Fred Daum

3.5k total citations · 2 hit papers
87 papers, 2.6k citations indexed

About

Fred Daum is a scholar working on Artificial Intelligence, Statistical and Nonlinear Physics and Aerospace Engineering. According to data from OpenAlex, Fred Daum has authored 87 papers receiving a total of 2.6k indexed citations (citations by other indexed papers that have themselves been cited), including 50 papers in Artificial Intelligence, 15 papers in Statistical and Nonlinear Physics and 13 papers in Aerospace Engineering. Recurrent topics in Fred Daum's work include Target Tracking and Data Fusion in Sensor Networks (36 papers), Gaussian Processes and Bayesian Inference (10 papers) and Probabilistic and Robust Engineering Design (9 papers). Fred Daum is often cited by papers focused on Target Tracking and Data Fusion in Sensor Networks (36 papers), Gaussian Processes and Bayesian Inference (10 papers) and Probabilistic and Robust Engineering Design (9 papers). Fred Daum collaborates with scholars based in United States and Italy. Fred Daum's co-authors include Jim Huang, Yaakov Bar‐Shalom, Jong‐Chin Huang, R.J. Fitzgerald, Peter Willett, Richard W. Osborne, Liyi Dai, Shozo Mori, Kristine L. Bell and Roy L. Streit and has published in prestigious journals such as IEEE Transactions on Automatic Control, IEEE Transactions on Aerospace and Electronic Systems and IEEE Control Systems.

In The Last Decade

Fred Daum

84 papers receiving 2.5k 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.

The probabilistic data association filter

2009 542 citations Fred Daum, Jim Huang et al. profile →
Nonlinear filters: beyond the Kalman filter

2005 497 citations Fred Daum IEEE Aerospace and Electronic Systems Magazine profile →

Peers — A (Enhanced Table)

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

Name	h						Papers	Cites
Fred Daum United States	22	1.8k	864	374	335	286	87	2.6k
Mark R. Morelande Australia	27	1.8k 1.0×	923 1.1×	371 1.0×	389 1.2×	631 2.2×	137	2.8k
Sanjeev Arulampalam Australia	20	2.6k 1.5×	1.2k 1.4×	639 1.7×	699 2.1×	697 2.4×	64	3.6k
Joaquı́n Mı́guez Spain	21	1.4k 0.8×	266 0.3×	417 1.1×	693 2.1×	853 3.0×	132	2.6k
Petr Tichavský Czechia	25	1.2k 0.7×	605 0.7×	381 1.0×	533 1.6×	481 1.7×	112	3.3k
Daniel E. Clark United Kingdom	30	2.6k 1.4×	1.0k 1.2×	317 0.8×	461 1.4×	943 3.3×	117	3.1k
Puneet Singla United States	21	639 0.4×	806 0.9×	461 1.2×	118 0.4×	164 0.6×	173	2.0k
Patrick Y. Hwang United States	11	1.1k 0.6×	1.8k 2.1×	681 1.8×	719 2.1×	244 0.9×	22	3.4k
Dominic Schuhmacher Switzerland	10	1.8k 1.0×	685 0.8×	253 0.7×	348 1.0×	652 2.3×	25	2.3k
J.H. Kotecha United States	14	1.6k 0.9×	446 0.5×	502 1.3×	860 2.6×	814 2.8×	29	2.7k
A. Cantoni Australia	26	1.5k 0.9×	1.0k 1.2×	405 1.1×	898 2.7×	682 2.4×	185	3.8k

Countries citing papers authored by Fred Daum

Since Specialization

Citations

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

Fields of papers citing papers by Fred Daum

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

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

Co-authorship network of co-authors of Fred Daum

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

All Works

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20 of 20 papers shown

Daum, Fred. (2020). A system engineering perspective on quantum radar. 958–963. 11 indexed citations

Daum, Fred, et al.. (2017). Numerical experiments for Gromov’s stochastic particle flow filters. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 10200. 102000J–102000J. 1 indexed citations

Daum, Fred. (2016). Seven dubious methods to compute optimal Q for Bayesian stochastic particle flow. International Conference on Information Fusion. 2237–2244. 8 indexed citations

Mori, Shozo, et al.. (2016). Adaptive step size approach to homotopy-based particle filtering Bayesian update. International Conference on Information Fusion. 2035–2042. 8 indexed citations

Daum, Fred & Jim Huang. (2015). Renormalization group flow in k-space for nonlinear filters, Bayesian decisions and transport. International Conference on Information Fusion. 1617–1624. 5 indexed citations

Streit, Roy L., et al.. (2014). Bayesian multiple target tracking, 2nd edition [Book review]. IEEE Aerospace and Electronic Systems Magazine. 29(8). 23–24. 9 indexed citations

Daum, Fred & Jim Huang. (2014). How to avoid normalization of particle flow for nonlinear filters, Bayesian decisions, and transport. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 9092. 90920B–90920B. 18 indexed citations

Daum, Fred & Jim Huang. (2013). Particle flow for nonlinear filters, Bayesian decisions and transport. International Conference on Information Fusion. 1072–1079. 17 indexed citations

Daum, Fred & Jim Huang. (2013). Zero curvature particle flow for nonlinear filters. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 8745. 87450Q–87450Q. 25 indexed citations

10.

Daum, Fred & Jim Huang. (2013). Particle flow with non-zero diffusion for nonlinear filters, Bayesian decisions and transport. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 8857. 88570A–88570A. 15 indexed citations

11.

Daum, Fred & Jim Huang. (2012). Particle flow and Monge-Kantorovich transport. International Conference on Information Fusion. 135–142. 17 indexed citations

12.

Daum, Fred. (2012). Tracking and data fusion: Handbook of Algorithms (Bar-Shalom, Y., et al; 2011) [Book Review]. IEEE Aerospace and Electronic Systems Magazine. 27(12). 34–35. 5 indexed citations

13.

Daum, Fred, et al.. (2011). Coulomb's law particle flow for nonlinear filters. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 8137. 81370B–81370B. 25 indexed citations

14.

Daum, Fred, et al.. (2010). Exact particle flow for nonlinear filters. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 7697. 769704–769704. 101 indexed citations

15.

Daum, Fred & Jim Huang. (2010). Exact particle flow for nonlinear filters: Seventeen dubious solutions to a first order linear underdetermined PDE. 64–71. 33 indexed citations

16.

Daum, Fred & Jim Huang. (2008). Particle flow for nonlinear filters with log-homotopy. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE. 6969. 696918–696918. 54 indexed citations

17.

Daum, Fred & Jong‐Chin Huang. (2004). Curse of dimensionality and particle filters. 4. 4_1979–4_1993. 215 indexed citations

18.

Daum, Fred. (2002). Virtual measurements for nonlinear filters. 2. 1657–1662. 1 indexed citations

19.

Daum, Fred. (1996). Multitarget-Multisensor Tracking: Principles and Techniques [Book Review]. IEEE Aerospace and Electronic Systems Magazine. 11(2). 41–41. 8 indexed citations

20.

Daum, Fred. (1990). Bounds on performance for multiple target tracking. IEEE Transactions on Automatic Control. 35(4). 443–446. 32 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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