Nathan Halko

4.4k total citations · 1 hit paper
4 papers, 2.4k citations indexed

About

Nathan Halko is a scholar working on Computational Mechanics, Artificial Intelligence and Computer Vision and Pattern Recognition. According to data from OpenAlex, Nathan Halko has authored 4 papers receiving a total of 2.4k indexed citations (citations by other indexed papers that have themselves been cited), including 4 papers in Computational Mechanics, 4 papers in Artificial Intelligence and 2 papers in Computer Vision and Pattern Recognition. Recurrent topics in Nathan Halko's work include Sparse and Compressive Sensing Techniques (4 papers), Stochastic Gradient Optimization Techniques (4 papers) and Face and Expression Recognition (2 papers). Nathan Halko is often cited by papers focused on Sparse and Compressive Sensing Techniques (4 papers), Stochastic Gradient Optimization Techniques (4 papers) and Face and Expression Recognition (2 papers). Nathan Halko collaborates with scholars based in United States. Nathan Halko's co-authors include Per‐Gunnar Martinsson, Joel A. Tropp, Mark Tygert and Yoel Shkolnisky and has published in prestigious journals such as SIAM Review and SIAM Journal on Scientific Computing.

In The Last Decade

Nathan Halko

4 papers receiving 2.2k citations

Hit Papers

align trajectories

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions

2011 2.2k citations Nathan Halko, Per‐Gunnar Martinsson et al. SIAM Review profile →

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name	h						Papers	Cites
Nathan Halko United States	4	860	769	501	377	302	4	2.4k
Mark Tygert United States	15	598 0.7×	453 0.6×	280 0.6×	405 1.1×	110 0.4×	29	1.7k
P.-A. Absil Belgium	19	1.3k 1.5×	687 0.9×	981 2.0×	812 2.2×	413 1.4×	38	4.0k
Steven T. Smith United States	13	505 0.6×	458 0.6×	506 1.0×	352 0.9×	240 0.8×	33	2.6k
Edo Liberty United States	18	432 0.5×	573 0.7×	269 0.5×	246 0.7×	171 0.6×	39	1.3k
David Bau United States	13	481 0.6×	699 0.9×	527 1.1×	409 1.1×	265 0.9×	36	3.2k
Zaiwen Wen China	23	1.5k 1.7×	520 0.7×	888 1.8×	491 1.3×	106 0.4×	84	2.9k
Christian Bischof Germany	28	760 0.9×	352 0.5×	209 0.4×	1.1k 2.9×	242 0.8×	200	3.4k
Kyle A. Gallivan United States	32	631 0.7×	476 0.6×	330 0.7×	713 1.9×	882 2.9×	147	3.5k
Felipe Cucker Hong Kong	25	919 1.1×	1.1k 1.4×	663 1.3×	1.1k 3.0×	706 2.3×	109	5.2k
William Gropp United States	45	1.4k 1.7×	845 1.1×	553 1.1×	661 1.8×	281 0.9×	237	9.5k

Countries citing papers authored by Nathan Halko

Since Specialization

Citations

This map shows the geographic impact of Nathan Halko's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Nathan Halko with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Nathan Halko more than expected).

Fields of papers citing papers by Nathan Halko

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Nathan Halko. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Nathan Halko. The network helps show where Nathan Halko may publish in the future.

Co-authorship network of co-authors of Nathan Halko

This figure shows the co-authorship network connecting the top 25 collaborators of Nathan Halko. A scholar is included among the top collaborators of Nathan Halko based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Nathan Halko. Nathan Halko is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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4 of 4 papers shown

1.

Martinsson, Per‐Gunnar & Nathan Halko. (2012). Randomized methods for computing low-rank approximations of matrices. 17 indexed citations

2.

Halko, Nathan, et al.. (2011). Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate. 17 indexed citations

3.

Halko, Nathan, Per‐Gunnar Martinsson, & Joel A. Tropp. (2011). Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions. SIAM Review. 53(2). 217–288. 2161 indexed citations breakdown →

4.

Halko, Nathan, Per‐Gunnar Martinsson, Yoel Shkolnisky, & Mark Tygert. (2011). An Algorithm for the Principal Component Analysis of Large Data Sets. SIAM Journal on Scientific Computing. 33(5). 2580–2594. 167 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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