Multi-objective Bayesian materials discovery: Application on the discovery of precipitation strengthened NiTi shape memory alloys through micromechanical modeling

Guang Zhao, Shahin Boluki, Jobin K. Joy, +4

Materials & Design

Incorporating biological prior knowledge for Bayesian learning via maximal knowledge-driven information priors

Shahin Boluki, Mohammad Shahrokh Esfahani, Xiaoning Qian, +1

BMC Bioinformatics

Bayesian Graph Neural Networks with Adaptive Connection Sampling

Arman Hasanzadeh, Ehsan Hajiramezanali, Shahin Boluki, +4

International Conference on Machine Learning

Graph Neural NetworkGraph TheoryNetwork AnalysisBayesian NetworkComputer Science +3

Constructing Pathway-Based Priors within a Gaussian Mixture Model for Bayesian Regression and Classification

Shahin Boluki, Mohammad Shahrokh Esfahani, Xiaoning Qian, +1

IEEE/ACM Transactions on Computational Biology and Bioinformatics

Bayesian StatisticEngineeringMachine LearningBayesian InferenceData Science +20

Experiment Design Frameworks for Accelerated Discovery of Targeted Materials Across Scales

Anjana Talapatra, Shahin Boluki, Pejman Honarmandi, +9

Frontiers in Materials

EngineeringHit IdentificationMaterial SimulationMultiscale MaterialMaterial Selection +23

Optimal clustering with missing values

Shahin Boluki, Siamak Zamani Dadaneh, Xiaoning Qian, +1

BMC Bioinformatics

Learnable Bernoulli Dropout for Bayesian Deep Learning

Shahin Boluki, Randy Ardywibowo, Siamak Zamani Dadaneh, +2

arXiv (Cornell University)

Structured PredictionData AugmentationMachine VisionMachine LearningData Science +12

Bayesian Graph Neural Networks with Adaptive Connection Sampling

Arman Hasanzadeh, Ehsan Hajiramezanali, Shahin Boluki, +4

arXiv (Cornell University)

Pairwise Supervised Hashing with Bernoulli Variational Auto-Encoder and Self-Control Gradient Estimator

Siamak Zamani Dadaneh, Shahin Boluki, Mingzhang Yin, +2

arXiv (Cornell University)

EngineeringMachine LearningAutoencodersText MiningNatural Language Processing +17

NADS: Neural Architecture Distribution Search for Uncertainty Awareness

Randy Ardywibowo, Shahin Boluki, Xinyu Gong, +2

arXiv (Cornell University)