Publications

Publications

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Number of entries: 245 (필터 적용됨)
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Jo, Y., Kahng, H*., Kim, S.B.* (2024+). Deep semi-supervised regression via pseudo-label filtering and calibration, Applied Soft Computing, In Press.
Impact Factor: 8.7
#semi-supervised learning
International Paper
Deep Learning, Natural Language Processing
Jeong, J., Baek, I., Bang, B., Lee, J., Song, U., Kim, S.B. * (2024+). FALL: prior failure detection in large scale system based on language model, IEEE Transactions on Dependable and Secure Computing, In Press.
Impact Factor: 7.3
#fault detection #large language models
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Baek, I., Hwang, S., Kim, S.B.* (2024+). CowSSL:contrastive open-world semi-supervised learning for wafer bin map, Journal of Intelligent Manufacturing, In Press
#semi-supervised learning #wafer bin maps #open set
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Choi, J., Kim, S.B.* (2024+). Multi-stage process diagnosis networks in semiconductor manufacturing, IEEE Access, In Press.
DOI: 10.1109/ACCESS.2024.3375367
Impact Factor: 3.9
#semiconductor manufacturing #multi-sage process
International Paper
Deep Learning, Healthcare/Biomedicine
Ahn, S.H., Jo, Y.W., Park J.H., Kim, S.M., Kim, J.I., Kim, S.B., Lee, M.G., Lee, S.M.*, Kim., Y.H.* (2024+). Multimodal human action recognition for rehabilitation exercise of upper body for individuals with cerebral palsy, IEEE Transactions on Systems, Man, and Cybernetics: Systems, In Press
#human activity recognition #multimodal
International Paper
Deep Learning, Healthcare/Biomedicine
Lim, S., Lee, Y.J., Kim, S.B.* (2024). SWISS: signal-wise self-supervised learning to learn a multi-signal interaction for human activity recognition, Knowledge-Based Systems, Vol. 287, 111464 (March 5)
DOI: https://doi.org/10.1016/j.knosys.2024.111464
Impact Factor: 8.8
#self-supervised learning #signal #human activity recognition
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Cho, Y.S., Kim, S.B.* (2024+). Supervised contrastive learning for multisensor signals classification in automobile engine manufacturing, IEEE Transactions on Industrial Informatics, In Press.
Impact Factor: 12.3
#contrastive learning #automobile #sensors #multichannel
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Baek, I., Kim, S.B. (2024), Contrastive deep clustering for detecting new defect patterns in wafer bin maps, The International Journal of Advanced Manufacturing, Vol. 130, pp.3561-3571 (January 5)
DOI: 10.1007/s00170-023-12939-0
Impact Factor: 3.4
#wafer bin map #wafer #defects #open set
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Sim, S., Bae, J., Kim, S.B.*(2024). Robust semi-supervised regression for vehicle interior noise prediction, IEEE Access, Vol.12, pp.60-72.
DOI: 10.1109/ACCESS.2023.3347804
Impact Factor: 3.476
#sensor #monitoring #semi-supervised learning #signal
International Paper
Deep Learning, Reinforcement Learning, Game
Kim, J., Lee, Y.J., Heo, J., Park, J., Kim, J., Lim, S.R., Jeong, J., Kim, S.B.* (2023), Sample-efficient multi-agent reinforcement learning with masked reconstruction, PLOS ONE, 18(9): e0291545. https://doi.org/10.1371/journal.pone.0291545 (September 14)
DOI: https://doi.org/10.1371/journal.pone.0291545
Impact Factor: 3.7
#multi-agent #self-supervised learning
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Baek, M., Kim, S.B.*(2023). Failure detection and primary cause identification of multivariate time series data in semiconductor equipment, IEEE Access, Vol.11, pp.54636-54372 (May).
DOI: 10.1109/ACCESS.2023.3281407
Impact Factor: 3.476
#fault #equipment #time series #multichannel #semiconductor
International Paper
Machine Learning
Lee, J., Kim, Y*., Kim, S.B.* (2023). Noise-robust graph-based semi-supervised learning with dynamic shaving label propagation, Applied Soft Computing, Vol.142, 110371 (July)
DOI: https://doi.org/10.1016/j.asoc.2023.110371
Impact Factor: 8.263
#semi-supervised learning #graph
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Kwak, M., Lee, Y., Kim, S.B.* (2023). SWaCo: Safe wafer bin map classification with self-supervised contrastive learning, IEEE Transactions on Semiconductor Manufacturing, Vol. 36, Issue 3, pp. 416-424 (May).
DOI: 10.1109/TSM.2023.3280891
Impact Factor: 2.7
#semiconductor #wafer bin map #self-supervised learning #contrastive learning
International Paper
Deep Learning, Game
Kim, C., Bae, J., Baek, I., Jeong, J., Lee, Y.J., Park, K., Shim, S.H., Kim, S.B.*(2023). DESEM: Depthwise separable convolution-based multimodal deep learning for In-game action anticipation, IEEE Access, Vol.11, pp. 46504 - 46512, April 27.
DOI: 10.1109/ACCESS.2023.3271282
Impact Factor: 3.476
#convolutional neural network
International Paper
Deep Learning, Reinforcement Learning, Game
Lee, Y.J., Kim, J., Kwak, M., Park, Y.J.*, Kim, S.B.* (2023). STACoRe: Spatio-temporal and action-based contrastive representations for reinforcement learning in Atari, Neural Networks, Vol.160, Page 1-11 (March)
DOI: https://doi.org/10.1016/j.neunet.2022.12.018
Impact Factor: 9.657
#contrastive learning #game
International Paper
Machine Learning
Jen, H-C, Huff, B., LeBoulluec, A.K., Nasirian, B., Kim, S.B., Rosenberger, J.M., Chen, V.C.P. (2022). A discrete-event simulation tool for airport deicing activities: Dallas-Fort Worth International Airport, Simulation-Transactions of the Society for Modeling and Simulation International, Vol.98, Issue 12, pp.1097~1114 (December).
DOI: 10.1177/00375497221101064
Impact Factor: 1.377
#simulation
International Paper
Machine Learning, Deep Learning
Park, J., Y.J. Lee, Y. Jo, J. Kim, J.H, Han, J.H., Kim, K.J., Kim, Y.T., Kim, S.B.*(2022).Spatio−temporal network for sea fog forecasting, Sustainability, Vol.14, Issue 23, 16163.
DOI: 10.3390/su142316163
Impact Factor: 3.889
#image #multimodal #augmentation #prediction
International Paper
Deep Learning
Oh, H., Kim, S.B.*(2022). Multivariate time series open-set recognition using multi-feature extraction and reconstruction, IEEE Access, Vol.10, pp.120063-120073.
DOI: 10.1109/ACCESS.2022.3222310
Impact Factor: 3.476
#human activity recognition #sensor #multichannel #open set
International Paper
Deep Learning
Lee, M., Kim, S.B.*(2022). Sensor-based open-set human activity recognition using representation learning with mixup triplets, IEEE Access, Vol.10, pp.119333-119344.
DOI: 10.1109/ACCESS.2022.3221425
Impact Factor: 3.476
#sensor #monitoring #human activity recognition #open set #multichannel
International Paper
Machine Learning, Deep Learning
Lee, M., Kim, S.B.*(2022). HAPGNN: Hop-wise attentive PageRank-based graph neural network, Information Sciences, Volume 613, Pages 435-452. (October)
DOI: https://doi.org/10.1016/j.ins.2022.09.041
Impact Factor: 8.233
#Graph Neural Network
International Paper
Deep Learning
Bae, J., Lee, M., Kim, S.B.* (2022). Safe semi-supervised learning using a Bayesian neural network, Information Sciences, Vol. 612, Pages 453-464. (October)
DOI: 10.1016/j.ins.2022.08.094
Impact Factor: 8.233
#Bayesian #semi-supervised learning
International Paper
Deep Learning
Lee, H.K., Lee, J., Kim, S.B.* (2022). Boundary-focused generative adversarial networks for imbalanced and multimodal time series, IEEE Transactions on Knowledge and Data Engineering, Vol.34, No.9, pp. 4102-4118. (September)
DOI: 10.1109/TKDE.2022.3182327
Impact Factor: 9.235
#time series #imbalance #generative adversarial networks #multimodal
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Cho, Y.S., Kim, S.B.* (2022). Quality-discriminative localization of multisensor signals for root cause analysis, IEEE Transactions on Systems, Man, and Cybernetics: Systems, Vol. 52, No. 7, pp.4374-4387. (July)
DOI: https://doi.org/10.1109/TSMC.2021.3096529
Impact Factor: 13.451
#convolutional neural network #XAI #sensor #signal #equipment
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Lee, J., Kim, S.B.* (2022), Uncertainty-aware hierarchical segment-channel attention mechanism for reliable and interpretable multichannel signal classification, Neural Networks, Vol.150, pp. 68-86. (June)
DOI: https://doi.org/10.1016/j.neunet.2022.02.019
Impact Factor: 9.657
#signal #uncertainty #multichannel #neural networks
International Paper
Deep Learning, Game
Baek, I., Kim, S.B.* (2022). 3-dimensional convolutional neural networks for predicting StarCraft Ⅱ results and extracting key game situations, PLOS ONE, PLoS ONE 17(3): e0264550. (March)
DOI: https://doi.org/10.1371/journal.pone.0264550
Impact Factor: 3.24
#game #image #convolutional neural network
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Shin, W., Kahng, H., Kim, S.B.* (2022). Mixup-based classification of mixed-type defect patterns in wafer bin maps, Computers & Industrial Engineering, 167(1):107996. (February)
DOI: 10.1016/j.cie.2022.107996
Impact Factor: 5.431
#wafer #wafer bin map #image #semiconductor
International Paper
Machine Learning, Healthcare/Biomedicine
Lee, E. S.*, Kim, J. Y.*, Yoon, Kim, S.B., Kahng, H., Park, J., Kim, J., Lee, M., Hwang, H., Park, S.G. (2022). A machine learning-based study of the effects of air pollution and weather in respiratory disease patients visiting emergency departments, Emergency Medicine International, Vol.2022, Article ID 4462018, 20 pages
DOI: https://doi.org/10.1155/2022/4462018
Impact Factor: 1.112
#Emergency medical service
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Do, H., Lee, C., Kim, S.B. (2022). Hierarchical spatial-test attention network for explainable multiple wafer bin map classification, IEEE Transactions on Semiconductor Manufacturing, , Vol.35, No. 1, pp.78-86. (February)
DOI: 10.1109/TSM.2021.3121006
Impact Factor: 2.874
#XAI #classification #wafer bin map #wafer #image
International Paper
Machine Learning, Deep Learning, Quality Analytics/Smart Manufacturing
Moon, S., Cho, H., Koh, E., Cho, Y.S., Oh, H.L., Kim, Y.*, Kim, S.B.*​ (2022). Remanufacturing decision-making for gas insulated switchgear with remaining useful life prediction, Sustainability, 14(19), 12357.
DOI: https://doi.org/10.3390/su141912357
Impact Factor: 3.889
#remaining useful life #prediction
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Lee, M., Bae, J., Kim, S.B.* (2021). Uncertainty-aware soft sensor using Bayesian recurrent neural networks, Advanced Engineering Informatics, Vol.50, 101434. (October)
DOI: https://doi.org/10.1016/j.aei.2021.101434
Impact Factor: 5.603
#sensor #monitoring #fault #time series #recurrent neural network #Bayesian #uncertainty
International Paper
Deep Learning
Jo, Y., Lee, S., Lee, Y., Kahng, H., Park, S., Bae, S, Kim, M.K., Han, S.W., Kim, S.B. * (2021). Semantic segmentation of cabbage in the South Korea highlands with images by unmanned aerial vehicles, Applied Sciences, 11(10), 4493
DOI: https://doi.org/10.3390/app11104493
Impact Factor: 2.474
#image segmentation #image
International Paper
Deep Learning, Healthcare/Biomedicine, Reinforcement Learning
Lee, Y.J., Kahng, H., Kim, S.B. (2021). Generative adversarial networks for De Novo molecular design, Molecular Informatics, 40, 2100045.
DOI: https://doi.org/10.1002/minf.202100045
Impact Factor: 2.741
#bioinformatics #molecular #reinforcement learning #generative adversarial networks
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Lee, J., Do. H.*, Kwak M., Kahng, H., Kim, S.B. (2021). Hierarchical segment-channel attention network for explainable multichannel signal classification, Information Sciences, Vol. 567, pp.312-331. (August)
DOI: https://doi.org/10.1016/j.ins.2021.03.024
Impact Factor: 8.233
#sensor #monitoring #fault #time series
International Paper
Machine Learning, Healthcare/Biomedicine
Park, S.G., Kim, J-Y*, Yoon, Y-H, Lee, E. S., Kim, H-J, Kim, S.B., Kahng, H. (2021). Analysis of the adequacy of pre-hospital emergency medical services use of patients who visited emergency departments in Korea from 2016 to 2018: data from the national emergency department information system, Emergency Medicine International, Vol. 2021. Article ID 6647149.
DOI: https://doi.org/10.1155/2021/6647149
Impact Factor: 1.112
#Biomedicine #Emergency medical service #chemistry
International Paper
Machine Learning, Deep Learning, Quality Analytics/Smart Manufacturing
Kwak, M., Kim, S.B.*(2021). Unsupervised abnormal sensor signal detection with channelwise reconstruction errors, IEEE Access, Vol. 9, pp.39995-40007. (March)
DOI: 10.1109/ACCESS.2021.3064563
Impact Factor: 3.745
#signal #reconstruction errors #sensors
International Paper
Machine Learning
Kim, Y., Lee, M., Kim, S.B.* (2021). Swarm ascending: swarm intelligence-based exemplar group detection for robust clustering, Applied Soft Computing, Vol. 102, 107062. (April)
DOI: https://doi.org/10.1016/j.asoc.2020.107062
Impact Factor: 5.472
#clustering #machine learning
International Paper
Machine Learning, Deep Learning, Quality Analytics/Smart Manufacturing
Mok, C., Baek, I., Cho, Y.S., Kim, Y. *, Kim, S.B.* (2021), Pallet recognition with multi-task learning for automated guided vehicles, Applied Sciences, 11(24), 11808. (December)
DOI: https://doi.org/10.3390/app112411808
Impact Factor: 2.679
#image #multitask #vision
International Paper
Machine Learning, Deep Learning, Quality Analytics/Smart Manufacturing
Kahng, H., Kim, S.B.* (2021). Self-supervised representation learning for wafer bin map defect pattern classification, IEEE Transactions on Semiconductor Manufacturing, Vol. 34, No. 1, pp.74-86. (February)
DOI: 10.1109/TSM.2020.3038165
Impact Factor: 1.977
#wafer #wafer bin map #self-supervised learning #image
International Paper
Healthcare/Biomedicine, Reinforcement Learning
Ariyajunya, B., Ying, C*., Chen, V., Rosenberger, J., Kim, S.B. ​(2021). Addressing state space multicollinearity in solving an ozone pollution dynamic control problem, European Journal of Operational Research, Vol.289, Issue 2, pp.683-695 (March)
Impact Factor: 4.213
#pollution #optimization
International Paper
Machine Learning
Do, H., Cheon, M.-S., Kim, S.B.* (2020). Graph structured sparse subset selection, Information Sciences, Vol.518, pp.71-94. (May)
DOI: https://doi.org/10.1016/j.ins.2019.12.086
Impact Factor: 5.910
#feature selection #optimization
International Paper
Deep Learning, Reinforcement Learning, Game
Park, Y.J., Lee, Y.J., Kim, S.B.*(2020). Cooperative multi-agent reinforcement learning with approximate model learning , IEEE Access, Vol. 8, pp.125389-125400.
DOI: 10.1109/ACCESS.2020.3007219
Impact Factor: 3.745
#agent
International Paper
Machine Learning
Yu, J., Zhong, H., Kim, S.B.* (2020). An ensemble feature ranking algorithm for clustering analysis, Journal of Classification, Vol.32, No.2, pp.462-489.
DOI: https://doi.org/10.1007/s00357-019-09330-8
Impact Factor: 1.156
#clustering
International Paper
Deep Learning, Healthcare/Biomedicine
Kim, Y., Lee, J., Ahn, G., Santos, I.C., Schug, K., Kim, S.B.* (2020). Convolutional neural network for preprocessing-free bacterial spectra identification, Journal of Chemometrics, 34, e3304.
DOI: 10.1002/cem.3304
Impact Factor: 2.467
#convolutional neural network #bioinformatics #spectra
International Paper
Machine Learning
Lee, S., Kim, S.B.* (2020). Parallel simulated annealing with a greedy algorithm for Bayesian network structure learning, IEEE Transactions on Knowledge and Data Engineering, Vol.32, No.6, pp.1157-1166. (June)
DOI: 10.1109/TKDE.2019.2899096
Impact Factor: 4.935
#Bayesian network #simulated annealing #meta heuristic
International Paper
Machine Learning
Park, S.H., Kim, S.B.* (2020). Robust expected model change for active learning in regression, Applied Intelligence, Vol. 50, pp.296-313.
DOI: https://doi.org/10.1007/s10489-019-01519-z
Impact Factor: 3.325
#active learning
International Paper
Deep Learning, Quality Analytics/Smart Manufacturing
Lee, S., Kim, H.J., Kim, S.B.* (2020). Dynamic dispatching system using a deep denoising autoencoder for semiconductor manufacturing, Applied Soft Computing, Vol. 86, 105904 (January).
DOI: https://doi.org/10.1016/j.asoc.2019.105904
Impact Factor: 5.472
#semiconductor #autoencoder #logistics #dispatching
International Paper
Machine Learning, Quality Analytics/Smart Manufacturing
Lee, S., Kim, Y., Kahng, H., Lee, S.-K., Chung, S., Cheong, T., Shin, K., Park, J., Kim, S.B.* (2020). Intelligent traffic control for autonomous vehicle systems based on machine learning, Expert Systems with Applications, Vol. 144, 113074. (April)
DOI: https://doi.org/10.1016/j.eswa.2019.113074
Impact Factor: 5.452
#logistics #dispatching
International Paper
Machine Learning
Yu, J., Kim, S.B., Bai, J., Han, S.W. (2020). Comparative study on exponentially weighted moving average approaches for the self-starting forecasting, Applied Sciences, 10, 7351.
DOI: doi:10.3390/app10207351
Impact Factor: 2.474
#forecasting
International Paper
Machine Learning
Kim, Y., Do, H., Kim, S.B.* (2020). Outer-points shaver: robust graph-based clustering via node cutting, Pattern Recognition, Vol. 97, 107001. (January)
DOI: https://doi.org/10.1016/j.patcog.2019.107001
Impact Factor: 7.196
#clustering #graph #optimization
International Paper
Natural Language Processing
Sung, Y.Y., Kim, S.B.* (2020). Topical keyphrase extraction with hierarchical semantic networks, Decision Support Systems, Vol. 128, 113163. (January)
DOI: https://doi.org/10.1016/j.dss.2019.113163
Impact Factor: 4.721
#graph #text