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1,110 Results Found

  • Review
  • Open Access
68 Citations
38,492 Views
17 Pages

Statistical hypothesis testing is among the most misunderstood quantitative analysis methods from data science. Despite its seeming simplicity, it has complex interdependencies between its procedural components. In this paper, we discuss the underlyi...

  • Article
  • Open Access
459 Views
13 Pages

15 November 2025

Music data exhibits numerous distinct symmetric and asymmetric patterns—ranging from symmetric pitch sequences and rhythmic cycles to asymmetric phrase structures and dynamic shifts. These varied and often subjective patterns present notable ch...

  • Article
  • Open Access
3 Citations
2,307 Views
11 Pages

Statistical Hypothesis Testing for Asymmetric Tolerance Index

  • Kuen-Suan Chen,
  • Shui-Chuan Chen,
  • Chang-Hsien Hsu and
  • Wei-Zong Chen

6 July 2021

Many of the nominal-the-best quality characteristics of important machine tool components, such as inner or outer diameters, have asymmetric tolerances. An asymmetric tolerance index is a function for the average of the process and the standard devia...

  • Article
  • Open Access
2 Citations
1,571 Views
22 Pages

17 July 2025

This paper addresses a fundamental challenge in statistical radar detection systems: optimizing the trade-off between the probability of a false alarm (PFA) and the probability of a miss (PM). These two metrics are inversely related and critical for...

  • Article
  • Open Access
64 Citations
8,684 Views
20 Pages

23 December 2015

This paper addresses the problem of online fault detection of an advanced wind turbine benchmark under actuators (pitch and torque) and sensors (pitch angle measurement) faults of different type: fixed value, gain factor, offset and changed dynamics....

  • Article
  • Open Access
6 Citations
3,830 Views
9 Pages

2 September 2022

Measurement-device-independent quantum key distribution (MDI-QKD) is innately immune to all detection-side attacks. Due to the limitations of technology, most MDI-QKD protocols use weak coherent photon sources (WCPs), which may suffer from a photon-n...

  • Article
  • Open Access
1,303 Views
20 Pages

4 December 2024

High-dimensional parameter testing is commonly used in bioinformatics to analyze complex relationships in gene expression and brain connectivity studies, involving parameters like means, covariances, and correlations. In this paper, we present a nove...

  • Article
  • Open Access
5 Citations
4,121 Views
12 Pages

OS-PCA: Orthogonal Smoothed Principal Component Analysis Applied to Metabolome Data

  • Hiroyuki Yamamoto,
  • Yasumune Nakayama and
  • Hiroshi Tsugawa

Principal component analysis (PCA) has been widely used in metabolomics. However, it is not always possible to detect phenotype-associated principal component (PC) scores. Previously, we proposed a smoothed PCA for samples acquired with a time course...

  • Feature Paper
  • Article
  • Open Access
4 Citations
3,140 Views
24 Pages

21 September 2022

In many hypothesis testing applications, we have mixed priors, with well-motivated informative priors for some parameters but not for others. The Bayesian methodology uses the Bayes factor and is helpful for the informative priors, as it incorporates...

  • Review
  • Open Access
15 Citations
7,082 Views
31 Pages

A statistical hypothesis test is one of the most eminent methods in statistics. Its pivotal role comes from the wide range of practical problems it can be applied to and the sparsity of data requirements. Being an unsupervised method makes it very fl...

  • Proceeding Paper
  • Open Access
1,803 Views
10 Pages

The Full Bayesian Significance Test (FBST) has been proposed as a convenient method to replace frequentist p-values for testing a precise hypothesis. Although the FBST enjoys various appealing properties, the purpose of this paper is to investigate t...

  • Article
  • Open Access
20 Citations
4,757 Views
16 Pages

Does RAIM with Correct Exclusion Produce Unbiased Positions?

  • Peter J. G. Teunissen,
  • Davide Imparato and
  • Christian C. J. M. Tiberius

26 June 2017

As the navigation solution of exclusion-based RAIM follows from a combination of least-squares estimation and a statistically based exclusion-process, the computation of the integrity of the navigation solution has to take the propagated uncertainty...

  • Article
  • Open Access
4 Citations
1,930 Views
14 Pages

20 April 2023

Many studies have pointed out that the Performance Evaluation Matrix (PEM) is a convenient and useful tool for the evaluation, analysis, and improvement of service operating systems. All service items of the operating system can collect customer sati...

  • Communication
  • Open Access
1 Citations
3,139 Views
13 Pages

The Geometry of Generalized Likelihood Ratio Test

  • Yongqiang Cheng,
  • Hongqiang Wang and
  • Xiang Li

6 December 2022

The generalized likelihood ratio test (GLRT) for composite hypothesis testing problems is studied from a geometric perspective. An information-geometrical interpretation of the GLRT is proposed based on the geometry of curved exponential families. Tw...

  • Article
  • Open Access
3 Citations
11,582 Views
12 Pages

12 May 2015

This paper analyzes common confusions involving basic concepts in statistical hypothesis testing. One-third of the social science statistics textbooks examined in the study contained false statements about significance level and/or p-value. We infer...

  • Article
  • Open Access
6 Citations
3,338 Views
28 Pages

Guaranteeing safety of navigation within the Netherlands Continental Shelf (NCS), while efficiently using its ocean mapping resources, is a key task of Netherlands Hydrographic Service (NLHS) and Rijkswaterstaat (RWS). Resurvey frequencies depend on...

  • Article
  • Open Access
2 Citations
3,377 Views
13 Pages

Estimation of the Six Sigma Quality Index

  • Chun-Chieh Tseng,
  • Kuo-Ching Chiou and
  • Kuen-Suan Chen

22 September 2022

The measurement of the process capability is a key part of quantitative quality control, and process capability indices are statistical measures of the process capability. Six Sigma level represents the maximum achievable process capability, and many...

  • Article
  • Open Access
5 Citations
2,502 Views
17 Pages

27 May 2022

Adaptive control of traffic engineering (TE) based on 5G network function virtualization (NFV) authorizes the efficient and dynamic network resource allocation, whose utilization is increasingly wide and will become more widespread. In this paper, we...

  • Review
  • Open Access
1,659 Views
25 Pages

14 January 2026

Statistical hypothesis testing is a foundational concept in inferential statistics, providing formal mechanisms for evaluating evidence and making decisions. This review article provides a comprehensive overview of the principles of hypothesis testin...

  • Article
  • Open Access
56 Citations
5,899 Views
19 Pages

26 March 2018

This article states a condition monitoring strategy for wind turbines using a statistical data-driven modeling approach by means of supervisory control and data acquisition (SCADA) data. Initially, a baseline data-based model is obtained from the hea...

  • Article
  • Open Access
46 Citations
9,438 Views
20 Pages

A Comprehensive Statistical Study on Daytime Surface Urban Heat Island during Summer in Urban Areas, Case Study: Cairo and Its New Towns

  • Hamid Taheri Shahraiyni,
  • Sahar Sodoudi,
  • Abbas El-Zafarany,
  • Tarek Abou El Seoud,
  • Hesham Ashraf and
  • Kristin Krone

5 August 2016

Surface urban heat island (SUHI) is defined as the elevated land surface temperature (LST) in urban area in comparison with non-urban areas, and it can influence the energy consumption, comfort and health of urban residents. In this study, the existe...

  • Article
  • Open Access
1 Citations
3,131 Views
13 Pages

Statistical Hypothesis Testing (SHT) is a class of inference methods whereby one makes use of empirical data to test a hypothesis and often emit a judgment about whether to reject it or not. In this paper, we focus on the logical aspect of this strat...

  • Article
  • Open Access
3 Citations
2,048 Views
11 Pages

10 September 2023

Probability life distributions usually describe the time to an event or survival time. Therefore, these life distributions play a crucial role in the analysis and projection of maximum life expectancy using the goodness of fit approach for nonparamet...

  • Article
  • Open Access
1 Citations
2,667 Views
31 Pages

6 December 2023

The fast generation of values of the beta random variable is a subject of great interest and multiple applications, ranging from purely mathematical and statistical ones to applications in management and production, among others. There are several me...

  • Article
  • Open Access
5 Citations
7,320 Views
29 Pages

28 May 2024

This study aims to highlight the importance of a systematic approach to process capability assessment and the importance of following a sequence of steps. Statistical process control provides several different ways of assessing process capability. Th...

  • Article
  • Open Access
7 Citations
1,767 Views
9 Pages

11 April 2023

Over the last few decades, the statisticians and reliability analysts have looked at putting exponentiality to the test using the Laplace transform technique. The non-parametric statistical test used in this study, which is based on this technique, e...

  • Article
  • Open Access
15 Citations
5,957 Views
27 Pages

Evaluating Performance of Microwave Image Reconstruction Algorithms: Extracting Tissue Types with Segmentation Using Machine Learning

  • Douglas Kurrant,
  • Muhammad Omer,
  • Nasim Abdollahi,
  • Pedram Mojabi,
  • Elise Fear and
  • Joe LoVetri

Evaluating the quality of reconstructed images requires consistent approaches to extracting information and applying metrics. Partitioning medical images into tissue types permits the quantitative assessment of regions that contain a specific tissue....

  • Article
  • Open Access
70 Citations
9,552 Views
27 Pages

29 May 2020

“Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2)”, the novel coronavirus, is responsible for the ongoing worldwide pandemic. “World Health Organization (WHO)” assigned an “International Classification of Dis...

  • Article
  • Open Access
4 Citations
4,607 Views
13 Pages

Empirical Likelihood-Based ANOVA for Trimmed Means

  • Mara Velina,
  • Janis Valeinis,
  • Luca Greco and
  • George Luta

In this paper, we introduce an alternative to Yuen’s test for the comparison of several population trimmed means. This nonparametric ANOVA type test is based on the empirical likelihood (EL) approach and extends the results for one population trimmed...

  • Article
  • Open Access
8 Citations
3,774 Views
31 Pages

Detection Games under Fully Active Adversaries

  • Benedetta Tondi,
  • Neri Merhav and
  • Mauro Barni

29 December 2018

We study a binary hypothesis testing problem in which a defender must decide whether a test sequence has been drawn from a given memoryless source P 0 , while an attacker strives to impede the correct detection. With respect to previous works,...

  • Article
  • Open Access
9 Citations
3,823 Views
10 Pages

10 July 2017

Studies on the structure of economic systems are, most frequently, carried out by the methods of informational statistics. These methods, often accompanied by a broad range of indicators (Shannon entropy, Balassa coefficient, Herfindahl specialty ind...

  • Article
  • Open Access
2 Citations
2,325 Views
11 Pages

5 March 2022

The marginal Bayesian predictive classifiers (mBpc), as opposed to the simultaneous Bayesian predictive classifiers (sBpc), handle each data separately and, hence, tacitly assume the independence of the observations. Due to saturation in learning of...

  • Article
  • Open Access
7 Citations
2,654 Views
8 Pages

11 June 2024

Information-theoretic (IT) and multi-model averaging (MMA) statistical approaches are widely used but suboptimal tools for pursuing a multifactorial approach (also known as the method of multiple working hypotheses) in ecology. (1) Conceptually, IT e...

  • Article
  • Open Access
3 Citations
2,298 Views
17 Pages

6 January 2024

The contact-less sensing and fault diagnosis characteristics induced by fixing short Metglas® 2826MB ribbons onto the surface of thin cantilever polymer beams are examined and statistically evaluated in this study. Excitation of the beam’s...

  • Article
  • Open Access
11 Citations
5,132 Views
15 Pages

5 May 2016

Most studies of input data used in hydrological models have focused on flow; however, point discharge data negligibly reflect deviations in spatial input data. To study the effects of different input data sources on hydrological processes at the catc...

  • Article
  • Open Access
4 Citations
2,134 Views
10 Pages

28 November 2021

This paper presents an uncertain logistic growth model to analyse and predict the evolution of the cumulative number of COVID-19 infection in Czech Republic. Some fundamental knowledge about the uncertain regression analysis are reviewed firstly. Sto...

  • Article
  • Open Access
2 Citations
2,265 Views
21 Pages

28 August 2023

Creative industry is considered the driver of modern urban development. It raises the new wave of issues of re-industrialization policy in single-industry towns. Nevertheless, the algorithms of current mathematical modeling in regional economies are...

  • Article
  • Open Access
637 Views
14 Pages

15 October 2025

How to objectively evaluate the effect of different vectorization models in measuring similarity between patents is a fundamental issue, which can help to select high-performance vectorization models to support advanced patent services. Based on the...

  • Article
  • Open Access
723 Views
18 Pages

1 December 2025

Despite growing emphasis on sustainability across engineering disciplines, empirical evidence on how structured interventions shape students’ sustainability knowledge and understanding remains limited. This study introduces and evaluates a set...

  • Article
  • Open Access
7 Citations
5,518 Views
13 Pages

Statistical-Hypothesis-Aided Tests for Epilepsy Classification

  • Alaa Alqatawneh,
  • Rania Alhalaseh,
  • Ahmad Hassanat and
  • Mohammad Abbadi

20 November 2019

In this paper, an efficient, accurate, and nonparametric epilepsy detection and classification approach based on electroencephalogram (EEG) signals is proposed. The proposed approach mainly depends on a feature extraction process that is conducted us...

  • Article
  • Open Access
3 Citations
2,747 Views
16 Pages

Possibility Measure of Accepting Statistical Hypothesis

  • Jung-Lin Hung,
  • Cheng-Che Chen and
  • Chun-Mei Lai

9 April 2020

Taking advantage of the possibility of fuzzy test statistic falling in the rejection region, a statistical hypothesis testing approach for fuzzy data is proposed in this study. In contrast to classical statistical testing, which yields a binary decis...

  • Article
  • Open Access
8 Citations
5,644 Views
17 Pages

Pragmatic Hypotheses in the Evolution of Science

  • Luis Gustavo Esteves,
  • Rafael Izbicki,
  • Julio Michael Stern and
  • Rafael Bassi Stern

11 September 2019

This paper introduces pragmatic hypotheses and relates this concept to the spiral of scientific evolution. Previous works determined a characterization of logically consistent statistical hypothesis tests and showed that the modal operators obtained...

  • Letter
  • Open Access
3,718 Views
5 Pages

It is not sufficiently known that frequentist statistics cannot provide direct information on the probability that the research hypothesis tested is correct. The error resulting from this misunderstanding is compounded when the hypotheses under scrut...

  • Article
  • Open Access
9 Citations
5,950 Views
26 Pages

A Bayesian Decision-Theoretic Approach to Logically-Consistent Hypothesis Testing

  • Gustavo Miranda Da Silva,
  • Luis Gustavo Esteves,
  • Victor Fossaluza,
  • Rafael Izbicki and
  • Sergio Wechsler

24 September 2015

This work addresses an important issue regarding the performance of simultaneous test procedures: the construction of multiple tests that at the same time are optimal from a statistical perspective and that also yield logically-consistent results tha...

  • Article
  • Open Access
2 Citations
2,337 Views
25 Pages

10 November 2024

Statistical hypothesis testing, as formalized by 20th century statisticians and taught in college statistics courses, has been a cornerstone of 100 years of scientific progress. Nevertheless, the methodology is increasingly questioned in many scienti...

  • Article
  • Open Access
2 Citations
3,362 Views
18 Pages

23 November 2019

The extended target Gaussian inverse Wishart probability hypothesis density (ET-GIW-PHD) filter overestimates the number of targets under high clutter density. The reason for this is that the source of measurements cannot be determined correctly if o...

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