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This paper describes a generalizable model evaluation method that can be adapted to evaluate AI/ML models across multiple criteria including core scientific principles and more practical outcomes. Emerging from prediction competitions in…

机器学习 · 计算机科学 2024-03-19 Jason L. Harman , Jaelle Scheuerman

In a real expert system, one may have unreliable, unconfident, conflicting estimates of the value for a particular parameter. It is important for decision making that the information present in this aggregate somehow find its way into use.…

人工智能 · 计算机科学 2013-04-15 Henry Hamburger

Recently, it has been emphasized that the possibility theory framework allows us to distinguish between i) what is possible because it is not ruled out by the available knowledge, and ii) what is possible for sure. This distinction may be…

人工智能 · 计算机科学 2013-01-07 Salem Benferhat , Didier Dubois , Souhila Kaci , Henri Prade

The problem of quantification of emotions in the choice between alternatives is considered. The alternatives are evaluated in a dual manner. From one side, they are characterized by rational features defining the utility of each…

人工智能 · 计算机科学 2022-03-07 V. I. Yukalov

An agent's assessment of its trust in another agent is commonly taken to be a measure of the reliability/predictability of the latter's actions. It is based on the trustor's past observations of the behaviour of the trustee and requires no…

人工智能 · 计算机科学 2019-06-03 Kinzang Chhogyal , Abhaya Nayak , Aditya Ghose , Hoa Khanh Dam

Reputation is crucial to enabling human or software agents to select among alternative providers. Although several effective reputation assessment methods exist, they typically distil reputation into a numerical representation, with no…

人工智能 · 计算机科学 2020-06-17 Ingrid Nunes , Phillip Taylor , Lina Barakat , Nathan Griffiths , Simon Miles

This article extends the hypotheses assessment method to the case with two competing simple hypotheses. In doing so we further clarify the benefits that hypotheses assessments can bring to classical statistical analyses. Given that…

统计方法学 · 统计学 2025-03-25 Graham N. Bornholt

Experts' beliefs embody a present state of knowledge. It is desirable to take this knowledge into account when doing analyses or making decisions. Yet ranking experts based on the merit of their beliefs is a difficult task. In this paper we…

统计方法学 · 统计学 2018-08-10 Duco Veen , Diederick Stoel , Naomi Schalken , Rens van de Schoot

In multi-criteria decision analysis workshops, participants often appraise the options individually before discussing the scoring as a group. The individual appraisals lead to score ranges within which the group then seeks the necessary…

综合经济学 · 经济学 2020-12-29 Tom Pape

Positive predictive value and negative predictive value are two widely used parameters to assess the clinical usefulness of a medical diagnostic test. When there are two diagnostic tests, it is recommendable to make a comparative assessment…

统计方法学 · 统计学 2024-05-29 Antonio Martín Andrés , Pedro Femia Marzo

This study considers the method to derive a ranking of alternatives by aggregating the rankings submitted by several individuals who may not evaluate all of them. The collection of subsets of alternatives that individuals (can) evaluate is…

理论经济学 · 经济学 2024-09-18 Yasunori Okumura

The aim of this work is to provide a unified framework for ordinal representations of uncertainty lying at the crosswords between possibility and probability theories. Such confidence relations between events are commonly found in monotonic…

人工智能 · 计算机科学 2012-08-07 Didier Dubois , Helene Fargier

Probability measures by themselves, are known to be inappropriate for modeling the dynamics of plain belief and their excessively strong measurability constraints make them unsuitable for some representational tasks, e.g. in the context of…

人工智能 · 计算机科学 2013-02-28 Emil Weydert

This paper proposes a new framework for evaluating capability sets by incorporating individual preferences over the diversity of accessible options. Building on the Capability Approach, we introduce a compromise method that balances between…

计算机与社会 · 计算机科学 2025-11-14 Nicolas Fayard , Marc Pirlot , Alexis Tsoukiàs

This paper presents an approach for developing the explanation capabilities of rule-based expert systems managing imprecise and uncertain knowledge. The treatment of uncertainty takes place in the framework of possibility theory where the…

人工智能 · 计算机科学 2013-04-08 Henri Farrency , Henri Prade

Evaluation is a critical activity associated with any theory. Yet this has proven to be an exceptionally challenging activity for theories based on cognitive architectures. For an overlapping set of reasons, evaluation can also be…

人工智能 · 计算机科学 2025-10-07 Paul S. Rosenbloom

In multiple criteria decision aiding, very often the alternatives are compared by means of a value function compatible with the preferences expressed by the Decision Maker. The problem is that, in general, there is a plurality of compatible…

最优化与控制 · 数学 2023-04-14 Sally Giuseppe Arcidiacono , Salvatore Corrente , Salvatore Greco

Building a safety case is a common approach to make expert judgement explicit about safety of a system. The issue of confidence in such argumentation is still an open research field. Providing quantitative estimation of confidence is an…

人工智能 · 计算机科学 2015-12-15 Jérémie Guiochet , Quynh Anh Do Hoang , Mohamed Kaaniche

This paper considers the ranking problem of candidates for a certain position based on ballot papers filled by voters. We suggest a ranking procedure of alternatives using cooperative game theory methods. For this, it is necessary to…

计算机科学与博弈论 · 计算机科学 2022-09-09 Aleksei Kondratev , Vladimir Mazalov

This paper examines performance evaluation criteria for basic vision tasks involving sets of objects namely, object detection, instance-level segmentation and multi-object tracking. The rankings of algorithms by an existing criterion can…

计算机视觉与模式识别 · 计算机科学 2022-07-25 Tran Thien Dat Nguyen , Hamid Rezatofighi , Ba-Ngu Vo , Ba-Tuong Vo , Silvio Savarese , Ian Reid
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