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A key challenge for Industry 4.0 applications is to develop control systems for automated manufacturing services that are capable of addressing both data integration and semantic interoperability issues, as well as monitoring and decision…

人工智能 · 计算机科学 2022-10-11 Massimo Carraturo , Andrea Mazzullo

While specialized learning-based models have historically dominated image privacy prediction, the current literature increasingly favours adopting large Vision-Language Models (VLMs) designed for generic tasks. This trend risks overlooking…

计算机视觉与模式识别 · 计算机科学 2025-10-13 Alina Elena Baia , Alessio Xompero , Andrea Cavallaro

This article proposes a powerful scheme to monitor a large number of categorical data streams with heterogeneous parameters or nature. The data streams considered may be either nominal with a number of attribute levels or ordinal with some…

统计方法学 · 统计学 2021-12-17 Kaizong Bai , Jian Li

This paper addresses the problem of classifying web documents using domain ontology. Our goal is to provide a method for improving the classification of medical documents by exploiting the MeSH thesaurus (Medical Subject Headings) which…

信息检索 · 计算机科学 2012-07-03 Zakaria Elberrichi , Belaggoun Amel , Taibi Malika

Nowadays, the use of synthetic data has gained popularity as a cost-efficient strategy for enhancing data augmentation for improving machine learning models performance as well as addressing concerns related to sensitive data privacy.…

机器学习 · 计算机科学 2025-10-27 Ioannis E. Livieris , Nikos Alimpertis , George Domalis , Dimitris Tsakalidis

This paper presents a hybrid architecture for intelligent systems in which large language models (LLMs) are extended with an external ontological memory layer. Instead of relying solely on parametric knowledge and vector-based retrieval…

人工智能 · 计算机科学 2026-04-23 Pavel Salovskii , Iuliia Gorshkova

Web content quality measurement is crucial to various web content processing applications. This paper will explore multi-scale features which may affect the quality of a host, and develop automatic statistical methods to evaluate the Web…

信息检索 · 计算机科学 2013-04-24 Guang-Gang Geng , Xiao-Bo Jin , Xin-Chang Zhang , De-Xian Zhang

The evaluation of text-generative vision-language models is a challenging yet crucial endeavor. By addressing the limitations of existing Visual Question Answering (VQA) benchmarks and proposing innovative evaluation methodologies, our…

计算机视觉与模式识别 · 计算机科学 2024-05-07 Simon Ging , María A. Bravo , Thomas Brox

To enable process analysis based on an event log without compromising the privacy of individuals involved in process execution, a log may be anonymized. Such anonymization strives to transform a log so that it satisfies provable privacy…

密码学与安全 · 计算机科学 2021-08-11 Fabian Rösel , Stephan A. Fahrenkrog-Petersen , Han van der Aa , Matthias Weidlich

Gene Ontology (GO) is the most important resource for gene function annotation. It provides a way to unify biological knowledge across different species via a dynamic and controlled vocabulary. GO is now widely represented in the Semantic…

基因组学 · 定量生物学 2019-09-26 Yanying Wu

Due to the dynamic nature of the Semantic Web, version control is necessary to manage changes in widely used ontologies. Despite the long-standing recognition of ontology versioning (OV) as a crucial component of efficient ontology…

人工智能 · 计算机科学 2026-05-01 Zhangcheng Qiang , Kerry Taylor , Weiqing Wang

Analyzing Big Data can help corporations to im-prove their efficiency. In this work we present a new vision to derive Value from Big Data using a Semantic Hierarchical Multi-label Classification called Semantic HMC based in a non-supervised…

人工智能 · 计算机科学 2014-12-03 Thomas Hassan , Rafael Peixoto , Christophe Cruz , Aurlie Bertaux , Nuno Silva

Obtaining an implementation of a data warehouse is a complex task that forces designers to acquire wide knowledge of the domain, thus requiring a high level of expertise and becoming it a prone-to-fail task. Based on our experience, we have…

数据库 · 计算机科学 2011-06-03 Jesús Pardillo , Jose-Norberto Mazón

As Visual Language Models (VLMs) become increasingly embedded in everyday applications, ensuring they can recognize and appropriately handle privacy-sensitive content is essential. We conduct a comprehensive evaluation of ten…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Laurens Samson , Nimrod Barazani , Sennay Ghebreab , Yuki M. Asano

In an age of voice-enabled technology, voice anonymization offers a solution to protect people's privacy, provided these systems work equally well across subgroups. This study investigates bias in voice anonymization systems within the…

音频与语音处理 · 电气工程与系统科学 2023-11-28 Anna Leschanowsky , Ünal Ege Gaznepoglu , Nils Peters

Collaborative content generation (CCG) enables collective creation of artifacts like scientific articles. Quality is a paramount concern in CCG, and a multitude of methods have been proposed to evaluate the quality of artifacts.…

社会与信息网络 · 计算机科学 2025-07-29 Sadegh Sohani , Maliheh Shahryari , Salar Ghazi , Mohammad Allahbakhsh , Haleh Amintoosi , Boualem Benatallah

This paper studies the differences and similarities between domain ontologies and conceptual data models and the role that ontologies can play in establishing conceptual data models during the process of information systems development. A…

软件工程 · 计算机科学 2007-05-23 Haya El-Ghalayini , Mohammed Odeh , Richard McClatchey

For Large Language Models (LLMs), a disconnect persists between benchmark performance and real-world utility. Current evaluation frameworks remain fragmented, prioritizing technical metrics while neglecting holistic assessment for…

人工智能 · 计算机科学 2025-11-19 Jun Wang , Ninglun Gu , Kailai Zhang , Zijiao Zhang , Yelun Bao , Jin Yang , Xu Yin , Liwei Liu , Yihuan Liu , Pengyong Li , Gary G. Yen , Junchi Yan

One of the main current challenges in Educational Data Mining and Learning Analytics is the portability or transferability of predictive models obtained for a particular course so that they can be applied to other different courses. To…

人工智能 · 计算机科学 2024-10-11 Javier Lopez Zambrano , Juan A. Lara , Cristobal Romero

Graph-based multi-view clustering has achieved better performance than most non-graph approaches. However, in many real-world scenarios, the graph structure of data is not given or the quality of initial graph is poor. Additionally,…

机器学习 · 计算机科学 2022-09-23 Erlin Pan , Zhao Kang