancer datasets
Christensen, Erik
Luo, Ping
Turinsky, Andrei
Husic, Mia
Mahalanabis, Alaina
Naidas, Alaine
Diaz-Mejia, Juan Javier
Brudno, Michael
Pugh, Trevor
Ramani, Arun
Shooshtari, Parisa
BRIEFINGS IN BIOINFORMATICS, 2023, 24 (01)

← 1 2 3 4 5 →