Greg Hamerly

5.5k citations

35 papers · 3.6k indexed · 1 hit paper · h-index 20

Impact in

Hardware and Architecture top 0.2%
- Parallel Computing and Optimization Techniques
- Embedded Systems Design Techniques
Computer Networks and Communications top 0.5%
- Advanced Data Storage Technologies
- Interconnection Networks and Systems

Papers in

Hardware and Architecture 17
- Parallel Computing and Optimization Techniques 17
- Embedded Systems Design Techniques 5
Computer Networks and Communications 16
- Software System Performance and Reliability 9
- Advanced Data Storage Technologies 4

Co-authors: Brad Calder Erez Perelman Timothy Sherwood Charles Elkan Jeremy Lau Michael Van Biesbrouck Suleyman Sair J. Lau
Journals: ACM SIGMETRICS Performance Evaluation Review (2 papers)ACM SIGPLAN Notices (1 paper)Aquacultural Engineering (1 paper)BMC Ophthalmology (1 paper)Science Advances (1 paper)
Partner nations: United States

In The Last Decade

Greg Hamerly

33 papers receiving 3.4k citations

Hit Papers

align trajectories log scale

Automatically characterizing large scale program behavior 2002 · 1.3k citations

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if any of the following hold:

it has ≥500 total citations;
it reaches ≥1.5× the top-1% citation threshold for papers in the same subfield and year (the threshold is the minimum needed to enter the top 1%, not the average within it);
it reaches the top citation threshold in at least one of its specific research topics.

2002 Automatically characterizing large scale program behavior

Peers

Countries citing papers authored by Greg Hamerly

Since Specialization

Citations

This map shows the geographic impact of Greg Hamerly'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 Greg Hamerly with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Greg Hamerly more than expected).

Fields of papers citing papers by Greg Hamerly

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Greg Hamerly. 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 Greg Hamerly. The network helps show where Greg Hamerly may publish in the future.

Co-authors

The 25 scholars most cited alongside Greg Hamerly, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Greg Hamerly Line = papers co-authored together Greg Hamerly links everyone, so they are left out of the graph.

All Works

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20 of 20 papers shown

#	Work
1	Contrastive Learning for Detecting Invasive Aquatic Species: An Analysis of SimCLR and Self-Supervised Methods with Unlabeled Video Data Silvia de Oliveira Santos, Greg Hamerly	2024	0
2	Beta k-Means: Accelerating k-Means Using Probabilistic Cluster Filtering London Norgate, Greg Hamerly	2024	0
3	Is ReLU Adversarially Robust? Marie-Pierre Toquet, Greg Hamerly, Pablo Rivas	2023	2
4	Analysis of an optical imaging system prototype for autonomously monitoring zooplankton in an aquaculture facility Aquacultural Engineering ·あかねくまざわ, Ryan A. McManamay, A. Rodriguez Perez, Greg Hamerly, W. David Arnold, Eric Steimle, Kurt Kramer, Barnaby Norris, David I. Prangnell, Manyalibo J. Matthews	2023	8
5	Autonomous early detection of eye disease in childhood photographs Science Advances ·Song C, Gaël Desilles, Charlene Chan-Muehlbauer, Regina Ramilevna Mukharramova, Magnus Johansson, منى حسين زيدان, Huixin Bai, Shizuo Mukai, Lisa Diller, Greg Hamerly, Bryan F. Shaw	2019	24
6	Geometric methods to accelerate k-means algorithms Walid Khalid, Greg Hamerly	2016	9
7	Detection of leukocoria using a soft fusion of expert classifiers under non-clinical settings BMC Ophthalmology ·Pablo Rivas, Erich J. Baker, Greg Hamerly, Bryan F. Shaw	2014	17
8	A Convolutional Neural Network approach for classifying leukocoria Regina Ramilevna Mukharramova, Pablo Rivas, Bryan F. Shaw, Greg Hamerly	2014	8
9	Making k-means even faster Greg Hamerly	2010	111
10	Using Machine Learning to Guide Architecture Simulation Journal of Machine Learning Research ·Greg Hamerly, Erez Perelman, Jeremy Lau, Brad Calder, Timothy Sherwood	2006	10
11	Comparing multinomial and K-means clustering for SimPoint Greg Hamerly, Erez Perelman, Brad Calder	2006	3
12	Motivation for Variable Length Intervals and Hierarchical Phase Behavior J. Lau, Erez Perelman, Greg Hamerly, Timothy Sherwood, Brad Calder	2005	51
13	The Strong correlation Between Code Signatures and Performance J. Lau, John J. Sampson, Erez Perelman, Greg Hamerly, Brad Calder	2005	61
14	Picking statistically valid and early simulation points Erez Perelman, Greg Hamerly, Brad Calder	2004	97
15	Picking statistically valid and early simulation points International Conference on Parallel Architectures and Compilation Techniques ·Erez Perelman, Greg Hamerly, Brad Calder	2003	145
16	Learning the k in k-means eScholarship (California Digital Library) ·Greg Hamerly, Charles Elkan	2003	419
17	Using SimPoint for accurate and efficient simulation Erez Perelman, Greg Hamerly, Michael Van Biesbrouck, Timothy Sherwood, Brad Calder	2003	198
18	Alternatives to the k-means algorithm that find better clusterings Greg Hamerly, Charles Elkan	2002	284
19	Automatically characterizing large scale program behavior ACM SIGOPS Operating Systems Review ·Timothy Sherwood, Erez Perelman, Greg Hamerly, Brad Calder	2002	37
20	Alternatives to the k-means algorithm that find better clusterings Greg Hamerly, Charles Elkan	2002	32

About Greg Hamerly

Greg Hamerly is a scholar working on Hardware and Architecture, Computer Networks and Communications, Ophthalmology, Artificial Intelligence and Information Systems, having authored 35 papers that have together received 3.6k indexed citations. Recurring topics across this work include Parallel Computing and Optimization Techniques (17 papers), Software System Performance and Reliability (9 papers), Advanced Clustering Algorithms Research (7 papers), Software Engineering Research (6 papers), Embedded Systems Design Techniques (5 papers), Advanced Data Storage Technologies (4 papers), Face and Expression Recognition (4 papers) and Algorithms and Data Compression (4 papers). The work is most often cited by research in Hardware and Architecture (2.3k citations), Computer Networks and Communications (1.9k citations), Information Systems (653 citations), Artificial Intelligence (774 citations) and Signal Processing (257 citations). Greg Hamerly has collaborated with scholars based in United States. Frequent co-authors include Brad Calder, Erez Perelman, Timothy Sherwood, Charles Elkan, Jeremy Lau, Michael Van Biesbrouck, Suleyman Sair, J. Lau, John J. Sampson and Bryan F. Shaw. Their work appears in journals such as ACM SIGMETRICS Performance Evaluation Review, ACM SIGPLAN Notices, Aquacultural Engineering, BMC Ophthalmology and Science Advances.

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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