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NTIS 바로가기사물인터넷융복합논문지 = Journal of internet of things and convergence, v.9 no.6, 2023년, pp.119 - 124
김경택 (부경대학교 인공지능융합학과) , 장원두 (부경대학교 컴퓨터.인공지능공학부)
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...
A.Krizhevsky, I.Sutskever and G.E.Hinton, "ImageNet Classification with Deep Convolutional Neural Networks," Advances in Neural Information Processing Systems 25, 2012.?
C.Szegedy, W.Liu, Y.Jia, P.Sermanet, S.Reed, D.Anguelov, D.Erhan, V.Vanhoucke and A.Rabinovich, "Going Deeper with Convolutions," Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp.1-9, 2015.?
A.Dosovitskiy, L.Beyer, A.Kolesnikov, D.Weissenborn, X.Zhai, T.Unterthiner, M.Dehghani, M.Minderer, G.Heigold, S.Gelly, J.Uszkoreit and N.Houlsby, "An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale," International Conference on Learning Representations, 2021.?
K.He, X.Zhang, S.Ren and J.Sun, "Deep Residual Learning for Image Recognition," Computer Vision and Pattern Recognition, pp.770-778, 2016.?
B.Lim, S.O.Arik, N.Loeff and T.Pfister, "Temporal Fusion Transformers for Interpretable Multi-Horizon Time Series Forecasting," International Journal of Forecasting, Vol.37, No.4, pp.1748-1764, 2021.?
J.Devlin, M.W.Chang, K.Lee and K.Toutanova. "BERT: Pre-Training of Deep Bidirectional Transformers for Language Understanding," Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Vo1.1, 2019.?
A.Vaswani, N.Shazeer, N.Parmar, J.Uszkoreit, L.Jones, A.N.Gomez, L.Kaiser and L.Polosukhin, "Attention Is All You Need," Advances in Neural Information Processing systems 30, pp.5998-6008, 2017.?
S.O.Arik and T.Pfister, "Tabnet: Attentive Interpretable Tabular Learning," Proceedings of the AAAI Conference on Artificial Intelligence, Vol.35, No.8, pp.6679-6687, 2021.?
R.Shwartz-Ziv and A.Armon, "Tabular Data: Deep Learning is Not All You Need," Information Fusion, Vol.81, pp.84-90, 2022.?
V.Borisov, T.Leemann, K.Sessler, J.Haug, M.Pawelczyk and G.Kansneci, "Deep Neural Networks and Tabular Data: A Survey," IEEE Transactions on Neural Networks and Learning Systems, 2022.?
I.Shavitt and E.Segal, "Regularization Learning Networks: Deep Learning for Tabulat Datasets," International Conference on Neural Information Processing Systems 31, pp.1379-1389, 2018.?
G.Somepalli, M.Goldblum, A.Schwarzschild, C.B.Bruss and T.Goldstein, "SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training," arXiv:2106.01342, 2021.?
L.Buturovic and D.Miljkovic, "A Novel Method for Classification of Tabular Data Using Convolutional Neural Network," BioRxiv, 2020.?
M.I.Iqbal, S.H.Mukta and A.R.Hasan, "A Dynamic Weighted Tabular Method for Convolutional Neural Networks," IEEE Acces, 10, pp.134183-134198, 2022.?
Y.Zhu, T.Brettin, F.Xia, A.Partin, M.Shukla, H.Yoo, Y.A.Evard, J.H.Doroshow and R.L.Stevens, "Converting Tabular Data into Images for Deep Learning With Convolutional Neural Networks," Scientific Reports 11.1, 2021.?
T.Chen and C.Guestrin, "XGBoost: A Scalable Tree Boosting System," The 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp.785-794, 2016.
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