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Artificial intelligence supports healthcare professionals with predictive modeling, greatly transforming clinical decision-making. This study addresses the crucial need for fairness and explainability in AI applications within healthcare to…

机器学习 · 计算机科学 2024-11-27 Chia-Hsuan Chang , Xiaoyang Wang , Christopher C. Yang

Clinical reasoning in medicine is a hypothesis-driven process where physicians refine diagnoses from limited information through targeted history, physical examination, and diagnostic investigations. In contrast, current medical benchmarks…

机器学习 · 计算机科学 2025-10-14 Christopher Chiu , Silviu Pitis , Mihaela van der Schaar

This work analyzes the efficacy of verbal and nonverbal features of group conversation for the task of automatic prediction of group task performance. We describe a new publicly available survival task dataset that was collected and…

音频与语音处理 · 电气工程与系统科学 2019-07-05 Uliyana Kubasova , Gabriel Murray , McKenzie Braley

Forensic Memory Analysis (FMA) and Virtual Machine Introspection (VMI) are critical tools for security in a virtualization-based approach. VMI and FMA involves using digital forensic methods to extract information from the system to…

密码学与安全 · 计算机科学 2025-03-10 Christofer Fellicious , Hans P. Reiser , Michael Granitzer

The need for more usable and explainable machine learning models in healthcare increases the importance of developing and utilizing causal discovery algorithms, which aim to discover causal relations by analyzing observational data.…

机器学习 · 计算机科学 2023-05-31 Mugariya Farooq , Shahad Hardan , Aigerim Zhumbhayeva , Yujia Zheng , Preslav Nakov , Kun Zhang

Virtual assistants are becoming increasingly important speech-driven Information Retrieval platforms that assist users with various tasks. We discuss open problems and challenges with respect to modeling spoken information queries for…

信息检索 · 计算机科学 2023-04-27 Christophe Van Gysel

Sudden cardiac death (SCD) is unpredictable, and its prediction in Chagas cardiomyopathy (CC) remains a significant challenge, especially in patients not classified as high risk. While AI and machine learning models improve risk…

Introduction- This paper mainly describes a way to detect with high accuracy patients with early-stage Alzheimer's disease (ES-AD) versus healthy control (HC) subjects, from datasets built with handwriting and drawing task records. Method-…

机器学习 · 计算机科学 2021-03-19 Alain Petrowski

Explainable AI (XAI) techniques are necessary to help clinicians make sense of AI predictions and integrate predictions into their decision-making workflow. In this work, we conduct a survey study to understand clinician preference among…

计算与语言 · 计算机科学 2025-08-28 Jun Hou , Lucy Lu Wang

Mild cognitive impairment (MCI) is a major public health concern due to its high risk of progressing to dementia. This study investigates the potential of detecting MCI with spontaneous voice assistant (VA) commands from 35 older adults in…

音频与语音处理 · 电气工程与系统科学 2024-11-08 Nana Lin , Youxiang Zhu , Xiaohui Liang , John A. Batsis , Caroline Summerour

As more Intensive Care Unit (ICU) data becomes available, the interest in developing clinical prediction models to improve healthcare protocols increases. However, the lack of data quality still hinders clinical prediction using Machine…

Recently, there has been a growing interest in developing AI-enabled chatbot-based symptom checker (CSC) apps in the healthcare market. CSC apps provide potential diagnoses for users and assist them with self-triaging based on Artificial…

人机交互 · 计算机科学 2021-01-14 Yue You , Xinning Gui

Increasing integration and availability of data on large groups of persons has been accompanied by proliferation of statistical and other algorithmic prediction tools in banking, insurance, marketiNg, medicine, and other FIelds (see e.g.,…

统计方法学 · 统计学 2020-04-28 Peter B. Imrey , A. Philip Dawid

Chronic pain is a multi-dimensional experience, and pain intensity plays an important part, impacting the patients emotional balance, psychology, and behaviour. Standard self-reporting tools, such as the Visual Analogue Scale for pain, fail…

Selecting from or ranking a set of candidates variables in terms of their capacity for predicting an outcome of interest is an important task in many scientific fields. A variety of methods for variable selection and ranking have been…

统计方法学 · 统计学 2023-08-23 Zhou Tang , Ted Westling

The trustworthiness of AI decision-making systems is increasingly important. A key feature of such systems is the ability to provide recommendations for how an individual may reverse a negative decision, a problem known as algorithmic…

人工智能 · 计算机科学 2026-05-13 Drago Plecko , Collin Wang , Elias Bareinboim

Context: Demonstrating high reliability and safety for safety-critical systems (SCSs) remains a hard problem. Diverse evidence needs to be combined in a rigorous way: in particular, results of operational testing with other evidence from…

人工智能 · 计算机科学 2020-08-24 Xingyu Zhao , Kizito Salako , Lorenzo Strigini , Valentin Robu , David Flynn

Mental disorders impact the lives of millions of people globally, not only impeding their day-to-day lives but also markedly reducing life expectancy. This paper addresses the persistent challenge of predicting mortality in patients with…

机器学习 · 计算机科学 2023-10-19 Sean Kim , Samuel Kim

Linguistic anomalies detectable in spontaneous speech have shown promise for various clinical applications including screening for dementia and other forms of cognitive impairment. The feasibility of deploying automated tools that can…

音频与语音处理 · 电气工程与系统科学 2022-11-15 Changye Li , Trevor Cohen , Serguei Pakhomov

Algorithmic risk assessments are increasingly used to help humans make decisions in high-stakes settings, such as medicine, criminal justice and education. In each of these cases, the purpose of the risk assessment tool is to inform…

机器学习 · 统计学 2020-01-13 Amanda Coston , Alan Mishler , Edward H. Kennedy , Alexandra Chouldechova