Publications


Visit this web page for more SCoRe related publications!

2018

  • F. Schoeneman, J. Zola (2018) Scalable Manifold Learning for Big Data with Apache Spark. In IEEE Int. Conference on Big Data (IEEE BigData). bib
  • P. Du, A. Zebrowski, J. Zola, B. Ganapathysubramanian, O. Wodo (2018) Microstructure Design Using Graphs. Nature Computational Materials 4 (50) doi bib
  • M. Blanton, A.R. Kang, S. Karan, J. Zola (2018) Privacy Preserving Analytics on Distributed Medical Data. bib
  • S. Karan, M. Eichhorn, B. Hurlburt, G. Iraci, J. Zola (2018) Fast Counting in Machine Learning Applications. In Uncertainty in Artificial Intelligence (UAI). bib
  • F. Schoeneman, V. Chandola, N. Napp, O. Wodo, J. Zola (2018) Entropy-Isomap: Manifold Learning for High-dimensional Dynamic Processes. In IEEE Int. Conference on Big Data (IEEE BigData). bib
  • S. Ko, L. Sassoubre, J. Zola (2018) Applications and Challenges of Real-time Mobile DNA Analysis. In International Workshop on Mobile Computing Systems and Applications (HotMobile). pp. 1-6. doi bib

2017

  • S. Karan, J. Zola (2017) Scalable Exact Parent Sets Identification in Bayesian Networks Learning with Apache Spark. In IEEE Int. Conference on High Performance Computing, Data, and Analytics (HiPC). pp. 33-41. doi bib
  • F. Schoeneman, S. Mahapatra, V. Chandola, N. Napp, J. Zola (2017) Error Metrics for Learning Reliable Manifolds from Streaming Data. In SIAM Int. Conference on Data Mining (SDM). pp. 750-758. doi bib

2016

  • S. Karan, J. Zola (2016) Exact Structure Learning of Bayesian Networks by Optimal Path Extension. In IEEE Int. Conference on Big Data (IEEE BigData). pp. 48-55. doi bib

2015

  • O. Wodo, J. Zola, B.S.S. Pokuri, P. Du, B. Ganapathysubramanian (2015) Automated, High Throughput Exploration of Process-structure-property Relationships Using the MapReduce Paradigm. Materials Discovery 1 pp. 21-28. doi bib
  • S.K. Samudrala, J. Zola, S. Aluru, B. Ganapathysubramanian (2015) Parallel Framework for Dimensionality Reduction of Large-Scale Datasets. Scientific Programming doi bib


Selected SCoRe Posters

  • S. Karan, J. Zola: High Performance Algorithms for Learning Exact Bayesian Networks, CSE50 Graduate Symposium 2017