Caroline Uhler

发表

Size of Interventional Markov Equivalence Classes in Random DAG Models pdf

Dmitriy Katz, Karthikeyan Shanmugam, Chandler Squires, 2019, AISTATS.

Faithfulness and learning hypergraphs from discrete distributions

Caroline Uhler, Anna Klimova, Tamás Rudas, 2014, Comput. Stat. Data Anal..

Network Analysis Identifies Regulatory Hotspots in Regions of Chromosome Interactions

Caroline Uhler, Anastasiya Belyaeva, Saradha Venkatachalapathy, 2017, BCB.

Sphere Packing with Limited Overlap pdf

Caroline Uhler, Michael Kerber, Mabel Iglesias Ham, 2014, CCCG.

Privacy-Preserving Data Sharing for Genome-Wide Association Studies

Stephen E. Fienberg, Caroline Uhler, Aleksandra B. Slavkovic, 2012, J. Priv. Confidentiality.

Scalable privacy-preserving data sharing methodology for genome-wide association studies

Stephen E. Fienberg, Caroline Uhler, Aleksandra B. Slavkovic, 2014, J. Biomed. Informatics.

Permutation-based Causal Inference Algorithms with Interventions

Yuhao Wang, Caroline Uhler, Liam Solus, 2017, NIPS.

Privacy Preserving GWAS Data Sharing

Stephen E. Fienberg, Caroline Uhler, Aleksandra B. Slavkovic, 2011, 2011 IEEE 11th International Conference on Data Mining Workshops.

Counting Markov Equivalence Classes by Number of Immoralities

Caroline Uhler, Liam Solus, Adityanarayanan Radhakrishnan, 2016, UAI.

Detecting epistasis via Markov bases

Caroline Uhler, Anna-Sapfo Malaspinas, Caroline Uhler, 2010, 1006.4929.

Patchnet: Interpretable Neural Networks for Image Classification pdf

Caroline Uhler, Adityanarayanan Radhakrishnan, Charles Durham, 2017, ArXiv.

Scalable Unbalanced Optimal Transport using Generative Adversarial Networks pdf

Caroline Uhler, Karren D. Yang, Caroline Uhler, 2018, ICLR.

Characterizing and Learning Equivalence Classes of Causal DAGs under Interventions

Caroline Uhler, Karren D. Yang, Abigail Katoff, 2018, ICML.

Direct Estimation of Differences in Causal Graphs

Yuhao Wang, Chandler Squires, Caroline Uhler, 2018, NeurIPS.

Anchored Causal Inference in the Presence of Measurement Error

Caroline Uhler, Yuhao Wang, Anastasiya Belyaeva, 2019, UAI.

Multi-Domain Translation by Learning Uncoupled Autoencoders pdf

Caroline Uhler, Karren D. Yang, Caroline Uhler, 2019, ArXiv.

Learning directed acyclic graph models based on sparsest permutations

Caroline Uhler, Garvesh Raskutti, Caroline Uhler, 2018 .

Counting Markov equivalence classes for DAG models on trees

Caroline Uhler, Liam Solus, Adityanarayanan Radhakrishnan, 2017, Discret. Appl. Math..

Joint inference of networks from stationary graph signals

Santiago Segarra, Yuhao Wang, Antonio G. Marques, 2017, 2017 51st Asilomar Conference on Signals, Systems, and Computers.

Packing Ellipsoids with Overlap

Stephen J. Wright, Caroline Uhler, Caroline Uhler, 2012, SIAM Rev..

Hypersurfaces and Their Singularities in Partial Correlation Testing

Bernd Sturmfels, Caroline Uhler, Peter Bühlmann, 2012, Found. Comput. Math..

Geometry of Log-Concave Density Estimation

Bernd Sturmfels, Caroline Uhler, Elina Robeva, 2017, Discrete & Computational Geometry.

Brownian motion tree models are toric

Bernd Sturmfels, Caroline Uhler, Piotr Zwiernik, 2019, Kybernetika.

ABCD-Strategy: Budgeted Experimental Design for Targeted Causal Structure Discovery

Chandler Squires, Caroline Uhler, Raj Agrawal, 2019, AISTATS.

Differentially-Private Logistic Regression for Detecting Multiple-SNP Association in GWAS Databases pdf

Stephen E. Fienberg, Caroline Uhler, Fei Yu, 2014, Privacy in Statistical Databases.

Geometry of discrete copulas

Caroline Uhler, Liam Solus, Elisa Perrone, 2018, J. Multivar. Anal..

Downsampling leads to Image Memorization in Convolutional Autoencoders pdf

Mikhail Belkin, Caroline Uhler, Adityanarayanan Radhakrishnan, 2018, ArXiv.

Generalized Permutohedra from Probabilistic Graphical Models

Charles Wang, Caroline Uhler, Fatemeh Mohammadi, 2016, SIAM J. Discret. Math..

Learning directed acyclic graphs based on sparsest permutations pdf

Caroline Uhler, Garvesh Raskutti, G. Raskutti, 2013, ArXiv.

Causal network models of SARS-CoV-2 expression and aging to identify candidates for drug repurposing

Chandler Squires, Caroline Uhler, Anastasiya Belyaeva, 2021, Nature communications.

Total positivity in exponential families with application to binary variables

Caroline Uhler, Piotr Zwiernik, Steffen Lauritzen, 2019, The Annals of Statistics.

Consistency Guarantees for Greedy Permutation-Based Causal Inference Algorithms

Caroline Uhler, Liam Solus, Yuhao Wang, 2017, Biometrika.

A Mechanism for Producing Aligned Latent Spaces with Autoencoders pdf

Caroline Uhler, Saachi Jain, Adityanarayanan Radhakrishnan, 2021, ArXiv.

Identifying 3D Genome Organization in Diploid Organisms via Euclidean Distance Geometry

Caroline Uhler, Anastasiya Belyaeva, Kaie Kubjas, 2021, SIAM J. Math. Data Sci..

The DeCAMFounder: Non-Linear Causal Discovery in the Presence of Hidden Variables

Chandler Squires, Caroline Uhler, Raj Agrawal, 2021 .

DCI: learning causal differences between gene regulatory networks

Chandler Squires, Caroline Uhler, Anastasiya Belyaeva, 2021, Bioinform..

Simple, Fast, and Flexible Framework for Matrix Completion with Infinite Width Neural Networks pdf

Mikhail Belkin, Caroline Uhler, Adityanarayanan Radhakrishnan, 2021, Proceedings of the National Academy of Sciences of the United States of America.

Maximum Likelihood Estimation for Brownian Motion Tree Models Based on One Sample

Chandler Squires, Caroline Uhler, Piotr Zwiernik, 2021 .

Near-Optimal Multi-Perturbation Experimental Design for Causal Structure Learning pdf

Caroline Uhler, Andreas Krause, Scott Sussex, 2021, NeurIPS.

Matching a Desired Causal State via Shift Interventions pdf

Chandler Squires, Caroline Uhler, Jiaqi Zhang, 2021, NeurIPS.

Local Quadratic Convergence of Stochastic Gradient Descent with Adaptive Step Size pdf

Mikhail Belkin, Caroline Uhler, Adityanarayanan Radhakrishnan, 2021, ArXiv.

Geometry of maximum likelihood estimation in Gaussian graphical models

Caroline Uhler, Caroline Uhler, 2010, 1012.2643.

Multivariate Gaussians, semidefinite matrix completion, and convex algebraic geometry

Bernd Sturmfels, Caroline Uhler, B. Sturmfels, 2009, 0906.3529.

Generative adversarial networks

Caroline Uhler, Karren D. Yang, Yang Ye, 2022, Other Conferences.

Gaussian Graphical Models: An Algebraic and Geometric Perspective

Caroline Uhler, Caroline Uhler, 2017, 1707.04345.

Machine Learning for Nuclear Mechano-Morphometric Biomarkers in Cancer Diagnosis

Caroline Uhler, G. V. Shivashankar, Adityanarayanan Radhakrishnan, 2017, Scientific Reports.

Commuting birth-and-death processes.

Bernd Sturmfels, Caroline Uhler, Steven N. Evans, 2008, 0812.2724.

Exact formulas for the normalizing constants of Wishart distributions for graphical models

Caroline Uhler, Alex Lenkoski, Donald Richards, 2014, 1406.4901.