Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

Anuj Karpatne, Gowtham Atluri, James H. Faghmous, +6

IEEE Transactions on Knowledge and Data Engineering

EngineeringSemantic WebTheory-guided Data ScienceOntology-based Data IntegrationData Science +17

Co-clustering phenome–genome for phenotype classification and disease gene discovery

TaeHyun Hwang, Gowtham Atluri, Maoqiang Xie, +4

Nucleic Acids Research

EngineeringGeneticsPathologyGenome-wide Association StudyComputational Genomics +16

Spatio-Temporal Data Mining: A Survey of Problems and Methods

Gowtham Atluri, Anuj Karpatne, Vipin Kumar

arXiv (Cornell University)

EngineeringData ScienceData MiningSpatial Data MiningSpatiotemporal Database +13

Putting genetic interactions in context through a global modular decomposition

Jeremy Bellay, Gowtham Atluri, Tina L. Sing, +14

Genome Research

Resolving single-cell heterogeneity from hundreds of thousands of cells through sequential hybrid clustering and NMF

Meenakshi Venkatasubramanian, Kashish Chetal, Daniel Schnell, +2

Bioinformatics

An association analysis approach to biclustering

Gaurav Pandey, Gowtham Atluri, Michael Steinbach, +2

EngineeringPattern DiscoveryPattern MiningCombinatorial Data AnalysisText Mining +16

Genomic variation in myeloma: design, content, and initial application of the Bank On A Cure SNP Panel to detect associations with progression-free survival

Brian Van Ness, Christine Ramos, Majda Haznadar, +18

BMC Medicine

Fingerprinting encrypted voice traffic on smart speakers with deep learning

Chenggang Wang, Seán Kennedy, Haipeng Li, +5

Privacy ProtectionEngineeringMachine LearningEncrypted TrafficInformation Security +22

Toward a neurometric foundation for probabilistic independent component analysis of fMRI data

Andrew Poppe, Krista Wisner, Gowtham Atluri, +3

Cognitive Affective & Behavioral Neuroscience

Neuroimaging ModalityComputational NeuroscienceNeurometric FoundationFmri DataBrain Mapping +9

mCrave

Soujanya Chatterjee, Karen Hovsepian, Hillol Sarker, +10

Tobacco ControlMobile SensingEngineeringMachine LearningData Science +13