Calculated based on number of publications stored in Pure and citations from Scopus
20202024

Research activity per year

Personal profile

In Korean

김수현 교수(데이터사이언스대학원 데이터사이언스학과)

Education

o (2018) B.S., Pusan National University, Korea
o (2020) M.S., Ulsan National Institute of Science and Technology, Korea
o (2023) Ph.D., Ulsan National Institute of Science and Technology, Korea

Professional Experience

o (2023~Present) Assistant Professor, Kyungpook National University, Daegu, Korea
o (2023~2023) Postdoctoral Researcher, Seoul National University, Seoul, Korea

Research Interests

Applied AI, Industrial AI, Graph Machine Learning and Deep Learning, Natural Language Processing, AI for Recommendation System, AI in Healthcare, Multi-modal Deep Learning, Privacy-preserving Machine Learning

Major Research Achievements

o HarmoSATE: Harmonized Embedding-based Self-attentive Encoder to Improve Accuracy of Privacy-preserving Federated Predictive Analysis
o Word2Vec-based Efficient Privacy-preserving Shared Representation Learning for Federated Recommendation System in a Cross-device Setting
o Diagnosis and Prescription for Household Financial Health via Risk Information-embedded Hierarchical AutoEncoder and Its Post-hoc Analysis
o Prediction of Type 2 Diabetes Using Genome-wide Polygenic Risk Score and Metabolic Information: A Machine Learning Analysis of Population-based 10-year Prospective Cohort Study
o Technology Opportunity Discovery using Deep Learning-based Text Mining and a Knowledge Graph
o Risk Score-embedded Deep Learning for Biological Age Estimation: Development and Validation
o A multi-stage data mining approach for liquid bulk cargo volume analysis based on bill of lading data
o Word2vec-based latent semantic analysis (W2V-LSA) for topic modeling: A study on blockchain technology trend analysis

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Expertise related to UN Sustainable Development Goals

In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):

  • SDG 3 - Good Health and Well-being

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Collaborations and top research areas from the last five years

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