博文
Ronald Mahler 是谁？
|||
按序：
我个人4月26号发了一篇博文《一个超级大牛的超级自引文献----这才叫牛：引的响当当》，引起了大家对Ronald Mahler和大牛的讨论高潮。包括何毓琦老师《也谈 “一篇超级大牛的超级自引文献----这才叫牛：引的响当当”》，吴宝俊老师《【科●反】躺着中枪的Ronald Mahler与科研名利场 》以及谢力老师《何为大牛：关于Ronald Mahler》等等分别撰写了博文，也都被编辑部精选。所以跟贴讨论和评价的也很多。我最早发文的初衷以及对大家给予的意见和知识反馈的理解和感激在我的博文《 给“超级大牛”Ronald Mahler 再补一枪？》& 《翻译兼回复: “Why I wrote the article 也谈"一篇超级大牛的…"》中表述比较清楚。
这里介绍Ronald Mahler的主要研究工作，尽量不发表个人观点。因这个人公开的信息很少(可能跟他不是一般的在大学任职有关吧，没有找到其个人网站之类的东西；再者跟他的研究单位Martin多目标跟踪更多是军事项目涉密有关?)，所以数据主要是他的发表文献搜集Publications以及他本人自述的一些东西（来自他的研究报告PPT和书籍）
一，Ronald Mahler 简述 (全名 Ronald P. S. Mahler)
谢力老师《何为大牛：关于Ronald Mahler》博文已经进行了部分Ronald Mahler 教育情况的简述和分析，其可能来源于在Mahler发表在IEEE T. Aerospace & Electronics Systems 最后的作者简述。这里面还有一段话如下:
Dr. Mahler is the author, coauthor, or coeditor of over fifty publications, including eleven articles in refereed journals, two books, a hardcover conference proceedings, and a monograph. He has been invited to present at many universities, U.S. government laboratories, and conferences including Harvard, Johns Hopkins, the University of Wisconsin, the University of Massachusetts, the Air Force Institute of Technology, SPAWAR Systems Center, the IEEE Conference on Decision and Control, the International Conference on Information, Decision, and Control, and the International Conference on Information Fusion.
上面提到他写的两个著作: 一个是《Statistical Multisource Multitarget Information Fusion》, Artech House 2007 出版，他是唯一作者。（下面简称书S）。另外一本不知道说的是：1997年和人合著《Mathematics of Data Fusion》CRC Press，和《Random sets: theory and applications》Springer ，他都是第二作者；2000年自己单独出版《An Introduction to Multisource-multitarget Statistics and Applications》（很短104页，更像手册），Lockheed Martin。其中，集他2007年之前基本理论大成的书S中序言中清楚得写到：
The purpose of this book is not to reprise what has already been adequately addressed. Rather, it is a textbook style introduction to a fundamentally new, seamlessly unied, and fully statistical approach to information fusion.
（翻译，这本书不对已经得到充分解决的问题进行陈述（这段话之前列出了基本领域内经典的书籍）。相反，它是一本能够给信息融合提供一套全新的系统完整的纯粹统计方法）
从理论方法上理解，他的研究工作都是建立在FISST（finite set statistics）上。注意，Set Statistics是传统数学里面的东西，但现在很多的研究者公认FISST是Mahler的东西了。这一套理论上发展用于多目标跟踪（Multiple target tracking）的 PHD filter， CPHD filter，以及 Multi-target Multi-Bernoulli filter, “Second-generation” PHD/CPHD filters 等等。他怎么起源的自己的研究呐？在书S中他介绍到：
I acknowledge my profound debt to the groundbreaking research of Dr. I.R. Goodman of the U.S. Navy SPAWAR Systems Center. It was Dr. Goodman who, beginning in late 1993, exposed me to the potentially revolutionary implications of random set techniques in information fusion.
是Dr. I.R. Goodman 在1993年 启发Mahler采用有限集统计解决信息融合问题，也就导致后来他发展FISST。从此，这人相当于将近20年都耗在这上面了。关于FISST理论方法的创新性，这个链接上他本人做的ppt （pdf格式）阐述Conclusions的很好：
( http://research.microsoft.com/en-us/um/redmond/events/womot03/mahler-tutorial.pdf )
•“Finite-set statistics” (FISST) provides a systematic, Bayes-probabilistic foundation and unification for multisource, multitargetdata fusion
•Is an “engineering friendly” formulation of point process theory, the recognized theoretical foundation for stochastic multi-object systems
•Has led to systematic foundations for previously murky problems: e.g. group-target fusion
•Is leading to new computational approaches, e.g. PHD filter; multisteplook-ahead sensor management
•Currently being investigated by other researchers:–Defense Sciences Technology Office (Australia), U. Melbourne (Australia), Swedish Defense Research Agency, Georgia Tech Research Institute, SAIC Corp.
二，Ronald Mahler 主要发表文献列表：
Summary:
IEEE 期刊（共计11篇，其中6篇第一作者，4篇唯一作者）
IEEE 会议（共计19篇，其中14篇第一作者，12篇唯一作者）
SPIE 会议（共计117篇，其中63篇第一作者，44篇唯一作者）
In detail:
1，IEEE 期刊（共计11篇，其中6篇第一作者，4篇唯一作者）
Mahler, R.P.S.; Ba-Tuong Vo; Ba-Ngu Vo; , "Forward-Backward Probability Hypothesis Density Smoothing," Aerospace and Electronic Systems, IEEE Transactions on , vol.48, no.1, pp.707-728, Jan. 2012
doi: 10.1109/TAES.2012.6129665
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6129665&isnumber=6129613
Mahler, R.P.S.; , "Combining ambiguous evidence with respect to ambiguous a priori knowledge. I. Boolean logic," Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on , vol.26, no.1, pp.27-41, Jan 1996
doi: 10.1109/3468.477858
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=477858&isnumber=10214
Mahler, R.; , "PHD filters of higher order in target number," Aerospace and Electronic Systems, IEEE Transactions on , vol.43, no.4, pp.1523-1543, October 2007
doi: 10.1109/TAES.2007.4441756
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4441756&isnumber=4441733
Hoffman, J.R.; Mahler, R.P.S.; , "Multitarget miss distance via optimal assignment," Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on , vol.34, no.3, pp. 327- 336, May 2004
doi: 10.1109/TSMCA.2004.824848
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1288344&isnumber=28722
Fixsen, D.; Mahler, R.P.S.; , "The modified Dempster-Shafer approach to classification," Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on , vol.27, no.1, pp.96-104, Jan 1997
doi: 10.1109/3468.553228
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=553228&isnumber=12030
Ba-Ngu Vo; Ba-Tuong Vo; Mahler, R.P.S.; , "Closed-Form Solutions to Forward–Backward Smoothing," Signal Processing, IEEE Transactions on , vol.60, no.1, pp.2-17, Jan. 2012
doi: 10.1109/TSP.2011.2168519
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6021387&isnumber=6104236
Hastings, R.; Mahler, R.P.S.; Schneider, R.; Eraker, J.H.; , "Cryogenic Magnetic Gradiometers for Space Applications," Geoscience and Remote Sensing, IEEE Transactions on , vol.GE-23, no.4, pp.552-561, July 1985
doi: 10.1109/TGRS.1985.289448
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4072337&isnumber=4072307
Mahler, R.P.S.; , "Multitarget Bayes filtering via first-order multitarget moments," Aerospace and Electronic Systems, IEEE Transactions on , vol.39, no.4, pp. 1152- 1178, Oct. 2003
doi: 10.1109/TAES.2003.1261119
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1261119&isnumber=28184
Mahler, R.P.S.; , ""Statistics 101" for multisensor, multitarget data fusion," Aerospace and Electronic Systems Magazine, IEEE , vol.19, no.1, pp.53-64, Jan. 2004
doi: 10.1109/MAES.2004.1263231
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1263231&isnumber=28248
Mahler, R.P.S.; Ba-Tuong Vo; Ba-Ngu Vo; , "CPHD Filtering With Unknown Clutter Rate and Detection Profile," Signal Processing, IEEE Transactions on , vol.59, no.8, pp.3497-3513, Aug. 2011
doi: 10.1109/TSP.2011.2128316
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5730505&isnumber=5948440
Sweeny, M.; Mahler, R.; , "A travelling-wave parametric amplifier utilizing Josephson junctions," Magnetics, IEEE Transactions on , vol.21, no.2, pp. 654- 655, Mar 1985
doi: 10.1109/TMAG.1985.1063777
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1063777&isnumber=22874
doi: 10.1109/TAES.2012.6129665
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6129665&isnumber=6129613
Mahler, R.P.S.; , "Combining ambiguous evidence with respect to ambiguous a priori knowledge. I. Boolean logic," Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on , vol.26, no.1, pp.27-41, Jan 1996
doi: 10.1109/3468.477858
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=477858&isnumber=10214
Mahler, R.; , "PHD filters of higher order in target number," Aerospace and Electronic Systems, IEEE Transactions on , vol.43, no.4, pp.1523-1543, October 2007
doi: 10.1109/TAES.2007.4441756
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4441756&isnumber=4441733
Hoffman, J.R.; Mahler, R.P.S.; , "Multitarget miss distance via optimal assignment," Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on , vol.34, no.3, pp. 327- 336, May 2004
doi: 10.1109/TSMCA.2004.824848
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1288344&isnumber=28722
Fixsen, D.; Mahler, R.P.S.; , "The modified Dempster-Shafer approach to classification," Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on , vol.27, no.1, pp.96-104, Jan 1997
doi: 10.1109/3468.553228
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=553228&isnumber=12030
Ba-Ngu Vo; Ba-Tuong Vo; Mahler, R.P.S.; , "Closed-Form Solutions to Forward–Backward Smoothing," Signal Processing, IEEE Transactions on , vol.60, no.1, pp.2-17, Jan. 2012
doi: 10.1109/TSP.2011.2168519
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6021387&isnumber=6104236
Hastings, R.; Mahler, R.P.S.; Schneider, R.; Eraker, J.H.; , "Cryogenic Magnetic Gradiometers for Space Applications," Geoscience and Remote Sensing, IEEE Transactions on , vol.GE-23, no.4, pp.552-561, July 1985
doi: 10.1109/TGRS.1985.289448
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4072337&isnumber=4072307
Mahler, R.P.S.; , "Multitarget Bayes filtering via first-order multitarget moments," Aerospace and Electronic Systems, IEEE Transactions on , vol.39, no.4, pp. 1152- 1178, Oct. 2003
doi: 10.1109/TAES.2003.1261119
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1261119&isnumber=28184
Mahler, R.P.S.; , ""Statistics 101" for multisensor, multitarget data fusion," Aerospace and Electronic Systems Magazine, IEEE , vol.19, no.1, pp.53-64, Jan. 2004
doi: 10.1109/MAES.2004.1263231
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1263231&isnumber=28248
Mahler, R.P.S.; Ba-Tuong Vo; Ba-Ngu Vo; , "CPHD Filtering With Unknown Clutter Rate and Detection Profile," Signal Processing, IEEE Transactions on , vol.59, no.8, pp.3497-3513, Aug. 2011
doi: 10.1109/TSP.2011.2128316
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5730505&isnumber=5948440
Sweeny, M.; Mahler, R.; , "A travelling-wave parametric amplifier utilizing Josephson junctions," Magnetics, IEEE Transactions on , vol.21, no.2, pp. 654- 655, Mar 1985
doi: 10.1109/TMAG.1985.1063777
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1063777&isnumber=22874
2，IEEE 会议（共计19篇，其中14篇第一作者，12篇唯一作者）
Mahler, R.; , "Can the Bayesian and Dempster-Shafer approaches be reconciled? Yes," Information Fusion, 2005 8th International Conference on , vol.2, no., pp. 8 pp., 25-28 July 2005
doi: 10.1109/ICIF.2005.1591949
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1591949&isnumber=33513
Mahler, R.P.S.; Ba-Ngu Vo; Ba-Tuong Vo; , "The forward-backward Probability Hypothesis Density smoother," Information Fusion (FUSION), 2010 13th Conference on , vol., no., pp.1-8, 26-29 July 2010
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5711920&isnumber=5711821
Mahler, R.; , "PHD filters for nonstandard targets, II: Unresolved targets," Information Fusion, 2009. FUSION '09. 12th International Conference on , vol., no., pp.922-929, 6-9 July 2009
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5203633&isnumber=5203583
Mahler, R.P.S.; Ba Tuong Vo; Ba Ngu Vo; , "CPHD filtering with unknown clutter rate and detection profile," Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on , vol., no., pp.1-8, 5-8 July 2011
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5977596&isnumber=5977431
Mahler, R.; , "Objective functions for bayesian control-theoretic sensor management, 1: multitarget first-moment approximation," Aerospace Conference, 2003. Proceedings. 2003 IEEE , vol.4, no., pp. 4_1905- 4_1923, March 8-15, 2003
doi: 10.1109/AERO.2003.1235121
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1235121&isnumber=27670
Mahler, R.; , "Unified Bayes multitarget fusion of ambiguous data sources," Integration of Knowledge Intensive Multi-Agent Systems, 2003. International Conference on , vol., no., pp. 343- 348, 30 Sept.-4 Oct. 2003
doi: 10.1109/KIMAS.2003.1245068
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1245068&isnumber=27847
Mahler, R.; , "Measurement-to-track association for nontraditional measurements," Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on , vol., no., pp.1-8, 5-8 July 2011
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5977538&isnumber=5977431
Nagappa, S.; Clark, D.E.; Mahler, R.; , "Incorporating track uncertainty into the OSPA metric," Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on , vol., no., pp.1-8, 5-8 July 2011
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5977558&isnumber=5977431
Mahler, R.; , "Nonadditive probability, finite-set statistics, and information fusion," Decision and Control, 1995., Proceedings of the 34th IEEE Conference on , vol.2, no., pp.1947-1952 vol.2, 13-15 Dec 1995
doi: 10.1109/CDC.1995.480631
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=480631&isnumber=10221
El-Fallah, A.; Perloff, M.; Avinash Gandhe; Mahler, R.; Zajic, T.; Stelzig, C.; , "Multisensor-multitarget sensor management using geometric objective functions," Integration of Knowledge Intensive Multi-Agent Systems, 2003. International Conference on , vol., no., pp. 349- 354, 30 Sept.-4 Oct. 2003
doi: 10.1109/KIMAS.2003.1245069
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1245069&isnumber=27847
Mahler, R.; , "Approximate multisensor CPHD and PHD filters," Information Fusion (FUSION), 2010 13th Conference on , vol., no., pp.1-8, 26-29 July 2010
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5711984&isnumber=5711821
Mahler, R.; , "Linear-complexity CPHD filters," Information Fusion (FUSION), 2010 13th Conference on , vol., no., pp.1-8, 26-29 July 2010
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5711919&isnumber=5711821
Ba Tuong Vo; Ba Ngu Vo; Hoseinnezhad, R.; Mahler, R.P.S.; , "Multi-Bernoulli filtering with unknown clutter intensity and sensor field-of-view," Information Sciences and Systems (CISS), 2011 45th Annual Conference on , vol., no., pp.1-6, 23-25 March 2011
doi: 10.1109/CISS.2011.5766180
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5766180&isnumber=5766094
Mahler, R.; , "Unified sensor management using CPHD filters," Information Fusion, 2007 10th International Conference on , vol., no., pp.1-7, 9-12 July 2007
doi: 10.1109/ICIF.2007.4407996
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4407996&isnumber=4407958
Mahler, R.; , "Engineering statistics for multi-object tracking," Multi-Object Tracking, 2001. Proceedings. 2001 IEEE Workshop on , vol., no., pp.53-60, 2001
doi: 10.1109/MOT.2001.937981
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=937981&isnumber=20302
Mahler, R.; , "PHD filters for nonstandard targets, I: Extended targets," Information Fusion, 2009. FUSION '09. 12th International Conference on , vol., no., pp.915-921, 6-9 July 2009
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5203632&isnumber=5203583
Ba-Ngu Vo; Ba-Tuong Vo; Mahler, R.P.S.; , "A closed form solution to the Probability Hypothesis Density Smoother," Information Fusion (FUSION), 2010 13th Conference on , vol., no., pp.1-8, 26-29 July 2010
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5711983&isnumber=5711821
Hoffman, J.R.; Mahler, R.P.S.; , "Multitarget miss distance and its applications," Information Fusion, 2002. Proceedings of the Fifth International Conference on , vol.1, no., pp. 149- 155 vol.1, 2002
doi: 10.1109/ICIF.2002.1021144
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1021144&isnumber=21965
Mahler, R.; , "General Bayes filtering of quantized measurements," Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on , vol., no., pp.1-7, 5-8 July 2011
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5977662&isnumber=5977431
doi: 10.1109/ICIF.2005.1591949
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1591949&isnumber=33513
Mahler, R.P.S.; Ba-Ngu Vo; Ba-Tuong Vo; , "The forward-backward Probability Hypothesis Density smoother," Information Fusion (FUSION), 2010 13th Conference on , vol., no., pp.1-8, 26-29 July 2010
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5711920&isnumber=5711821
Mahler, R.; , "PHD filters for nonstandard targets, II: Unresolved targets," Information Fusion, 2009. FUSION '09. 12th International Conference on , vol., no., pp.922-929, 6-9 July 2009
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5203633&isnumber=5203583
Mahler, R.P.S.; Ba Tuong Vo; Ba Ngu Vo; , "CPHD filtering with unknown clutter rate and detection profile," Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on , vol., no., pp.1-8, 5-8 July 2011
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5977596&isnumber=5977431
Mahler, R.; , "Objective functions for bayesian control-theoretic sensor management, 1: multitarget first-moment approximation," Aerospace Conference, 2003. Proceedings. 2003 IEEE , vol.4, no., pp. 4_1905- 4_1923, March 8-15, 2003
doi: 10.1109/AERO.2003.1235121
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1235121&isnumber=27670
Mahler, R.; , "Unified Bayes multitarget fusion of ambiguous data sources," Integration of Knowledge Intensive Multi-Agent Systems, 2003. International Conference on , vol., no., pp. 343- 348, 30 Sept.-4 Oct. 2003
doi: 10.1109/KIMAS.2003.1245068
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1245068&isnumber=27847
Mahler, R.; , "Measurement-to-track association for nontraditional measurements," Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on , vol., no., pp.1-8, 5-8 July 2011
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5977538&isnumber=5977431
Nagappa, S.; Clark, D.E.; Mahler, R.; , "Incorporating track uncertainty into the OSPA metric," Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on , vol., no., pp.1-8, 5-8 July 2011
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5977558&isnumber=5977431
Mahler, R.; , "Nonadditive probability, finite-set statistics, and information fusion," Decision and Control, 1995., Proceedings of the 34th IEEE Conference on , vol.2, no., pp.1947-1952 vol.2, 13-15 Dec 1995
doi: 10.1109/CDC.1995.480631
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=480631&isnumber=10221
El-Fallah, A.; Perloff, M.; Avinash Gandhe; Mahler, R.; Zajic, T.; Stelzig, C.; , "Multisensor-multitarget sensor management using geometric objective functions," Integration of Knowledge Intensive Multi-Agent Systems, 2003. International Conference on , vol., no., pp. 349- 354, 30 Sept.-4 Oct. 2003
doi: 10.1109/KIMAS.2003.1245069
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1245069&isnumber=27847
Mahler, R.; , "Approximate multisensor CPHD and PHD filters," Information Fusion (FUSION), 2010 13th Conference on , vol., no., pp.1-8, 26-29 July 2010
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5711984&isnumber=5711821
Mahler, R.; , "Linear-complexity CPHD filters," Information Fusion (FUSION), 2010 13th Conference on , vol., no., pp.1-8, 26-29 July 2010
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5711919&isnumber=5711821
Ba Tuong Vo; Ba Ngu Vo; Hoseinnezhad, R.; Mahler, R.P.S.; , "Multi-Bernoulli filtering with unknown clutter intensity and sensor field-of-view," Information Sciences and Systems (CISS), 2011 45th Annual Conference on , vol., no., pp.1-6, 23-25 March 2011
doi: 10.1109/CISS.2011.5766180
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5766180&isnumber=5766094
Mahler, R.; , "Unified sensor management using CPHD filters," Information Fusion, 2007 10th International Conference on , vol., no., pp.1-7, 9-12 July 2007
doi: 10.1109/ICIF.2007.4407996
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4407996&isnumber=4407958
Mahler, R.; , "Engineering statistics for multi-object tracking," Multi-Object Tracking, 2001. Proceedings. 2001 IEEE Workshop on , vol., no., pp.53-60, 2001
doi: 10.1109/MOT.2001.937981
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=937981&isnumber=20302
Mahler, R.; , "PHD filters for nonstandard targets, I: Extended targets," Information Fusion, 2009. FUSION '09. 12th International Conference on , vol., no., pp.915-921, 6-9 July 2009
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5203632&isnumber=5203583
Ba-Ngu Vo; Ba-Tuong Vo; Mahler, R.P.S.; , "A closed form solution to the Probability Hypothesis Density Smoother," Information Fusion (FUSION), 2010 13th Conference on , vol., no., pp.1-8, 26-29 July 2010
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5711983&isnumber=5711821
Hoffman, J.R.; Mahler, R.P.S.; , "Multitarget miss distance and its applications," Information Fusion, 2002. Proceedings of the Fifth International Conference on , vol.1, no., pp. 149- 155 vol.1, 2002
doi: 10.1109/ICIF.2002.1021144
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1021144&isnumber=21965
Mahler, R.; , "General Bayes filtering of quantized measurements," Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on , vol., no., pp.1-7, 5-8 July 2011
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5977662&isnumber=5977431
3，SPIE 会议（共计117篇，其中63篇第一作者，44篇唯一作者）
Detection and tracking of LEO collision events using space-based sensors (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 20 May 2011
Dempster's combination is a special case of Bayes' rule (Conference Proceedings)
Authors: Ronald Mahler
Published: 05 May 2011
Multimodel filtering of partially observable space object trajectories (Conference Proceedings)
Authors: A. Zatezalo, A. El-Fallah, R. Mahler, et al.
Published: 05 May 2011
Bayesian unified registration and tracking (Conference Proceedings)
Authors: Ronald Mahler, Adel El-Fallah
Published: 05 May 2011
PHD filtering in known target-dependent clutter (Conference Proceedings)
Authors: Ronald Mahler, Adel El-Fallah
Published: 27 Apr 2010
CPHD filtering with unknown probability of detection (Conference Proceedings)
Authors: Ronald Mahler, Adel El-Fallah
Published: 27 Apr 2010
Situational awareness sensor management of space-based EO/IR and airborne GMTI radar for road targets tracking (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 27 Apr 2010
EO/IR satellite constellations for the early detection and tracking of collision events (Conference Proceedings)
Authors: A. Zatezalo, A. El-Fallah, R. Mahler, et al.
Published: 27 Apr 2010
Unified sensor management in unknown dynamic clutter (Conference Proceedings)
Authors: Ronald Mahler, Adel El-Fallah
Published: 15 Apr 2010
CPHD and PHD filters for unknown backgrounds, part III: tractable multitarget filtering in dynamic clutter (Conference Proceedings)
Authors: Ronald Mahler, Adel El-Fallah
Published: 15 Apr 2010
CPHD filters for superpositional sensors (Conference Proceedings)
Authors: Ronald Mahler
Published: 03 Sep 2009
Second-generation PHD/CPHD filters and multitarget calculus (Conference Proceedings)
Authors: Ronald Mahler
Published: 03 Sep 2009
The multisensor PHD filter: I. General solution via multitarget calculus (Conference Proceedings)
Authors: Ronald Mahler
Published: 11 May 2009
The multisensor PHD filter: II. Erroneous solution via Poisson magic (Conference Proceedings)
Authors: Ronald Mahler
Published: 11 May 2009
Sensor management of space-based multiplatform EO/IR sensors for tracking geosynchronous satellites (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 11 May 2009
Dispersed and disparate sensor management for tracking low earth orbit satellites (Conference Proceedings)
Authors: A. Zatezalo, A. El-Fallah, R. Mahler, et al.
Published: 11 May 2009
CPHD and PHD filters for unknown backgrounds I: dynamic data clustering (Conference Proceedings)
Authors: Ronald Mahler
Published: 06 May 2009
CPHD and PHD filters for unknown backgrounds II: multitarget filtering in dynamic clutter (Conference Proceedings)
Authors: Ronald Mahler
Published: 06 May 2009
Joint search and sensor management of space based EO/IR sensors for LEO event estimation (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 06 May 2009
Optimal constellation design of low earth orbit (LEO) EO/IR sensor platforms for space situational awareness (Conference Proceedings)
Authors: A. Zatezalo, A. El-Fallah, R. Mahler, et al.
Published: 06 May 2009
Multitarget-moment filters for nonstandard measurement models (Conference Proceedings)
Authors: Ronald Mahler
Published: 06 May 2008
Joint search and sensor management for geosynchronous satellites (Conference Proceedings)
Authors: A. Zatezalo, A. El-Fallah, R. Mahler, et al.
Published: 06 May 2008
Dynamic sensor management of dispersed and disparate sensors for tracking resident space objects (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 06 May 2008
Optimal PHD filter for single-target detection and tracking (Conference Proceedings)
Authors: Ronald Maher
Published: 21 Sep 2007
Invited panel discussion: Issues and challenges in uncertainty representation and management with applications to real-world problems (Conference Proceedings)
Authors: Ivan Kadar, Enrique Ruspini, Anne-Laure Jousselme, Ronald Mahler, et al.
Published: 16 May 2007
Space-based sensor management and geostationary satellites tracking (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 16 May 2007
Mission-based situational awareness sensor management and information fusion (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 07 May 2007
A survey of PHD filter and CPHD filter implementations (Conference Proceedings)
Authors: Ronald Maher
Published: 07 May 2007
A unified Bayesian theory of measurements (Conference Proceedings)
Authors: Ronald Maher
Published: 07 May 2007
Issues in resource management with applications to real-world problems (Conference Proceedings)
Authors: David Castañón, Ron Mahler, Kenneth Hintz, et al.
Published: 25 May 2006
PHD filters of second order in target number (Conference Proceedings)
Authors: Ronald Mahler
Published: 19 May 2006
Multi-environment NLF tracking assessment testbed (MENTAT): an update (Conference Proceedings)
Authors: Ronald Mahler, Joseph Spinks, Michael Ekhaus, et al.
Published: 17 May 2006
Bayes-invariant transformations of uncertainty representations (Conference Proceedings)
Authors: Ronald Mahler
Published: 17 May 2006
Advancements in situation assessment sensor management (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 17 May 2006
Regularized multitarget particle filter for sensor management (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 17 May 2006
A theory of PHD filters of higher order in target number (Conference Proceedings)
Authors: Ronald Mahler
Published: 17 May 2006
Bayesian tracking with Dempster-Shafer measurements (Conference Proceedings)
Authors: Ronald Mahler
Published: 15 Sep 2005
A general theory of multitarget extended Kalman filters (Conference Proceedings)
Authors: Ronald Mahler
Published: 25 May 2005
Unified Bayes filtering with fuzzy and rule-based evidence (Conference Proceedings)
Authors: Ronald Mahler
Published: 25 May 2005
MENTAT: a benchmark evaluation testbed for nonlinear filtering (Conference Proceedings)
Authors: Ronald Mahler, John Hoffman, Lingji Chen
Published: 25 May 2005
Unified Bayesian situation assessment sensor management (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 25 May 2005
Unified robust-Bayes multisource ambiguous data rule fusion (Conference Proceedings)
Authors: A. El-Fallah, A. Zatezalo, R. Mahler, et al.
Published: 25 May 2005
Formal versus heuristic modeling for multitarget Bayes filtering (Conference Proceedings)
Authors: Ronald Mahler
Published: 25 Aug 2004
Probabilistic objective functions for sensor management (Conference Proceedings)
Authors: Ronald Mahler, Tim Zajic
Published: 09 Aug 2004
Multisensor-multitarget sensor management with target preference (Conference Proceedings)
Authors: Adel El-Fallah, Mike Perloff, B. Ravichandran, .....Ronald Mahler.
Published: 09 Aug 2004
Target preference in multitarget sensor management: a unified approach (Conference Proceedings)
Authors: Ronald Mahler
Published: 09 Aug 2004
Bayesian versus 'plain-vanilla Bayesian' multitarget statistics (Conference Proceedings)
Authors: Ronald Mahler
Published: 09 Aug 2004
Initial studies on direct sensor management optimization using tracking performance metrics and genetic algorithms (Conference Proceedings)
Authors: Lingji Chen, Adel El-Fallah, Raman Mehra, .....Ronald Mahler.
Published: 25 Aug 2003
Particle-systems implementation of the PHD multitarget tracking filter (Conference Proceedings)
Authors: Tim Zajic, Ronald Mahler
Published: 25 Aug 2003
Multisensor-multitarget sensor management: a unified Bayesian approach (Conference Proceedings)
Authors: Ronald Mahler
Published: 25 Aug 2003
Joint tracking and identification with robustness against unmodeled targets (Conference Proceedings)
Authors: Tim Zajic, Ravi Ravichandran, Ronald Mahler, et al.
Published: 25 Aug 2003
Robust SAR ATR via set-valued classifiers: new results (Conference Proceedings)
Authors: John Hoffman, Ronald Mahler, Ravi Ravichandran, et al.
Published: 25 Aug 2003
Bayesian cluster detection and tracking using a generalized Cheeseman approach (Conference Proceedings)
Authors: Ronald Mahler
Published: 25 Aug 2003
Extended first-order Bayes filter for force aggregation (Conference Proceedings)
Authors: Ronald Mahler
Published: 07 Aug 2002
Technologies for the unified collection and control of UCAVs (Conference Proceedings)
Authors: Ronald Mahler, Ravi Prasanth
Published: 31 Jul 2002
Point target-clusters and continuous-state multitarget statistics (Conference Proceedings)
Authors: Ronald Mahler
Published: 31 Jul 2002
Bulk multitarget tracking using a first-order multitarget moment filter (Conference Proceedings)
Authors: Ronald Mahler, Tim Zajic
Published: 31 Jul 2002
Robust SAR ATR by hedging against uncertainty (Conference Proceedings)
Authors: John Hoffman, Ronald Mahler, Ravi Ravichandran, et al.
Published: 31 Jul 2002
Confidence measure and performance evaluation for HRRR-based classifiers (Conference Proceedings)
Authors: Constantino Rago, Tim Zajic, Melvyn Huff, .....Ronald Mahler
Published: 31 Jul 2002
Scientific performance estimation of robustness and threat (Conference Proceedings)
Authors: John Hoffman, Eric Sorensen, Chad Stelzig, .....Ronald Mahler
Published: 31 Jul 2002
Multisensor management optimization for multitarget tracking based on Hausdorff distance minimization (Conference Proceedings)
Authors: Lingji Chen, Adel El-Fallah, Raman Mehra, .....Ronald Mahler
Published: 31 Jul 2002
Unified generalized Bayesian accrual of evidence for robust ATR: new results (Conference Proceedings)
Authors: John Hoffman, Ronald Mahler, Ravi Prasanth, et al.
Published: 16 Aug 2001
Multitarget filtering using a multitarget first-order moment statistic (Conference Proceedings)
Authors: Ronald Mahler, Tim Zajic
Published: 16 Aug 2001
Joint tracking, pose estimation, and target recognition using HRRR and track data: new results (Conference Proceedings)
Authors: Tim Zajic, Constantino Rago, Ronald Mahler, et al.
Published: 16 Aug 2001
Multitarget nonlinear filtering based on spectral compression and probability hypothesis density (Conference Proceedings)
Authors: Adel El-Fallah, Tim Zajic, Ronald Mahler, et al.
Published: 16 Aug 2001
Detecting, tracking, and classifying group targets: a unified approach (Conference Proceedings)
Authors: Ronald Mahler
Published: 16 Aug 2001
Optical path tracking in high-scintillation scenarios (Conference Proceedings)
Authors: Constantino Rago, Melvyn Huff, Ravi Ravichandran, .....Ronald Mahler
Published: 16 Aug 2001
None-of-the-above (NOTA) capability for INTELL-based NCTI (Conference Proceedings)
Authors: Eric Sorensen, Ronald Mahler, Trent Brundage
Published: 16 Aug 2001
User-defined information and scientific performance evaluation (Conference Proceedings)
Authors: John Hoffman, Ronald Mahler, Tim Zajic
Published: 16 Aug 2001
Scientific performance evaluation for distributed sensor management and adaptive data fusion (Conference Proceedings)
Authors: Adel El-Fallah, Ravi Ravichandran, Raman Mehra, .....Ronald Mahler
Published: 16 Aug 2001
Optimal/robust distributed data fusion: a unified approach (Conference Proceedings)
Authors: Ronald Mahler
Published: 04 Aug 2000
Unified evidence accrual for SAR: recent results (Conference Proceedings)
Authors: Melvyn Huff, Ssu-Hsin Yu, Ronald Mahler, et al.
Published: 04 Aug 2000
Scientific performance metrics for data fusion: new results (Conference Proceedings)
Authors: Tim Zajic, John Hoffman, Ronald Mahler
Published: 04 Aug 2000
Scientific performance evaluation for sensor management (Conference Proceedings)
Authors: Adel El-Fallah, Ronald Mahler, Tim Zajic, et al.
Published: 04 Aug 2000
Joint tracking, pose estimation, and identification using HRRR data (Conference Proceedings)
Authors: Ronald Mahler, Constantino Rago, Tim Zajic, et al.
Published: 04 Aug 2000
Search for tractable Bayesian multitarget filters (Conference Proceedings)
Authors: Ronald Mahler
Published: 13 Jul 2000
Multitarget detection and acquisition: a unified approach (Conference Proceedings)
Authors: Ronald Mahler, Marty O'Hely
Published: 04 Oct 1999
What is conditional event algebra and why should you care? (Conference Proceedings)
Authors: I. Goodman, Ronald Mahler, H. Nguyen
Published: 27 Jul 1999
Practical information-based data fusion performance evaluation (Conference Proceedings)
Authors: Tim Zajic, Ronald Mahler
Published: 27 Jul 1999
Multitarget Markov motion models (Conference Proceedings)
Authors: Ronald Mahler
Published: 27 Jul 1999
Nonlinear filtering with really bad data (Conference Proceedings)
Authors: Ronald Mahler, Richard Leavitt, J. Warner, et al.
Published: 27 Jul 1999
Application of unified evidence accrual methods to robust SAR ATR (Conference Proceedings)
Authors: Ronald Mahler, Ssu-Hsin Yu, Raman Mehra, et al.
Published: 27 Jul 1999
Adaptive data fusion using finite-set statistics (Conference Proceedings)
Authors: Adel El-Fallah, Ronald Mahler, Ravi Ravichandran, et al.
Published: 27 Jul 1999
Multisource multitarget filtering: a unified approach (Conference Proceedings)
Authors: Ronald Mahler
Published: 03 Sep 1998
Global posterior densities for sensor management (Conference Proceedings)
Authors: Ronald Mahler
Published: 30 Jul 1998
Practical implementation of joint multitarget probabilities (Conference Proceedings)
Authors: Stanton Musick, Keith Kastella, Ronald Mahler
Published: 17 Jul 1998
Information for fusion management and performance estimation (Conference Proceedings)
Authors: Ronald Mahler
Published: 17 Jul 1998
Measurement models for ambiguous evidence using conditional random sets (Conference Proceedings)
Authors: Ronald Mahler
Published: 28 Jul 1997
Unified data fusion: fuzzy logic, evidence, and rules (Conference Proceedings)
Authors: Ronald Mahler
Published: 14 Jun 1996
Unified nonparametric data fusion (Conference Proceedings)
Authors: Ronald Mahler
Published: 05 Jul 1995
Random-set approach to data fusion (Conference Proceedings)
Authors: Ronald Mahler
Published: 29 Jul 1994
Classification when a priori evidence is ambiguous (Conference Proceedings)
Authors: Ronald Mahler
Published: 29 Jul 1994
None-of-the-above (NOTA) capability for INTELL-based NCTI (Conference Proceedings)
Authors: Eric Sorensen, Ronald Mahler, Trent Brundage
Published: 16 Aug 2001
User-defined information and scientific performance evaluation (Conference Proceedings)
Authors: John Hoffman, Ronald Mahler, Tim Zajic
Published: 16 Aug 2001
Scientific performance evaluation for distributed sensor management and adaptive data fusion (Conference Proceedings)
Authors: Adel El-Fallah, Ravi Ravichandran, Raman Mehra, .....Ronald Mahler
Published: 16 Aug 2001
Optimal/robust distributed data fusion: a unified approach (Conference Proceedings)
Authors: Ronald Mahler
Published: 04 Aug 2000
Unified evidence accrual for SAR: recent results (Conference Proceedings)
Authors: Melvyn Huff, Ssu-Hsin Yu, Ronald Mahler, et al.
Published: 04 Aug 2000
Scientific performance metrics for data fusion: new results (Conference Proceedings)
Authors: Tim Zajic, John Hoffman, Ronald Mahler
Published: 04 Aug 2000
Scientific performance evaluation for sensor management (Conference Proceedings)
Authors: Adel El-Fallah, Ronald Mahler, Tim Zajic, et al.
Published: 04 Aug 2000
Joint tracking, pose estimation, and identification using HRRR data (Conference Proceedings)
Authors: Ronald Mahler, Constantino Rago, Tim Zajic, et al.
Published: 04 Aug 2000
Search for tractable Bayesian multitarget filters (Conference Proceedings)
Authors: Ronald Mahler
Published: 13 Jul 2000
Multitarget detection and acquisition: a unified approach (Conference Proceedings)
Authors: Ronald Mahler, Marty O'Hely
Published: 04 Oct 1999
What is conditional event algebra and why should you care? (Conference Proceedings)
Authors: I. Goodman, Ronald Mahler, H. Nguyen
Published: 27 Jul 1999
Practical information-based data fusion performance evaluation (Conference Proceedings)
Authors: Tim Zajic, Ronald Mahler
Published: 27 Jul 1999
Multitarget Markov motion models (Conference Proceedings)
Authors: Ronald Mahler
Published: 27 Jul 1999
Nonlinear filtering with really bad data (Conference Proceedings)
Authors: Ronald Mahler, Richard Leavitt, J. Warner, et al.
Published: 27 Jul 1999
Application of unified evidence accrual methods to robust SAR ATR (Conference Proceedings)
Authors: Ronald Mahler, Ssu-Hsin Yu, Raman Mehra, et al.
Published: 27 Jul 1999
Adaptive data fusion using finite-set statistics (Conference Proceedings)
Authors: Adel El-Fallah, Ronald Mahler, Ravi Ravichandran, et al.
Published: 27 Jul 1999
Multisource multitarget filtering: a unified approach (Conference Proceedings)
Authors: Ronald Mahler
Published: 03 Sep 1998
Global posterior densities for sensor management (Conference Proceedings)
Authors: Ronald Mahler
Published: 30 Jul 1998
Practical implementation of joint multitarget probabilities (Conference Proceedings)
Authors: Stanton Musick, Keith Kastella, Ronald Mahler
Published: 17 Jul 1998
Information for fusion management and performance estimation (Conference Proceedings)
Authors: Ronald Mahler
Published: 17 Jul 1998
Measurement models for ambiguous evidence using conditional random sets (Conference Proceedings)
Authors: Ronald Mahler
Published: 28 Jul 1997
Unified data fusion: fuzzy logic, evidence, and rules (Conference Proceedings)
Authors: Ronald Mahler
Published: 14 Jun 1996
Unified nonparametric data fusion (Conference Proceedings)
Authors: Ronald Mahler
Published: 05 Jul 1995
Random-set approach to data fusion (Conference Proceedings)
Authors: Ronald Mahler
Published: 29 Jul 1994
Classification when a priori evidence is ambiguous (Conference Proceedings)
Authors: Ronald Mahler
Published: 29 Jul 1994
Wait for some more......
https://wap.sciencenet.cn/blog-388372-568338.html
上一篇：令人叹为观止的中小学生科研活动！
下一篇：爱因斯坦的名言搜集
