Eric Culbert Chi

Bayesian Trend Filtering via Proximal Markov Chain Monte Carlo

Heng, Q., Zhou, H., & Chi, E. C. (2023, February 24). JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, Vol. 2.

Robust Low-Rank Tensor Decomposition with the L-2 Criterion

Heng, Q., Chi, E. C., & Liu, Y. (2023, May 20). TECHNOMETRICS.

A Sharper Computational Tool for L2E Regression

Liu, X., Chi, E. C., & Lange, K. (2022, October 6). TECHNOMETRICS, Vol. 10.

A User-Friendly Computational Framework for Robust Structured Regression with the L2 Criterion

Journal of Computational and Graphical Statistics.

Revisiting convexity-preserving signal recovery with the linearly involved GMC penalty

PATTERN RECOGNITION LETTERS, 156, 60–66.

An Interpretable Machine Learning Model to Classify Coronary Bifurcation Lesions

2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC), pp. 4432–4435.

COBRAC: a fast implementation of convex biclustering with compression

BIOINFORMATICS, 37(20), 3667–3669.

Discovering Geometry in Data Arrays

Computing in Science & Engineering, 23(6), 42–51.

Multi-scale affinities with missing data: Estimation and applications

Zhang, M., Mishne, G., & Chi, E. C. (2021, November 5). STATISTICAL ANALYSIS AND DATA MINING.

Non-invasive characterization of complex coronary lesions

SCIENTIFIC REPORTS, 11(1).

SCALABLE ALGORITHMS FOR CONVEX CLUSTERING

2021 IEEE DATA SCIENCE AND LEARNING WORKSHOP (DSLW).

Sparse Single Index Models for Multivariate Responses

Journal of Computational and Graphical Statistics, 30(1), 115–124.

BASELINE DRIFT ESTIMATION FOR AIR QUALITY DATA USING QUANTILE TREND FILTERING

ANNALS OF APPLIED STATISTICS, 14(2), 585–604.

FastLORS: Joint modelling for expression quantitative trait loci mapping in R

STAT, 9(1).

Multiway Graph Signal Processing on Tensors: Integrative Analysis of Irregular Geometries

IEEE SIGNAL PROCESSING MAGAZINE, 37(6), 160–173.

Provable Convex Co-clustering of Tensors

Journal of Machine Learning Research, 21(214), 1–58. http://jmlr.org/papers/v21/18-155.html

Co-manifold learning with missing data

In K. Chaudhuri & R. Salakhutdinov (Eds.), International Conference on Machine Learning (Vol. 97, pp. 4605–4614). http://proceedings.mlr.press/v97/mishne19a.html

Going Off the Grid: Iterative Model Selection for Biclustered Matrix Completion

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 28(1), 36–47.

Matrix completion from a computational statistics perspective

[Review of ]. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 11(5).

Recovering Trees with Convex Clustering

SIAM Journal on Mathematics of Data Science, 1(3), 383–407.

Shape Constrained Tensor Decompositions

2019 IEEE INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA 2019), pp. 287–297.

Tensor canonical correlation analysis

Stat, 8(1).

A majorization-minimization algorithm for split feasibility problems

COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 71(3), 795–828.

Convex Biclustering

BIOMETRICS, 73(1), 10–19.

Generalized Linear Model Regression under Distance-to-set Penalties

In I. Guyon, U. V. Luxburg, S. Bengio, H. Wallach, R. Fergus, S. Vishwanathan, & R. Garnett (Eds.), Neural Information Processing Systems (pp. 1385–1395). https://papers.nips.cc/paper/6737-generalized-linear-model-regression-under-distance-to-set-penalties

ESTIMATING A COMMON PERIOD FOR A SET OF IRREGULARLY SAMPLED FUNCTIONS WITH APPLICATIONS TO PERIODIC VARIABLE STAR DATA

ANNALS OF APPLIED STATISTICS, 10(1), 165–197.

k-POD: A Method for k-Means Clustering of Missing Data

AMERICAN STATISTICIAN, 70(1), 91–99.

Convex Clustering: An Attractive Alternative to Hierarchical Clustering

PLoS Computational Biology, 11(5), e1004228.

Splitting Methods for Convex Clustering

Journal of Computational and Graphical Statistics, 24(4), 994–1013.

A Brief Survey of Modern Optimization for Statisticians

INTERNATIONAL STATISTICAL REVIEW, 82(1), 46–70.

A Look at the Generalized Heron Problem through the Lens of Majorization-Minimization

The American Mathematical Monthly, 121(2), pp. 95–108.

Distance majorization and its applications

MATHEMATICAL PROGRAMMING, 146(1-2), 409–436.

Rejoinder

INTERNATIONAL STATISTICAL REVIEW, 82(1), 81–89.

Robust Parametric Classification and Variable Selection by a Minimum Distance Criterion

Journal of Computational and Graphical Statistics, 23(1), 111–128.

Stable estimation of a covariance matrix guided by nuclear norm penalties

Computational Statistics & Data Analysis, 80(0), 117–128.

Genotype imputation via matrix completion

GENOME RESEARCH, 23(3), 509–518.

Imaging genetics via sparse canonical correlation analysis

Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on, 740–743.

On Tensors, Sparsity, and Nonnegative Factorizations

SIAM Journal of Matrix Analysis and Applications, 33(4), 1272–1299.

Proton auroral intensifications and injections at synchronous altitude

Geophysical Research Letters, 33(6).

Different Algorithms for Normal and Protection Paths

Journal of Network and Systems Management, 13(1), 13–33.

Proactive resource provisioning

Computer Communications, 27(12), 1174–1182.

Proactive resource provisioning

Computer Communications, 27(12), 1174–1182.