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20162023
most citedHierarchical Importance Weighted Autoencoders

5 citations · 12 across the 13 of their papers we have counts for

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7 papers · 1 filter

stat.AP2023

Microbiome Intervention Analysis with Transfer Functions and Mirror Statistics

Kris Sankaran, Pratheepa Jeganathan

Microbiome interventions provide valuable data about microbial ecosystem structure and dynamics. Despite their ubiquity in microbiome research, few rigorous data analysis approache…

stat.AP2021★ 1 cited

Interactive Visualization of Spatial Omics Neighborhoods

Tinghui Xu, Kris Sankaran

Dimensionality reduction of spatial omic data can reveal shared, spatially structured patterns of expression across a collection of genomic features. We study strategies for discov…

stat.AP2021★ 4 cited

Multiscale Analysis of Count Data through Topic Alignment

Julia Fukuyama, Kris Sankaran, Laura Symul

Topic modeling is a popular method used to describe biological count data. With topic models, the user must specify the number of topics . Since there is no definitive way to ch…

stat.AP2017★ 1 cited

Inference of Dynamic Regimes in the Microbiome

Kris Sankaran, Susan P. Holmes

Many studies have been performed to characterize the dynamics and stability of the microbiome across a range of environmental contexts [Costello et al., 2012, Faust et al., 2015].…

stat.AP2017

Applying Machine Learning Methods to Enhance the Distribution of Social Services in Mexico

Kris Sankaran, Diego Garcia-Olano, Mobin Javed +7

The Government of Mexico's social development agency, SEDESOL, is responsible for the administration of social services and has the mission of lifting Mexican families out of pover…

stat.AP2017

Latent Variable Modeling for the Microbiome

Kris Sankaran, Susan P. Holmes

The human microbiome is a complex ecological system, and describing its structure and function under different environmental conditions is important from both basic scientific and…

stat.AP2016

Opioid Atlas: Mapping Access to Pain Medication

Kris Sankaran, Suzanne Tamang, Ami Bhatt

Opiates are some of the most effective pain relief medications available for patients suffering from cancer and surgery-related pain. Despite the affordability and effectiveness of…