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@article{ART003029631},
author={G. T. Kim and Won-Du Chang},
title={Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2023},
volume={9},
number={6},
pages={119-124},
doi={10.20465/KIOTS.2023.9.6.119}

TY - JOUR
AU - G. T. Kim
AU - Won-Du Chang
TI - Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network
JO - Journal of Internet of Things and Convergence
PY - 2023
VL - 9
IS - 6
PB - The Korea Internet of Things Society
SP - 119
EP - 124
SN - 2466-0078
AB - Deep learning has recently demonstrated conspicuous efficacy across diverse domains than traditional machine learning techniques, as the most popular approach for pattern recognition. The classification problems for tabular data, however, are remain for the area of traditional machine learning. This paper introduces a novel network module designed to tabular data into high-dimensional tensors. The module is integrated into conventional deep learning networks and subsequently applied to the classification of structured data. The proposed method undergoes training and validation on four datasets, culminating in an average accuracy of 90.22%. Notably, this performance surpasses that of the contemporary deep learning model, TabNet, by 2.55%p. The proposed approach acquires significance by virtue of its capacity to harness diverse network architectures, renowned for their superior performance in the domain of computer vision, for the analysis of tabular data.
KW - Deep Learning;Tabular data;Machine Learning;CNN;Pattern Classification
DO - 10.20465/KIOTS.2023.9.6.119
ER -

G. T. Kim and Won-Du Chang. (2023). Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network. Journal of Internet of Things and Convergence, 9(6), 119-124.

G. T. Kim and Won-Du Chang. 2023, "Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network", Journal of Internet of Things and Convergence, vol.9, no.6 pp.119-124. Available from: doi:10.20465/KIOTS.2023.9.6.119

G. T. Kim, Won-Du Chang "Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network" Journal of Internet of Things and Convergence 9.6 pp.119-124 (2023) : 119.

G. T. Kim, Won-Du Chang. Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network. 2023; 9(6), 119-124. Available from: doi:10.20465/KIOTS.2023.9.6.119

G. T. Kim and Won-Du Chang. "Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network" Journal of Internet of Things and Convergence 9, no.6 (2023) : 119-124.doi: 10.20465/KIOTS.2023.9.6.119

G. T. Kim; Won-Du Chang. Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network. Journal of Internet of Things and Convergence, 9(6), 119-124. doi: 10.20465/KIOTS.2023.9.6.119

G. T. Kim; Won-Du Chang. Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network. Journal of Internet of Things and Convergence. 2023; 9(6) 119-124. doi: 10.20465/KIOTS.2023.9.6.119

G. T. Kim, Won-Du Chang. Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network. 2023; 9(6), 119-124. Available from: doi:10.20465/KIOTS.2023.9.6.119

G. T. Kim and Won-Du Chang. "Classification of Tabular Data using High-Dimensional Mapping and Deep Learning Network" Journal of Internet of Things and Convergence 9, no.6 (2023) : 119-124.doi: 10.20465/KIOTS.2023.9.6.119