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This paper presents a novel sparse signal detection scheme designed for a correlated Markovian Bernoulli-Gaussian sparse signal model, which can equivalently be viewed as a block sparse signal model. Despite the inherent complexity of the…

信号处理 · 电气工程与系统科学 2024-03-19 Alireza Hariri , Hadi Zayyani , Mehdi Korki

The identification of increasingly smaller signal from objects observed with a non-perfect instrument in a noisy environment poses a challenge for a statistically clean data analysis. We want to compute the probability of frequencies…

天体物理学 · 物理学 2010-06-29 P. Reegen , M. Gruberbauer , L. Schneider , W. W. Weiss

Satellite conjunctions involving "near misses" of space objects are becoming increasingly likely. One approach to risk analysis for them involves the computation of the collision probability, but this has been regarded as having some…

应用统计 · 统计学 2022-03-11 Soumaya Elkantassi , Anthony Davison

Multi-parameter one-sided hypothesis test problems arise naturally in many applications. We are particularly interested in effective tests for monitoring multiple quality indices in forestry products. Our search reveals that there are many…

统计理论 · 数学 2017-03-16 Guangyu Zhu , Jiahua Chen

Pulse compression can enhance both the performance in range resolution and sensitivity for weather radar. However, it will introduce the issue of high sidelobes if not delicately implemented. Motivated by this fact, we focus on the pulse…

信号处理 · 电气工程与系统科学 2022-09-28 Linlong Wu , Mohammad Alaee-Kerahroodi , M. R. Bhavani Shankar

This work focuses on target detection in a colocated MIMO radar system. Instead of exploiting the classical temporal domain, we propose to explore the spatial dimension (i.e., number of antennas $M$) to derive asymptotic results for the…

信号处理 · 电气工程与系统科学 2019-04-09 Stefano Fortunati , Luca Sanguinetti , Maria Sabrina Greco , Fulvio Gini

In this paper we establish a general first-order statistical framework for the detection of a common signal impinging on spatially distributed receivers. We consider three types of channel models: 1) the propagation channel is completely…

信号处理 · 电气工程与系统科学 2023-02-15 Todd McWhorter , Louis Scharf , Margaret Cheney

Sparse arrays have attracted a lot of interests recently for their capability of providing more degrees of freedom than traditional uniform linear arrays. For a mixture of circular and noncircular signals, most of the existing direction of…

信号处理 · 电气工程与系统科学 2020-06-25 Jingjing Cai , Wei Liu , Ru Zong , Yangyang Dong

Recent results in compressed sensing showed that the optimal subsampling strategy should take into account the sparsity pattern of the signal at hand. This oracle-like knowledge, even though desirable, nevertheless remains elusive in most…

信息论 · 计算机科学 2023-06-28 Simon Ruetz

We utilize neural network embeddings to detect data drift by formulating the drift detection within an appropriate sequential decision framework. This enables control of the false alarm rate although the statistical tests are repeatedly…

应用统计 · 统计学 2020-08-03 Samuel Ackerman , Parijat Dube , Eitan Farchi

Change-point detection methods are proposed for the case of temporary failures, or transient changes, when an unexpected disorder is ultimately followed by a readjustment and return to the initial state. A base distribution of the…

统计理论 · 数学 2021-12-14 Baron Michael , Malov Sergey

Modern power systems have begun integrating synchrophasor technologies into part of daily operations. Given the amount of solutions offered and the maturity rate of application development it is not a matter of "if" but a matter of "when"…

The problem of multiple hypothesis testing arises when there are more than one hypothesis to be tested simultaneously for statistical significance. This is a very common situation in many data mining applications. For instance, assessing…

机器学习 · 统计学 2009-06-30 Sami Hanhijärvi , Kai Puolamäki , Gemma C. Garriga

Responding appropriately to the detections of a sequential change detector requires knowledge of the rate at which false positives occur in the absence of change. Setting detection thresholds to achieve a desired false positive rate is…

统计方法学 · 统计学 2022-02-18 Oliver Cobb , Arnaud Van Looveren , Janis Klaise

How should one combine noisy information from diverse sources to make an inference about an objective ground truth? This frequently recurring, normative question lies at the core of statistics, machine learning, policy-making, and everyday…

多智能体系统 · 计算机科学 2020-01-29 Silviu Pitis , Michael R. Zhang

Many multiple testing procedures make use of the p-values from the individual pairs of hypothesis tests, and are valid if the p-value statistics are independent and uniformly distributed under the null hypotheses. However, it has recently…

统计方法学 · 统计学 2011-08-25 Joshua D. Habiger , Edsel A. Pena

We consider the change-point detection in multivariate continuous and integer valued time series. We propose a Wald-type statistic based on the estimator performed by a general contrast function; which can be constructed from the…

统计理论 · 数学 2021-04-29 Mamadou Lamine Diop , William Kengne

The paper deals with the allocation of the probability of false alert within the advanced receiver integrity monitoring method. Namely, the stress is laid on the correct computation of the probability of false alert per sample under…

信号处理 · 电气工程与系统科学 2024-02-19 Jindrich Dunik , Martin Orejas

Detecting relevant changes is a fundamental problem of video surveillance. Because of the high variability of data and the difficulty of properly annotating changes, unsupervised methods dominate the field. Arguably one of the most critical…

计算机视觉与模式识别 · 计算机科学 2023-07-11 Xavier Bou , Aitor Artola , Thibaud Ehret , Gabriele Facciolo , Jean-Michel Morel , Rafael Grompone von Gioi

In the context of Noisy Multi-Objective Optimization, dealing with uncertainties requires the decision maker to define some preferences about how to handle them, through some statistics (e.g., mean, median) to be used to evaluate the…

人工智能 · 计算机科学 2014-06-20 Gaétan Marceau , Marc Schoenauer