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We propose a penalized likelihood method to fit the linear discriminant analysis model when the predictor is matrix valued. We simultaneously estimate the means and the precision matrix, which we assume has a Kronecker product…

机器学习 · 统计学 2016-10-31 Aaron J. Molstad , Adam J. Rothman

When learning grammar of the new language, a teacher should routinely check student's exercises for grammatical correctness. The paper describes a method of automatically detecting and reporting grammar mistakes, regarding an order of…

计算与语言 · 计算机科学 2013-01-14 Oleg Sychev , Dmitry Mamontov

This paper shows how to manage null entries in pairwise comparisons matrices. Although assessments can be imprecise, since subjective criteria are involved, the classical pairwise comparisons theory expects all of them to be available. In…

其他计算机科学 · 计算机科学 2015-05-21 W. W. Koczkodaj , M. W. Herman , M. Orlowski

The evaluation of mathematical results plays a central role in assessing researchers' contributions and shaping the direction of the field. Currently, such evaluations rely primarily on human judgment, whether through journal peer review or…

社会与信息网络 · 计算机科学 2026-03-31 Gergely Bérczi , Bin Dong , Haocheng Ju , Tianyi Xu

Matrix completion is a class of machine learning methods that concerns the prediction of missing entries in a partially observed matrix. This paper studies matrix completion for mixed data, i.e., data involving mixed types of variables…

机器学习 · 统计学 2022-11-18 Yunxiao Chen , Xiaoou Li

In this paper we follow our previous research in the area of Computerized Adaptive Testing (CAT). We present three different methods for CAT. One of them, the item response theory, is a well established method, while the other two, Bayesian…

计算机与社会 · 计算机科学 2017-03-30 Martin Plajner

The number of non-negative integer matrices with given row and column sums appears in a variety of problems in mathematics and statistics but no closed-form expression for it is known, so we rely on approximations of various kinds. Here we…

统计计算 · 统计学 2024-01-25 Maximilian Jerdee , Alec Kirkley , M. E. J. Newman

The features of a logically sound approach to a theory of statistical reasoning are discussed. A particular approach that satisfies these criteria is reviewed. This is seen to involve selection of a model, model checking, elicitation of a…

统计理论 · 数学 2018-05-09 Luai Al-Labadi , Zeynep Baskurt , Michael Evans

Adaptive online testing efficiently assesses examinee proficiency by dynamically adjusting the difficulty of test items based on their performance. To achieve this, items are selected so that their difficulty closely matches the test…

统计方法学 · 统计学 2025-11-21 Hideo Hirose

By automatically recognize argument component, essay writers can do some inspections to texts that they have written. It will assist essay scoring process objectively and precisely because essay grader is able to see how well the argument…

计算与语言 · 计算机科学 2015-12-03 Derwin Suhartono

How can one meaningfully make a measurement, if the meter does not conform to any standard and its scale expands or shrinks depending on what is measured? In the present work it is argued that current evaluation practices for…

机器学习 · 计算机科学 2023-02-24 K. Dyrland , A. S. Lundervold , P. G. L. Porta Mana

Essays are considered a valuable mechanism for evaluating learning outcomes in writing. Textual cohesion is an essential characteristic of a text, as it facilitates the establishment of meaning between its parts. Automatically scoring…

Hierarchical classification addresses the problem of classifying items into a hierarchy of classes. An important issue in hierarchical classification is the evaluation of different classification algorithms, which is complicated by the…

人工智能 · 计算机科学 2015-04-01 Aris Kosmopoulos , Ioannis Partalas , Eric Gaussier , Georgios Paliouras , Ion Androutsopoulos

In this paper we consider an information theoretic approach for the accounting classification process. We propose a matrix formalism and an algorithm for calculations of information theoretic measures associated to accounting…

综合金融 · 定量金融 2014-09-30 E. M. S. Ribeiro , G. A. Prataviera

We propose a new perspective for the evaluation of matching procedures by considering the complexity of the function class they belong to. Under this perspective we provide theoretical guarantees on post-matching covariate balance through a…

统计理论 · 数学 2023-01-04 Efrén Cruz Cortés , Kevin Josey , Fan Yang , Debashis Ghosh

Logistic regression models are a popular and effective method to predict the probability of categorical response data. However inference for these models can become computationally prohibitive for large datasets. Here we adapt ideas from…

统计方法学 · 统计学 2020-08-25 Tom Whitaker , Boris Beranger , Scott A. Sisson

Covariance matrices of random vectors contain information that is crucial for modelling. Specific structures and patterns of the covariances (or correlations) may be used to justify parametric models, e.g., autoregressive models. Until now,…

统计方法学 · 统计学 2025-02-11 Paavo Sattler , Dennis Dobler

We consider the problem of testing whether a correlation matrix of a multivariate normal population is the identity matrix. We focus on sparse classes of alternatives where only a few entries are nonzero and, in fact, positive. We derive a…

统计理论 · 数学 2015-04-15 Ery Arias-Castro , Sébastien Bubeck , Gábor Lugosi

We develop a conformal inference method to construct a joint confidence region for a given group of missing entries within a sparsely observed matrix, focusing primarily on entries from the same column. Our method is model-agnostic and can…

统计方法学 · 统计学 2025-02-11 Ziyi Liang , Tianmin Xie , Xin Tong , Matteo Sesia

Previous work has shown that item response theory may be used to rank incorrect response options to multiple-choice items on commonly used assessments. This work has shown that, when the correct response to each item is specified, a nominal…