Madeleine Udell

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SysML: The New Frontier of Machine Learning Systems pdf

Gustavo Alonso, Dan Alistarh, Dimitris S. Papailiopoulos, 2019, ArXiv.

MLSys: The New Frontier of Machine Learning Systems

Christopher De Sa, Michael I. Jordan, Phillip B. Gibbons, 2019, 1904.03257.

Stephen P. Boyd, Madeleine Udell, 2014 .

Analyzing Patterns of Drug Use in Clinical Notes for Patient Safety

Madeleine Udell, N. Shah, P. LePendu, 2012, AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.

Scalable Semidefinite Programming

Volkan Cevher, Alp Yurtsever, Madeleine Udell, 2019, SIAM J. Math. Data Sci..

Tensor Random Projection for Low Memory Dimension Reduction pdf

Madeleine Udell, Joel A. Tropp, Yang Guo, 2021, ArXiv.

Practical Sketching Algorithms for Low-Rank Matrix Approximation

Volkan Cevher, Alp Yurtsever, Madeleine Udell, 2016, SIAM J. Matrix Anal. Appl..

An Optimal-Storage Approach to Semidefinite Programming using Approximate Complementarity pdf

Volkan Cevher, Alp Yurtsever, Madeleine Udell, 2019, SIAM J. Optim..

Streaming Low-Rank Matrix Approximation with an Application to Scientific Simulation

Volkan Cevher, Alp Yurtsever, Madeleine Udell, 2019, SIAM J. Sci. Comput..

Nice latent variable models have log-rank pdf

Madeleine Udell, Alex Townsend, Madeleine Udell, 2017, ArXiv.

Matrix Completion with Quantified Uncertainty through Low Rank Gaussian Copula pdf

Madeleine Udell, Yuxuan Zhao, Madeleine Udell, 2020, NeurIPS.

Missing Value Imputation for Mixed Data Through Gaussian Copula

Madeleine Udell, Yuxuan Zhao, 2019, 1910.12845.

Discovering Patient Phenotypes Using Generalized Low Rank Models

Madeleine Udell, Alison Callahan, Nigam H. Shah, 2016, PSB.

Limited Memory Kelley's Method Converges for Composite Convex and Submodular Objectives

Madeleine Udell, Song Zhou, Swati Gupta, 2018, NeurIPS.

high rank matrix completion

Madeleine Udell, Jicong Fan, 2019 .

Big Data is Low Rank

Madeleine Udell, 2018 .

Linear Bandits , Matrix Completion , and Recommendation Systems

Madeleine Udell, Reza Takapoui, 2013 .

RANDOMIZED SKETCHING ALGORITHMS FOR LOW-MEMORY DYNAMIC

Madeleine Udell, D. Kouri, 2019 .

Sketchy Decisions: Convex Low-Rank Matrix Optimization with Optimal Storage

Volkan Cevher, Alp Yurtsever, Madeleine Udell, 2017, AISTATS.

Frank-Wolfe Style Algorithms for Large Scale Optimization

Madeleine Udell, Lijun Ding, 2018, 1808.05274.

Resource-Constrained Neural Architecture Search on Tabular Datasets

Quoc V. Le, Madeleine Udell, Hanxiao Liu, 2022, ArXiv.

Incorporation of flexible objectives and time-linked simulation with flux balance analysis.

Madeleine Udell, Markus W Covert, Madeleine Udell, 2014, Journal of theoretical biology.

Partitioning Problems for Distributed Optimization

Madeleine Udell, 2011 .

Supplementary material of online high-rank matrix completion

Madeleine Udell, Jicong Fan, 2019 .

GalaxyTSP: A New Billion-Node Benchmark for TSP

Brenda L Dietrich, William R. Sickinger, Madeleine Udell, 2020 .

Bounding Duality Gap for Problems with Separable Objective

Stephen P. Boyd, Madeleine Udell, 2014 .

Oboe

Madeleine Udell, Chengrun Yang, Yuji Akimoto, 1941, Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining.

NysADMM: faster composite convex optimization via low-rank approximation

Madeleine Udell, Shipu Zhao, Zachary Frangella, 2022, ICML.

Randomized Nyström Preconditioning

Madeleine Udell, Joel A. Tropp, Zachary Frangella, 2021, ArXiv.

ControlBurn: Nonlinear Feature Selection with Sparse Tree Ensembles

Madeleine Udell, Haoyue Yang, Miao Xie, 2022, ArXiv.

Robust Non-Linear Matrix Factorization for Dictionary Learning, Denoising, and Clustering

Madeleine Udell, Jicong Fan, Chengrun Yang, 2020, IEEE Transactions on Signal Processing.

Can we globally optimize cross-validation loss? Quasiconvexity in ridge regression

William T. Stephenson, Tamara Broderick, Madeleine Udell, 2021, NeurIPS.

Low-Rank Tensor Recovery with Euclidean-Norm-Induced Schatten-p Quasi-Norm Regularization

Madeleine Udell, Lijun Ding, Jicong Fan, 2020, ArXiv.

CDF Normalization for Controlling the Distribution of Hidden Nodes

Madeleine Udell, Mike Van Ness, 2021, ICBINB@NeurIPS.

SketchySGD: Reliable Stochastic Optimization via Robust Curvature Estimates

Madeleine Udell, Shipu Zhao, Zachary Frangella, 2022, ArXiv.

SketchySGD: Reliable Stochastic Optimization via Robust Curvature Estimates

Madeleine Udell, Shipu Zhao, Zachary Frangella, 2022, ArXiv.

Sparse Data Reconstruction, Missing Value and Multiple Imputation through Matrix Factorization

Nathan Srebro, Madeleine Udell, Nandana Sengupta, 2022, Sociological Methodology.

Bounding Duality Gap for Problems with Separable Objective

Stephen P. Boyd, Madeleine Udell, 2014 .

Generalized Low Rank Models

Stephen P. Boyd, Madeleine Udell, Reza Bosagh Zadeh, 2014, Found. Trends Mach. Learn..

Main

Madeleine Udell, Laurent Lessard, 2013, Veterinary Record.

The Missing Indicator Method: From Low to High Dimensions

Madeleine Udell, Tomas M. Bosschieter, Mike Van Ness, 2022, KDD.

Dynamic Assortment Personalization in High Dimensions

Madeleine Udell, Nathan Kallus, Madeleine Udell, 2016, Oper. Res..

Revealed Preference at Scale: Learning Personalized Preferences from Assortment Choices

Madeleine Udell, Nathan Kallus, Madeleine Udell, 2015, EC.

Learning Preferences from Assortment Choices in a Heterogeneous Population pdf

Madeleine Udell, Nathan Kallus, Madeleine Udell, 2015, ArXiv.

Online High Rank Matrix Completion

Jicong Fan, Madeleine Udell, Madeleine Udell, 2019, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Fairness Under Unawareness: Assessing Disparity When Protected Class Is Unobserved

Madeleine Udell, Jiahao Chen, Xiaojie Mao, 2018, FAT.

Cyclic and pseudo-cyclic electron pathways play antagonistic roles during nitrogen deficiency in Chlamydomonas reinhardtii

Madeleine Udell, Laurent Lessard, 2023, bioRxiv.

AutoML Pipeline Selection: Efficiently Navigating the Combinatorial Space

Madeleine Udell, Ziyang Wu, Chengrun Yang, 2020, KDD.

Efficient AutoML Pipeline Search with Matrix and Tensor Factorization pdf

Jicong Fan, Madeleine Udell, Ziyang Wu, 2020, ArXiv.

OBOE: Collaborative Filtering for AutoML Model Selection

Dae Won Kim, Madeleine Udell, Chengrun Yang, 2018, KDD.

Learning to Solve Combinatorial Optimization Problems on Real-World Graphs in Linear Time pdf

David P. Williamson, Madeleine Udell, Qiang Ma, 2020, 2020 19th IEEE International Conference on Machine Learning and Applications (ICMLA).

Scalable Semidefinite Programming

Volkan Cevher, Alp Yurtsever, Madeleine Udell, 2019, SIAM J. Math. Data Sci..

Disciplined multi-convex programming

Stephen P. Boyd, Stephen Boyd, Steven Diamond, 2016, 2017 29th Chinese Control And Decision Conference (CCDC).

"Why Should You Trust My Explanation?" Understanding Uncertainty in LIME Explanations

Kuangyan Song, Hui Fen Tan, Madeilene Udell, 2019 .

Low-Rank Tucker Approximation of a Tensor From Streaming Data

Yang Guo, Madeleine Udell, Joel A. Tropp, 2019, SIAM J. Math. Data Sci..

On the Simplicity and Conditioning of Low Rank Semidefinite Programs

Madeleine Udell, Lijun Ding, Madeleine Udell, 2020, SIAM J. Optim..

Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning

Jicong Fan, Madeleine Udell, Yuqian Zhang, 2019, AAAI.

Towards Group Robustness in the presence of Partial Group Labels

Madeleine Udell, Chen-Yu Lee, Tomas Pfister, 2022, ArXiv.

AutoML using Metadata Language Embeddings pdf

Juliana Freire, Madeleine Udell, Yi Nian, 2019, ArXiv.

Technical Report No . 201 701 January 201 7 RANDOMIZED SINGLE-VIEW ALGORITHMS FOR LOW-RANK MATRIX APPROXIMATION pdf

Volkan Cevher, Alp Yurtsever, Madeleine Udell, 2016 .

Convex Optimization in Julia

Stephen P. Boyd, Steven Diamond, David Zeng, 2014, 2014 First Workshop for High Performance Technical Computing in Dynamic Languages.

kFW: A Frank-Wolfe style algorithm with stronger subproblem oracles

Madeleine Udell, Lijun Ding, Jicong Fan, 2020, ArXiv.

Privileged Zero-Shot AutoML pdf

Madeleine Udell, Iddo Drori, Anant Kharkar, 2021, ArXiv.

Factor Group-Sparse Regularization for Efficient Low-Rank Matrix Recovery

Jicong Fan, Madeleine Udell, Yudong Chen, 2019, NeurIPS.

ControlBurn: Feature Selection by Sparse Forests

Madeleine Udell, Miaolan Xie, Brian Liu, 2021, KDD.

From Human Days to Machine Seconds: Automatically Answering and Generating Machine Learning Final Exams

Madeleine Udell, Iddo Drori, S. Karnik, 2022, KDD.

Why Are Big Data Matrices Approximately Low Rank?

Madeleine Udell, Alex Townsend, Madeleine Udell, 2017, SIAM J. Math. Data Sci..

How Low Can We Go: Trading Memory for Error in Low-Precision Training

Christopher De Sa, Madeleine Udell, Chengrun Yang, 2021, ICLR.

Randomized Nyström Preconditioning

J. Tropp, Madeleine Udell, Zachary Frangella, 2021, ArXiv.

Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data

Volkan Cevher, Alp Yurtsever, Madeleine Udell, 2017, NIPS.

Optimal Design of Efficient Rooftop Photovoltaic Arrays

Madeleine Udell, Oliver Toole, Madeleine Udell, 2019, INFORMS J. Appl. Anal..

Causal Inference with Noisy and Missing Covariates via Matrix Factorization

Madeleine Udell, Xiaojie Mao, Nathan Kallus, 2018, NeurIPS.

Data-Efficient and Interpretable Tabular Anomaly Detection

Sercan Ö. Arik, Madeleine Udell, Tomas Pfister, 2022, KDD.

Exploring the MIT Mathematics and EECS Curriculum Using Large Language Models

Samuel H. Florin, Madeleine Udell, Iddo Drori, 2023, ArXiv.

Euclidean-Norm-Induced Schatten-p Quasi-Norm Regularization for Low-Rank Tensor Completion and Tensor Robust Principal Component Analysis

Madeleine Udell, Lijun Ding, Zhao Zhang, 2020, Trans. Mach. Learn. Res..

Practical Sketching Algorithms for Low-Rank Matrix Approximation

J. Tropp, Madeleine Udell, A. Yurtsever, 2016, SIAM J. Matrix Anal. Appl..

Bounding duality gap for separable problems with linear constraints

Madeleine Udell, Madeleine Udell, Stephen Boyd, 2016, Computational Optimization and Applications.

Bounding duality gap for separable problems with linear constraints

Stephen P. Boyd, Madeleine Udell, Madeleine Udell, 2014, Computational Optimization and Applications.

MLSys: The New Frontier of Machine Learning Systems

Christopher De Sa, Michael I. Jordan, Phillip B. Gibbons, 2019, 1904.03257.

SysML: The New Frontier of Machine Learning Systems

Christopher De Sa, Michael I. Jordan, Phillip B. Gibbons, 2019, ArXiv.

On the regularity and conditioning of low rank semidefinite programs pdf

Madeleine Udell, Lijun Ding, Madeleine Udell, 2020, ArXiv.

The Sound of APALM Clapping: Faster Nonsmooth Nonconvex Optimization with Stochastic Asynchronous PALM

Madeleine Udell, Damek Davis, Brent Edmunds, 2016, NIPS.

SketchySGD: Reliable Stochastic Optimization via Randomized Curvature Estimates

Madeleine Udell, Shipu Zhao, Zachary Frangella, 2022, 2211.08597.

Randomized Sketching Algorithms for Low-Memory Dynamic Optimization

Madeleine Udell, Drew P. Kouri, Ramchandran Muthukumar, 2021, SIAM J. Optim..

An automatic system to detect equivalence between iterative algorithms

Madeleine Udell, Laurent Lessard, Shipu Zhao, 2021, 2105.04684.

Matrix Completion with Quantified Uncertainty through Low Rank Gaussian Copula

Madeleine Udell, Yuxuan Zhao, 2020, NeurIPS.

Missing Value Imputation for Mixed Data via Gaussian Copula

Madeleine Udell, Yuxuan Zhao, Madeleine Udell, 2019, KDD.

Probabilistic Missing Value Imputation for Mixed Categorical and Ordered Data

Madeleine Udell, Alex Townsend, Yuxuan Zhao, 2022, NeurIPS.

TabNAS: Rejection Sampling for Neural Architecture Search on Tabular Datasets

Quoc V. Le, Madeleine Udell, Hanxiao Liu, 2022, NeurIPS.

An Information-Theoretic Approach to Persistent Environment Monitoring Through Low Rank Model Based Planning and Prediction pdf

Ross A. Knepper, Madeleine Udell, Elizabeth A. Ricci, 2020, ArXiv.

On the (linear) convergence of Generalized Newton Inexact ADMM

Madeleine Udell, B. Stellato, Theo Diamandis, 2023, 2302.03863.

Online Missing Value Imputation and Change Point Detection with the Gaussian Copula

Madeleine Udell, Eliot Shekhtman, Eric Landgrebe, 2020, AAAI.

A strict complementarity approach to error bound and sensitivity of solution of conic programs

Madeleine Udell, Lijun Ding, 2020, Optimization Letters.

gcimpute: A Package for Missing Data Imputation

Madeleine Udell, Yuxuan Zhao, 2022, J. Stat. Softw..