Multiple hypothesis screening using mixtures of non‐local distributions with applications to genomic studies
Sign Up to like & getrecommendations! Published in 2022 at "Statistics in Medicine"
DOI: 10.1002/sim.9705
Abstract: The analysis of large‐scale datasets, especially in biomedical contexts, frequently involves a principled screening of multiple hypotheses. The celebrated two‐group model jointly models the distribution of the test statistics with mixtures of two competing densities,… read more here.
Keywords: using mixtures; genomic studies; hypothesis screening; non local ... See more keywords
Quantum Multiple Hypothesis Testing Based on a Sequential Discarding Scheme
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3143706
Abstract: We consider the quantum multiple hypothesis testing problem, focusing on the case of hypothesis represented by pure states. A sequential adaptive algorithm is derived and analyzed first. This strategy exhibits a decay rate in the… read more here.
Keywords: hypothesis; hypothesis testing; scheme; quantum multiple ... See more keywords
Time Slotted Multiple-Hypothesis Interference Tracking in Wireless Networks
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3204820
Abstract: Nowadays Internet of Things and Industry 4.0 devices are often connected wirelessly. Current wireless sensor network (WSN) deployments are relying in most cases on the industrial, scientific, and medical (ISM) bands without centralized resource scheduling.… read more here.
Keywords: time; interference; slotted multiple; multiple hypothesis ... See more keywords
Multiple-Hypothesis Tracking for Targets Producing Multiple Measurements
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Aerospace and Electronic Systems"
DOI: 10.1109/taes.2018.2796478
Abstract: This paper extends the multiple-hypothesis tracking (MHT) recursion to allow for multiple detections per target, per scan of data. We show that the generalized recursion admits the factorization of global-hypothesis probabilities, enabling track-oriented MHT. We… read more here.
Keywords: tracking targets; multiple hypothesis; producing multiple; hypothesis ... See more keywords
Relationship Between Finite Set Statistics and the Multiple Hypothesis Tracker
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Aerospace and Electronic Systems"
DOI: 10.1109/taes.2018.2805178
Abstract: The multiple hypothesis tracker (MHT) and finite set statistics (FISST) are two approaches to multitarget tracking, which both have been heralded as optimal. In this paper, we show that the multitarget Bayes filter with basis… read more here.
Keywords: multiple hypothesis; hypothesis tracker; finite set; set statistics ... See more keywords
Online Scheme for Multiple Camera Multiple Target Tracking Based on Multiple Hypothesis Tracking
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2016.2593619
Abstract: We propose an online tracking algorithm for multiple target tracking with multiple cameras. In this paper, we suggest a multiple hypothesis tracking (MHT) framework to find an unknown number of multiple tracks through the spatio-temporal… read more here.
Keywords: online scheme; scheme; multiple hypothesis; multiple target ... See more keywords
A Multiple Hypothesis Testing Approach to Detection Changes in Distribution
Sign Up to like & getrecommendations! Published in 2019 at "Mathematical Methods of Statistics"
DOI: 10.3103/s1066530719020054
Abstract: AbstractLet X1, X2,... be independent random variables observed sequentially and such that X1,..., Xθ−1 have a common probability density p0, while Xθ, Xθ+1,... are all distributed according to p1 ≠ p0. It is assumed that… read more here.
Keywords: alpha; multiple hypothesis; hypothesis testing; approach ... See more keywords