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In many jurisdictions, forensic evidence is presented in the form of categorical statements by forensic experts. Several large-scale performance studies have been performed that report error rates to elucidate the uncertainty associated…

应用统计 · 统计学 2024-01-04 Rolf JF Ypma

When presenting forensic evidence, such as a DNA match, experts often use the Likelihood ratio (LR) to explain the impact of evidence . The LR measures the probative value of the evidence with respect to a single hypothesis such as 'DNA…

应用统计 · 统计学 2021-06-11 Norman Fenton , Martin Neil

For several decades, legal and scientific scholars have argued that conclusions from forensic examinations should be supported by statistical data and reported within a probabilistic framework. Multiple models have been proposed to quantify…

应用统计 · 统计学 2019-10-14 Cedric Neumann , Madeline A. Ausdemore

A group of approaches for calculating forensic likelihood ratios first calculates scores which quantify the degree of difference or the degree of similarity between pairs of samples, then converts those scores to likelihood ratios. In order…

应用统计 · 统计学 2016-12-28 Geoffrey Stewart Morrison

In the Bayesian paradigm for presenting forensic evidence to court, it is recommended that the weight of the evidence be summarized as a likelihood ratio (LR) between two opposing hypotheses of how the evidence could have been produced.…

应用统计 · 统计学 2013-04-15 Niko Brümmer

Lennard (2013) [Fingerprint identification: how far have we come? Aus J Forensic Sci. doi:10.1080/00450618.2012.752037] proposes that the numeric output of statistical models should not be presented in court (except "if necessary" / "if…

统计方法学 · 统计学 2020-12-23 Geoffrey Stewart Morrison , Reinoud D Stoel

The likelihood ratio (LR) is a commonly used measure for determining the strength of forensic match evidence. When a forensic expert determines a high LR for DNA found at a crime scene matching the DNA profile of a suspect they typically…

应用统计 · 统计学 2020-09-21 Norman Fenton , Allan Jamieson , Sara Gomes , Martin Neil

We show that the incorporation of any new piece of information allows for improved decision making in the sense that the expected costs of an optimal decision decrease (or, in boundary cases where no or not enough new information is…

统计理论 · 数学 2025-11-20 Aafko Boonstra , Ronald Meester , Klaas Slooten

The likelihood ratio (LR) measures the relative weight of forensic data regarding two hypotheses. Several levels of uncertainty arise if frequentist methods are chosen for its assessment: the assumed population model only approximates the…

应用统计 · 统计学 2016-12-26 Giulia Cereda

Logistic-regression calibration and fusion are potential steps in the calculation of forensic likelihood ratios. The present paper provides a tutorial on logistic-regression calibration and fusion at a practical conceptual level with…

应用统计 · 统计学 2021-04-20 Geoffrey Stewart Morrison

Smartphones and smartwatches are ever-present in daily life, and provide a rich source of information on their users' behaviour. In particular, digital traces derived from the phone's embedded movement sensors present an opportunity for a…

机器学习 · 计算机科学 2025-12-04 Conor McCarthy , Jan Peter van Zandwijk , Marcel Worring , Zeno Geradts

We introduce a Bayesian solution for the problem in forensic speaker recognition, where there may be very little background material for estimating score calibration parameters. We work within the Bayesian paradigm of evidence reporting and…

机器学习 · 统计学 2017-10-03 Niko Brümmer , Albert Swart

Should we trust Large Language Models (LLMs) with high accuracy? LLMs achieve high accuracy on reasoning benchmarks, but correctness alone does not reveal the quality of the reasoning used to produce it. This highlights a fundamental…

计算与语言 · 计算机科学 2026-04-15 Manas Pathak , Xingyao Chen , Shuozhe Li , Amy Zhang , Liu Leqi

Messenger RNA (mRNA) profiling can identify body fluids present in a stain, yielding information on what activities could have taken place at a crime scene. To account for uncertainty in such identifications, recent work has focused on…

应用统计 · 统计学 2022-05-23 R. J. F. Ypma , P. A. Maaskant-van Wijk , R. D. Gill , M. Sjerps , M. van den Berge

Statistical prediction plays an important role in many decision processes such as university budgeting (depending on the number of students who will enroll), capital budgeting (depending on the remaining lifetime of a fleet of systems), the…

统计方法学 · 统计学 2021-10-14 Qinglong Tian , Daniel J. Nordman , William Q. Meeker

In this article we provide a rebuttal against the possible perception that a single number, such as the Likelihood Ratio, can provide an objective, authoritative or definitive weight of evidence. We also illustrate the extent to which…

应用统计 · 统计学 2016-09-21 Steven P. Lund , Hari Iyer

The likelihood ratio (LR) is largely used to evaluate the relative weight of forensic data regarding two hypotheses and for its assessment Bayesian methods are widespread in the forensic field. However, the Bayesian `recipe' for the LR…

应用统计 · 统计学 2016-04-14 Giulia Cereda

Complex scientific models where the likelihood cannot be evaluated present a challenge for statistical inference. Over the past two decades, a wide range of algorithms have been proposed for learning parameters in computationally feasible…

统计计算 · 统计学 2021-12-16 Aden Forrow , Ruth E. Baker

In this work, we explore the application of likelihood ratio as a forensic evidence assessment tool to evaluate the causal mechanism of a bloodstain pattern. It is assumed that there are two competing hypotheses regarding the cause of a…

应用统计 · 统计学 2022-11-24 Tong Zou , Hal Stern

This paper studies expected performance and practical feasibility of the most commonly used classes of source-level likelihood-ratio (LR) systems when applied to a trace-reference comparison problem. The paper compares performance of these…

应用统计 · 统计学 2026-04-27 Peter Vergeer
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