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As complex software and systems development projects need models as an important planning, structuring and development technique, models now face issues resolved for software earlier: models need to be versioned, differences captured,…

软件工程 · 计算机科学 2014-09-09 Tihamer Levendovszky , Bernhard Rumpe , Bernhard Schätz , Jonathan Sprinkle

From an empirical perspective, the subset chosen through active learning cannot guarantee an advantage over random sampling when transferred to another model. While it underscores the significance of verifying transferability, experimental…

机器学习 · 计算机科学 2023-12-11 Kyeongryeol Go , Kye-Hyeon Kim

One of the main open research issues in Service Oriented Computing is to propose automated techniques to analyse service interfaces. A first problem, called compatibility, aims at determining whether a set of services (two in this paper)…

软件工程 · 计算机科学 2010-10-15 Meriem Ouederni , Gwen Salaün

The knowledge, embodied in machine learning models for intelligent systems, is commonly associated with time-consuming and costly processes such as large-scale data collection, data labelling, network training, and fine-tuning of models.…

人工智能 · 计算机科学 2022-04-12 Amin Anjomshoaa , Edward Curry

We present a multi-relational temporal Knowledge Graph based on the daily interactions between artifacts in GitHub, one of the largest social coding platforms. Such representation enables posing many user-activity and project management…

机器学习 · 计算机科学 2020-07-14 Kian Ahrabian , Daniel Tarlow , Hehuimin Cheng , Jin L. C. Guo

Interactive computing notebooks, such as Jupyter notebooks, have become a popular tool for developing and improving data-driven models. Such notebooks tend to be executed either in the user's own machine or in a cloud environment, having…

分布式、并行与集群计算 · 计算机科学 2021-07-02 Renato L. F. Cunha , Lucas V. Real , Renan Souza , Bruno Silva , Marco A. S. Netto

Machine learning (ML) systems are vulnerable to performance decline over time due to dataset shift. To address this problem, experts often suggest that ML systems should be regularly updated to ensure ongoing performance stability. Some…

计算机与社会 · 计算机科学 2025-04-08 Joshua Hatherley

Knowledge tracing (KT) models are commonly evaluated by training on early interactions from all students and testing on later responses. While effective for measuring average predictive performance, this evaluation design obscures a cold…

机器学习 · 计算机科学 2026-04-15 Indronil Bhattacharjee , Christabel Wayllace

In the last decade, many business applications have moved into the cloud. In particular, the "database-as-a-service" paradigm has become mainstream. While existing multi-tenant data management systems focus on single-tenant query…

数据库 · 计算机科学 2017-03-14 Lucas Braun , Renato Marroquin , Kai-En Tsay , Donald Kossmann

State-of-the-art named entity recognition (NER) systems have been improving continuously using neural architectures over the past several years. However, many tasks including NER require large sets of annotated data to achieve such…

机器学习 · 计算机科学 2020-01-22 Parminder Bhatia , Kristjan Arumae , Busra Celikkaya

This paper reviews suggestions for changes to database technology coming from the work of many researchers, particularly those working with evolving big data. We discuss new approaches to remote data access and standards that better provide…

数据库 · 计算机科学 2023-08-15 Malcolm Crowe , Fritz Laux

Next Generation Sequencing (NGS) technology has resulted in massive amounts of proteomics and genomics data. This data is of no use if it is not properly analyzed. ETL (Extraction, Transformation, Loading) is an important step in designing…

数据库 · 计算机科学 2017-07-25 Shahzad Ahmed , M. Usman Ali , Javed Ferzund , Muhammad Atif Sarwar , Abbas Rehman , Atif Mehmood

We address the problem of performing semantic transformations on strings, which may represent a variety of data types (or their combination) such as a column in a relational table, time, date, currency, etc. Unlike syntactic…

数据库 · 计算机科学 2012-04-30 Rishabh Singh , Sumit Gulwani

National governments are eager to incorporate information and communication technologies in their administrative agenda. Even though transformation from traditional to digital methods seem attractive, there are obstacles which come along…

计算机与社会 · 计算机科学 2020-10-15 Teona Gelashvili

Uncertain, unpredictable, real time, and lifelong evolution causes operational failures in intelligent software systems, leading to significant damages, safety and security hazards, and tragedies. To fully unleash the potential of such…

软件工程 · 计算机科学 2023-09-26 Tao Yue , Shaukat Ali

A vast and growing number of IoT applications connect physical devices, such as scientific instruments, technical equipment, machines, and cameras, across heterogenous infrastructure from the edge to the cloud to provide responsive,…

分布式、并行与集群计算 · 计算机科学 2021-04-09 Andre Luckow , Kartik Rattan , Shantenu Jha

Multi-Task Reinforcement Learning aims at developing agents that are able to continually evolve and adapt to new scenarios. However, this goal is challenging to achieve due to the phenomenon of catastrophic forgetting and the high demand of…

机器学习 · 计算机科学 2024-09-02 Malio Li , Elia Piccoli , Vincenzo Lomonaco , Davide Bacciu

Educational Data Mining (EDM) is a developing discipline, concerned with expanding the classical Data Mining (DM) methods and developing new methods for discovering the data that originate from educational systems. Student attendance in…

计算机与社会 · 计算机科学 2020-09-03 Mohammed Alsuwaiket , Christian Dawson , Firat Batmaz

Managed TLS has become a common approach for deploying HTTPS, with platforms generating and storing private keys and automating certificate issuance on behalf of domain operators. This model simplifies operational management but shifts…

密码学与安全 · 计算机科学 2025-12-09 Daniyal Ganiuly , Nurzhau Bolatbek , Assel Smaiyl

Modern intelligent urban mobility applications are underpinned by large-scale, multivariate, spatiotemporal data streams. Working with this data presents unique challenges of data management, processing and presentation that is often…

计算机与社会 · 计算机科学 2021-01-25 Michael Wilbur , Philip Pugliese , Aron Laszka , Abhishek Dubey
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