General Information

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Shinjae Yoo

Associate Computational Scientist

Education

  • Ph.D., Carnegie Mellon University
  • M.S., Carnegie Mellon University
  • M.S., Seoul National University, Korea
  • B.E., Soong-sil University, Korea

Areas of Interest

  • Large scale scientific data mining (climate, biology, astronomy, physics, etc)
  • Text mining
  • Social network analysis (email prioritization, social media analysis)

Experience

  • October 2011 – present, Assistant Computational Scientist, Brookhaven National Laboratory
  • June 2010 - September 2011, Research Associate, Brookhaven National Laboratory

Publications (since 2010)

 

Hao Huang, Shinjae Yoo, Dantong Yu, Hong Qin, "Density-aware Clustering based on Aggregated Heat Kernel and Its Transformation". ACM Transactions on Knowledge Discovery from Data (TKDD) (accepted).

Jin Xu, Shinjae Yoo, Dantong Yu, Dong Huang, John Heiser, Paul Kalb, "Solar Irradiance Forecasting using Multi-layer Cloud Tracking and Numerical Weather Prediction". ACM Symposium on Applied Computing (SAC) 2015 (accepted). 
Hao Huang, Shinjae Yoo, Dantong Yu, Hong Qin, "Diverse Power Iteration Embeddings and Its Applications". IEEE International Conference on Data Mining (ICDM), 2014.
 
Hao Huang, Shinjae Yoo, Dantong Yu, Hong Qin, "Noise-Resistant Unsupervised Feature Selection via Multi-Perspective Correlations". IEEE International Conference on Data Mining (ICDM), 2014.
Hao Huang, Hong Qin, Shinjae Yoo, Dantong Yu, "Physics-based Anomaly Detection Defined on Manifold Space". ACM Transactions on Knowledge Discovery from Data (TKDD), Vol. 9(2), September, 2014.
Zhenzhou Peng, Shinjae Yoo, Dantong Yu, Dong Huang, Paul Kalb, John Heiser, "3D Cloud Detection and Tracking for Solar Forecast using Multiple Sky Imagers". ACM Symposium on Applied Computing (SAC) 2014.
Hao Huang, Shinjae Yoo, Konstantine Kaznatcheev, Kevin Yager, Fang Lu, Dantong Yu, Oleg Gang, Hong Qin, "Diffusion-based Clustering Analysis of Coherent X-ray Scattering Patterns of Self-assembled Nanoparticles". ACM Symposium on Applied Computing (SAC) 2014.
 
Shun Yao, Shinjae Yoo, Dantong Yu, "Prior Knowledge Driven Causality Analysis in Gene Regulatory Network Discovery". IEEE International Conference on Data Mining (ICDM) 2013 Workshop on Causal Discovery.
Zhenzhou Peng, Shinjae Yoo, Dantong Yu, Dong Huang, "Solar Irradiance Forecast System Based on Geostationary Satellite". IEEE SmartGridComm 2013.
Hao Huang, Jin Xu, Zhenzhou Peng, Shinjae Yoo, Dantong Yu, Dong Huang, Hong Qin, "Cloud Motion Estimation for Short Term Solar Irradiation Prediction". IEEE SmartGridComm 2013.

Hao Huang, Hong Qin, Shinjae Yoo, Dantong Yu, "A New Anomaly Detection Algorithm based on Quantum Mechanics". ICDM 2012.

Hao Huang, Hong Qin, Shinjae Yoo, Dantong Yu, "Local Anomaly Descriptor: A Robust Unsupervised Algorithm for Anomaly Detection based on Diffusion Space". CIKM 2012.

Hao Huang, Shinjae Yoo, Dantong Yu, Dong Huang, Hong Qin, "Correlation and Local Feature Based Cloud Motion Estimation". KDD Mutimedia Data Mining (MDM) workshop - MDMKDD 2012.

Hao Huang, Shinjae Yoo, Hong Qin, and Dantong Yu, "A Robust Clustering Algorithm Based on Aggregated Heat Kernel Mapping". ICDM 2011

Shinjae Yoo, Yiming Yang and Jaime Carbonell, "Modeling Personalized Email Prioritization: Classification-based and Regression-based Approaches". CIKM 2011

Hao Huang, Shinjae Yoo, Dantong Yu, Dong Huang, and Hong Qin, "Cloud Motion Detection for Short Term Solar Power Prediction". ICML 2011 Workshop on Machine Learning for Global Challenges

Yiming Yang, Shinjae Yoo, Frank Lin and II-Chul Moon, "Personalized email prioritization based on content and social network analysis". IEEE Intelligent Systems: Special Issue on Social Learning, Vol. 25(4), pp12-18, July/August 2010.