Matthias Poloczek

984 citations
20 papers · 381 indexed · h-index 11
Topics
Advanced Multi-Objective Optimization Algorithms (8 papers)Complexity and Algorithms in Graphs (6 papers)Machine Learning and Algorithms (5 papers)

In The Last Decade

Matthias Poloczek

19 papers receiving 375 citations

Peers

Matthias Poloczek
Comparison fields: 5 of 77
  • Computational Theory and Mathematics 153
  • Materials Chemistry 130
  • Artificial Intelligence 117
  • Electrical and Electronic Engineering 79
  • Management Science and Operations Research 60
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Countries citing papers authored by Matthias Poloczek

Since Specialization
Citations

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

Fields of papers citing papers by Matthias Poloczek

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authorship network of co-authors of Matthias Poloczek

This figure shows the co-authorship network connecting the top 25 collaborators of Matthias Poloczek. A scholar is included among the top collaborators of Matthias Poloczek 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 Matthias Poloczek. Matthias Poloczek is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
#WorkIndexed citations
1 0
2 31
3 27
4
A Framework for Bayesian Optimization in Embedded Subspaces
23
5 14
6 17
7 64
8 4
9
Bayesian Optimization of Combinatorial Structures
2
10 39
11 91
12
Bayesian Optimization with Gradients
9
13 1
14 2
15 3
16 20
17 15
18 6
19 12
20 1

About Matthias Poloczek

Matthias Poloczek is a scholar working on Computational Theory and Mathematics, Management Science and Operations Research and Artificial Intelligence, having authored 20 papers that have together received 381 indexed citations. Recurring topics across this work include Advanced Multi-Objective Optimization Algorithms (8 papers), Complexity and Algorithms in Graphs (6 papers) and Machine Learning and Algorithms (5 papers). The work is most often cited by research in Computational Theory and Mathematics (153 citations), Management Science and Operations Research (60 citations) and Artificial Intelligence (117 citations). Matthias Poloczek has collaborated with scholars based in United States, Germany and United Kingdom. Frequent co-authors include Peter I. Frazier, Paulette Clancy, Henry Herbol, Michael Pearce, David Eriksson, R.D. Turner, Jacob R. Gardner, Rémi Lam, Karen Willcox and Jialei Wang. Their work appears in journals such as ACS Nano, Crystal Growth & Design and SIAM Journal on Computing.

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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