Post-Doctoral Researcher
Department of Physiology,
Ajou University School of Medicine
E-mail: pshong513@ajou.ac.kr
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Researches on machine learning algorithms and those applications in various fields
Ajou University, Suwon, Republic of Korea (March 2009 - August 2022)
Daegu Science High School, Daegu, Republic of Korea (March 2006 - February 2009)
[ † Equally contributed authors & * Corresponding authors ]
[23] Sunghong Park, Hyun Goo Woo*, Hyunjung Shin* et al. “Semi-Supervised Mutual Domain Adaptation for Multiple Heterogenous Data”. (In Preparation) (2024)
[22] Sunghong Park†, Masaud Shah†, Hyunjung Shin*, Hyun Goo Woo*. “Graph-based multi-domain knowledge learning for identifying novel drug-target associations”. (In Preparation) (2024)
[21] Sunghong Park†, Doyoon Kim†, Dong-gi Lee†, Sang-Hyuk Jung, Dokyoon Kim*, Hyun Goo Woo*, Hyunjung Shin*. “MuSiG-PRS: multiple SNP-SNP interactions-aware graph neural network for polygenic risk scoring of Alzheimer’s disease”. (In Preparation) (2024)
[20] Sunghong Park†, Dong-gi Lee†, Yonghyun Nam, Dokyoon Kim*, Hyun Goo Woo*, Hyunjung Shin*. “ImGENIUS: plasma proteomic profiling of neurodegenerative biomarkers using interpretable multiplex graph neural networks”. (In Preparation) (2024)
[19] Sunghong Park†, Dong-gi Lee†, Yonghyun Nam, Dokyoon Kim*, Hyun Goo Woo*, Hyunjung Shin*. “BiGPN: biologically informed graph propagational network for plasma proteomic profiling of neurodegenerative biomarkers”. (In Preparation) (2024)
[18] Sunghong Park†, Dong-gi Lee†, Yonghyun Nam, Dokyoon Kim*, Hyun Goo Woo*, Hyunjung Shin*. “PPIxGPN: PPI-aware explainable graph propagational network for plasma proteomic profiling of neurodegeneration-associated biomarkers”. (In Preparation) (2024)
[17] Sunghong Park†, Dong-gi Lee†, Yonghyun Nam, Dokyoon Kim*, Hyun Goo Woo*, Hyunjung Shin*. “SeMantiK: semi-supervised multiplex graph domain adaptation for identifying key genes with disease-specific PPI networks”. (In Preparation) (2024)
[16] Sunghong Park†, Hyun Jin Hwang†, Hyun Goo Woo* et al. “Graph-based Multi-view Clustering with Adaptive Anchor for Subtype Classification of Tumors in Whole Slide Images”. (In Preparation) (2024)
[15] Sunghong Park†, Seung Ho Kim†, Hyun Goo Woo* et al. “MoTeR-CLAM: Morphological and Textural Representation-based Classification and Localization of Tumors in Whole Slide Images”. (In Preparation) (2024)
[14] Sunghong Park, Hyun Goo Woo* et al. “Label-free Classification and Localization of Tumors in Whole Slide Images with Multi-view Feature Representation-based One-way Domain Adaptation”. (In Preparation) (2024)
[13] Sunghong Park†, Doyoon Kim†, Hyunjung Shin*, Hyun Goo Woo* et al. “Machine Learning-Based Prediction of Neuropathological Subtypes of Dementia with Plasma Biomarkers”. (Submitted to) JAMA Network Open (2024)
[12] Sunghong Park†, Dong-gi Lee†, Hyun Goo Woo*, Hyunjung Shin* et al. “Explainable multiplex graph propagation network with multimodal neuroimage integration for dementia subtype diagnosis”. (Submitted to) IEEE Transactions on Neural Networks and Learning Systems (2024)
[11] Sunghong Park†, Dong-gi Lee†, Juhyeon Kim†, Hyunjung Shin*, Hyun Goo Woo* et al. “NetPRS: SNP interaction aware network-based polygenic risk score for Alzheimer’s disease”. (Submitted to) IEEE EMBS BHI 2024 Conference (2024)
[10] Sunghong Park†, Yonghyun Nam†, Kanghee Park, Hyun Goo Woo*, Hyunjung Shin*. “Multiplex Graph Domain Adaptation for Semi-Supervised Learning”. (Submitted to) IEEE Transactions on Knowledge and Data Engineering (2024)
[9] Sunghong Park, Hyunjung Shin* et al. “Prospective Domain Adaptation for Longitudinal Data”. (Submitted to) Knowledge-Based Systems (2024)
[8] Sunghong Park†, Doyoon Kim†, Heirim Lee, Chang Hyung Hong, Sang Joon Son, Hyun Woong Roh, Dokyoon Kim, Yonghyun Nam, Dong-gi Lee, Hyunjung Shin*, Hyun Goo Woo*. “Plasma protein-based identification of imaging-driven subtypes in mild cognitive impairment via protein-protein interaction aware explainable graph propagational network”. Computers in Biology and Medicine, 183:109303, December 2024. (JCR2023 - IF=7.0 / Top 2.3%) [Paper]
[7] Sunghong Park, Chang Hyung Hong, Sang Joon Son, Hyun Woong Roh, Doyoon Kim, Hyunjung Shin*, Hyun Goo Woo*. “Identification of molecular subtypes of dementia by using blood-proteins interaction-aware graph propagational network”. Briefings in Bioinformatics, 25(5):bbae428, September 2024. (JCR2023 - IF=6.8 / Top 4.1%) [Paper]
[6] Sunghong Park, Sang Joon Son, Kanghee Park, Yonghyun Nam, Hyunjung Shin*. “In-house data adaptation to public data: multisite MRI harmonization to predict Alzheimer’s disease conversion”. Expert Systems with Applications, 238:122253, March 2024. (JCR2022 - IF=8.5 / Top 6.4%) [Paper]
[5] Sunghong Park†, Kanghee Park†, Hyunjung Shin*. “Network based Enterprise Profiling with Semi-Supervised Learning”. Expert Systems with Applications, 238:121716, March 2024. (JCR2022 - IF=8.5 / Top 6.4%) [Paper]
[4] Sunghong Park, Myung Jun Kim, Kanghee Park, Hyunjung Shin*. “Mutual Domain Adaptation”. Pattern Recognition, 145:109919, January 2024. (JCR2022 - IF=8.0 / Top 10.7%) [Paper]
[3] Sunghong Park, Chang Hyung Hong, Dong-gi Lee, Kanghee Park, Hyunjung Shin*. “Prospective classification of Alzheimer’s disease conversion from mild cognitive impairment”. Neural Networks, 164:335-344, July 2023. (JCR2022 - IF=7.8 / Top 9.4%) [Paper]
[2] Sunghong Park, Junhee Cho, Kanghee Park, Hyunjung Shin*. “Customer sentiment analysis with more sensibility”. Engineering Applications of Artificial Intelligence, 104:104356, September 2021. (JCR2020 - IF=6.212 / Top 7.222%) [Paper]
[1] Sunghong Park, Dong-gi Lee, Hyunjung Shin*. “Network Mirroring for Drug Repositioning”. BMC Medical Informatics and Decision Making, 17:1-11, May 2017. (JCR2015 - IF=2.042 / Top 42.500%) [Paper]
[ † Equally contributed authors & * Corresponding authors ]
[30] Sunghong Park, Kanghee Park, Hyunjung Shin*. “Domain adaptation based multi-graph integration for semi-supervised learning”. Proc. of Korea Computer Congress 2022 (KCC 2022), June 2022, Jeju (Korea).
[29] Sunghong Park, Sang Joon Son, Yonghyun Nam, Hyunjung Shin*. “Predicting Alzheimer’s disease progression using multi-site domain adaptation”. Proc. of Korea Computer Congress 2022 (KCC 2022), June 2022, Jeju (Korea).
[28] Sunghong Park, Dong-gi Lee, Chang Hyung Hong, Hyunjung Shin*. “Prospective Classification for Predicting Alzheimer’s Disease Progression”. Proc. of Korea Computer Congress 2022 (KCC 2022), June 2022, Jeju (Korea).
[27] Sunghong Park, Kanghee Park, Hyunjung Shin*. “Semi-supervised learning using domain adaptation-based multi-graph integration”. Proc. of the Korean Institute of Industrial Engineers Conference (KIIE 2022 Spring), June 2022, Jeju (Korea).
[26] Sunghong Park, Sang Joon Son, Yonghyun Nam, Hyunjung Shin*. “Dementia progression prediction using multi-site domain adaptation”. Proc. of the Korean Institute of Industrial Engineers Conference (KIIE 2022 Spring), June 2022, Jeju (Korea).
[25] Sunghong Park, Dong-gi Lee, Chang Hyung Hong, Hyunjung Shin*. “A Prospective Classification Algorithm for Predicting Dementia Progression”. Proc. of the Korean Institute of Industrial Engineers Conference (KIIE 2022 Spring), June 2022, Jeju (Korea).
[24] Dong-gi Lee, Junhee Cho, Myungjun Kim, Sunghong Park, Hyunjung Shin*. “Learning Neural Networks without Lazy Weights”, Proc. of 2022 International Conference on Big Data and Smart Computing (BIGCOMP 2022).
[23] Myeonggeon Park, Sunghong Park, Hyunjung Shin*. “Literature Representation using Character Networks based on Sentiment Analysis”, Proc. of 2022 International Conference on Big Data and Smart Computing (BIGCOMP 2022).
[22] Sunghong Park, Myungjun Kim, Hyunjung Shin*. “Mutual Label Propagation with Domain Adaptation based Semi-Supervised Learning”. Proc. of the Korean Institute of Industrial Engineers Conference (KIIE 2021 Spring), June 2021, Jeju (Korea).
[21] Myeonggeon Park, Sunghong Park, Hyunjung Shin*. “Network based Sentiment Analysis for Narrative Representation”. Proc. of the Korean Institute of Industrial Engineers Conference (KIIE 2021 Spring), June 2021, Jeju (Korea).
[20] Sunghong Park, Myungjun Kim, Hyunjung Shin*. “Mutual Semi-Supervised Learning”. Proc. of Korea Software Congress 2020 (KSC 2020), December 2020, Online conference.
[19] Myeonggeon Park, Sunghong Park, Sunjoo Bang, Hyunjung Shin*. “Clustering Novels with Character Sentiment Network”. Proc. Of Korea Software Congress 2020 (KSC 2020), December 2020, Online conference.
[18] Myeonggeon Park, Sunghong Park, Sunjoo Bang, Hyunjung Shin*. “Extracting Novel Vectors based on Character Network”. Proc. of the Korea Data Mining Society Conference Conference (KDMS 2020 Fall), November 2020, Seoul (Korea).
[17] Jong Ho Jhee, Sunghong Park, Hyunjung Shin*. “Graph Classification with Gromov-Wasserstein Distance via Heat Kernel”. Proc. of Korea Software Congress 2019 (KSC 2019), December 2019, PyeongChang (Korea).
[16] Sunghong Park, Kanghee Park, Hyunjung Shin*. “Design of Enterprise Evalulation and Potential Prospect Index using Machine Learning”. Proc. of the Korean Institute of Industrial Engineers Conference (KIIE 2019 Fall), November 2019, Seoul (Korea).
[15] Sunghong Park, Kanghee Park, Hyunjung Shin*. “Machine Learning based Enterprise Evaluation Model using Financial Information”. Proc. of Korea Software Congress 2018 (KSC2018), December 2019, PyeongChang (Korea).
[14] Sunghong Park, Kanghee Park and Hyunjung Shin*. “Machine Learning based Enterprise Prospect Evaluation”. 2019 International Joint Conference on AI & Data Science: Mathematics and Applications, Suwon (Korea).
[13] Sunghong Park, Kanghee Park, Hyunjung Shin*. “Financial Information based Enterprise Evaluation Model with Semi-Supervised Learning”. Proc. of the Korea Data Mining Society Conference Conference (KDMS 2018 Fall), November 2018, Seoul (Korea).
[12] Sunghong Park, Kanghee Park, Hyunjung Shin*. “Semi-Supervised Learning based Korean Sentiment Dictionary Construction with SentiWordNet”. Proc. of the Korea Data Mining Society Conference Conference (KDMS 2018 Fall), November 2018, Seoul (Korea).
[11] Dong-gi Lee, Myungjun Kim, Sunghong Park, Hyunjung Shin*. “Causal Disease Chains from Various Biomedical data”, Proc. of 17th European Conference on Computational Biology 2018 (ECCB 2018).
[10] Sunghong Park, Dong-gi Lee, Hyunjung Shin*. “SentiWordNet based Korean Sentiment Dictionary Construction via Machine Learning”. Proc. of Korea Computer Congress 2018 (KCC 2018), June 2018, Jeju (Korea).
[9] Dong-gi Lee, Myungjun Kim, Sunghong Park, Hyunjung Shin*. “Inference on Chains of Disease Causal Relationship based on k-shortest Path Algorithm”. Proc. of Korea Computer Congress 2018 (KCC2018), June 2018, Jeju (Korea).
[8] Sunghong Park, Junhee Cho, Hyunjung Shin*. “Sentiment Dictionary Construction and Customer Evaluation Analysis via Machine Learning”. Proc. of the Business Intelligence and Data Mining Conference (BIDM 2018 Spring).
[7] Sunghong Park, Hyunjung Shin*. “Analysis of Word Polarity Expansion and Emotion Inducing Factors in Sentiment Analysis”. Proc. of The Korean Software Congress 2017 (KSC 2017), December 2017, Busan (Korea).
[6] Sunghong Park, Dong-gi Lee, Hyunjung Shin*. “Mirroring Disease Networks for Drug Repositioning”. Proc. of the Korean Society for Cognitive Science (KSCS 2017), May 2017, Seoul (Korea).
[5] Sunghong Park, Dong-gi Lee, Hyunjung Shin*. “Machine Learning Algorithm for Drug Repositioning”. Proc. of the Business Intelligence and Data Mining Conference (BIDM 2016 Fall), November 2016, Seoul (Korea)*.
[4] Sunghong Park, Dong-gi Lee, Hyunjung Shin*. “Network Mirroring for Drug Repositioning”, Proc. of Translational Bioinformatics Conference 2016 (TBC 2016).
[3] Sunghong Park, Dong-gi Lee and Hyunjung Shin*. “Drug Repositioning with Disease Network Reflection”, Proc. of the BIOINFO 2016 (BIOINFO 2016).
[2] Jiwoo Han, Kangsik Shin, Kilyong Lee, Kyunghye Kim, Minsoo Kim, Sunghong Park, Hyunjung Shin*. “Development plan for successful PyeongChang 2018 Olympic”. Proc. of Joint Conference on Management Science and Industrial Engineering, April 2016, Jeju (Korea).
[1] Sunghong Park, Dong-gi Lee, Hyunjung Shin*. “Network Mirroring for Drug Repositioning”. Proc. of Joint Conference on Management Science and Industrial Engineering (MSIE 2016), April 2016, Jeju (Korea).