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Xia Ning

  • Assistant Professor, Computer Science & Engineering
  • Assistant Professor, SBS-Biomedical Informatics
  • 1800 Cannon Drive
    310C
    Columbus, OH 43210

Journal Articles

2018

  • Chasioti, D.; Yao, X.; Zhang, P.; Lerner, S. et al., 2018, "Mining directional drug interaction effects on myopathy using the FAERS database." IEEE journal of biomedical and health informatics
  • Wang, X.; Zhang, P.; Chiang, C-W.; Wu, H. et al., 2018, "Mixture drug-count response model for the high-dimensional drug combinatory effect on myopathy." Statistics in medicine 37, 673-686 - 673-686.
  • Ren, Z.; Ning, X.; Rangwala, H., 2018, "ALE: Additive Latent Effect Models for Grade Prediction." Proceedings of the 2018 SIAM International Conference on Data Mining 477-485 - 477-485.
  • Chiang, W-H.; Shen, L.; Li, L.; Ning, X., 2018, "Drug-Drug Interaction Prediction based on Co-Medication Patterns and Graph Matching." International Journal of Computational Biology and Drug Design
  • Chiang, W-H.; Shen, L.; Li, L.; Ning, X., 2018, "Drug recommendation toward safe polypharmacy." arXiv preprint arXiv:1803.03185
  • Chiang, W-H.; Schleyer, T.; Shen, L.; Li, L. et al., 2018, "Pattern Discovery from High-Order Drug-Drug Interaction Relations." Journal of Healthcare Informatics Research 2, 272-304 - 272-304.
  • He, Y.; Liu, J.; Ning, X., 2018, "Drug Selection via Joint Push and Learning to Rank." IEEE/ACM Transactions on Computational Biology and Bioinformatics

2017

  • Liu, J.; Ning, X., 2017, "Differential Compound Prioritization via Bidirectional Selectivity Push with Power." Journal of Chemical Information and Modeling 57, 2958-2975 - 2958-2975.
  • Liu, J.; Ning, X., 2017, "Multi-assay-based compound prioritization via assistance utilization: a machine learning framework." Journal of chemical information and modeling 57, 484-498 - 484-498.
  • Ren, Z.; Ning, X.; Rangwala, H., 2017, "Grade Prediction with Temporal Course-wise Influence." 10th International Conference on Educational Data Mining 48-55 - 48-55.

2016

  • Zhang, B.; Choudhury, S.; Hasan, M.A.; Ning, X. et al., 2016, "Trust from the past: Bayesian personalized ranking based link prediction in knowledge graphs." arXiv preprint arXiv:1601.03778

2015

  • Min, M.R.; Ning, X.; Qi, Y.; Cheng, C. et al., 2015, "Ensemble Learning Based Sparse High-Order Boltzmann Machine for Unsupervised Feature Interaction Identification."

2014

  • Min, M.R.; Ning, X.; Cheng, C.; Gerstein, M., 2014, "Interpretable Sparse High-Order Boltzmann Machines (Supplementary Materials)."

2012

  • Ning, X.; Walters, M.; Karypis, G., 2012, "Improved Machine Learning Models for Predicting Selective Compounds." Journal of Chemical Informatics and Modeling 52, 38-50 - 38-50.
  • Ning, X., 2012, "Machine learning and data mining methods for recommender systems and chemical informatics.."

2009

  • Ning, X.; Rangwala, H.; Karypis, G., 2009, "Multi-assay-based structure- activity relationship models: improving structure- activity relationship models by incorporating activity information from related targets." Journal of chemical information and modeling 49, 2444-2456 - 2444-2456.
  • Ning, X.; Rangwala, H.; Karypis, G., 2009, "Affinity-based Structure-Activity-Relationship Models: Improving Structure-Activity-Relationship Models by Incorporating Activity Information from Related Targets."

2008

  • Ning, X.; Rangwala, H.; Karypis, G., 2008, "TR O8-O11."
  • Ning, X.; Rangwala, H.; Karypis, G., 2008, "Improved SAR Models-Exploiting the Target-Ligand Relationships."

Papers in Proceedings

2018

  • Acheson, L.L.; Ning, X. "Enhance E-Learning through Data Mining for Personalized Intervention.." (1 2018).

2017

  • Ning, X.; Schleyer, T.; Shen, L.; Li, L. "Pattern discovery from directional high-order drug-drug interaction relations." (1 2017).
  • Ning, X.; Shen, L.; Li, L. "Predicting High-Order Directional Drug-Drug Interaction Relations." (1 2017).
  • Fan, Z.; Ning, X. "Local Sparse Linear Model Ensemble for Top-N Recommendation." (1 2017).

2016

  • Xu, H.; Ning, X.; Zhang, H.; Rhee, J. et al. "PInfer: Learning to Infer Concurrent Request Paths from System Kernel Events." (1 2016).
  • Bian, X.; Li, F.; Ning, X. "Kernelized Sparse Self-Representation for Clustering and Recommendation." (1 2016).

2015

  • Bian, X.; Ning, X.; Jiang, G. "Hierarchical Sparse Dictionary Learning." (1 2015).
  • Lin, T-C.; Ning, X. "Multi-Perspective Modeling for Click Event Prediction." (1 2015).
  • Ning, X.; Karypis, G. "Recent advances in recommender systems and future directions." (1 2015).
  • Xiao, B.; Ning, X.; Jiang, G. "Hierarchical Sparse Dictionary Learning." (1 2015).
  • Luo, D.; Xu, H.; Zhen, Y.; Ning, X. et al. "Multi-task Multi-dimensional Hawkes Processes for Modeling Event Sequences." (1 2015).
  • Huang, J.; Ning, X. "Latent Space Tracking from Heterogeneous Data with an Application for Anomaly Detection." (1 2015).
  • Wang, J.; Qian, Z.; Li, Z.; Wu, Z. et al. "Discover and tame long-running idling processes in enterprise systems." (1 2015).
  • Luo, D.; Xu, H.; Zhen, Y.; Ning, X. et al. "Multi-Task Multi-Dimensional Hawkes Processes for Modeling Event Sequences." (1 2015).

2014

  • Ning, X.; Jiang, G.; Chen, H.; Yoshihira, K. "HLAer : a System for Heterogeneous Log Analysis." (1 2014).
  • Min, M.R.; Ning, X.; Cheng, C.; Gerstein, M. "Interpretable sparse high-order boltzmann machines." (1 2014).
  • Min, M.R.; Ning, X.; Cheng, C.; Gerstein, M. "Interpretable Sparse High-Order Boltzmann Machines for Transcription Factor Interaction Identification." (1 2014).

2013

  • Kabbur, S.; Ning, X.; Karypis, G. "Fism: factored item similarity models for top-n recommender systems." (1 2013).

2012

  • Ning, X.; Karypis, G. "Sparse Linear Methods with Side Information for Top-N Recommendations." (1 2012).

2011

  • Ning, X.; Qi, Y. "Semi-Supervised Convolution Graph Kernels for Relation Extraction." (1 2011).
  • Ning, X.; Karypis, G. "Slim: Sparse linear methods for top-n recommender systems." (1 2011).

2010

  • Kuksa, P.; Qi, Y.; Bai, B.; Collobert, R. et al. "Semi-supervised abstraction-augmented string kernel for multi-level bio-relation extraction." (1 2010).
  • Kuksa, P.; Qi, Y.; Bai, B.; Collobert, R. et al. "Semi-supervised Abstraction-Augmented String Kernel for Multi-level Bio-Relation Extraction." (1 2010).
  • Ning, X.; Karypis, G. "Multi-task Learning for Recommender Systems." (1 2010).

2009

  • Ning, X.; Karypis, G. "Multi-task Learning for Recommender Systems." (1 2009).
  • Ning, X.; Karypis, G. "The set classification problem and solution methods." (1 2009).

2007

  • Ning, X.; Karypis, G. "CINF 82-Evaluation of 3-D descriptors in virtual screening." (1 2007).

2005

  • Chen, J.; Zheng, Y.; Ning, X. "Scalable parallel quadrilateral mesh generation coupled with mesh partitioning." (1 2005).
  • Chen, J.J.; Zheng, Y.; Ning, X. "Scalable parallel quadrilateral mesh generation coupled with mesh partitioning." (1 2005).