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Statistics 103 for Multitarget Tracking

机译:用于多目标跟踪的统计103

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摘要

The finite-set statistics (FISST) foundational approach to multitarget tracking and information fusion was introduced in the mid-1990s and extended in 2001. FISST was devised to be as “engineering-friendly” as possible by avoiding avoidable mathematical abstraction and complexity—and, especially, by avoiding measure theory and measure-theoretic point process (p.p.) theory. Recently, however, an allegedly more general theoretical foundation for multitarget tracking has been proposed. In it, the constituent components of FISST have been systematically replaced by mathematically more complicated concepts—and, especially, by the very measure theory and measure-theoretic p.p.’s that FISST eschews. It is shown that this proposed alternative is actually a mathematical paraphrase of part of FISST that does not correctly address the technical idiosyncrasies of the multitarget tracking application.
机译:用于多目标跟踪和信息融合的有限集统计(FISST)基础方法是在1990年代中期引入的,并于2001年扩展。通过避免可避免的数学抽象和复杂性,FISST被设计为尽可能“工程友好”。尤其是避免测量理论和测量理论点过程(pp)理论。然而,最近,已经提出了用于多目标跟踪的据称更为通用的理论基础。在其中,FISST的组成部分已被数学上更复杂的概念系统地取代了,尤其是被FISST避开的非常严格的度量理论和度量理论p.p.。结果表明,此提议的替代方案实际上是FISST部分的数学解释,不能正确解决多目标跟踪应用程序的技术特质。

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