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Advanced systems such as IoT comprise many heterogeneous, interconnected, and autonomous entities operating in often highly dynamic environments. Due to their large scale and complexity, large volumes of monitoring data are generated and…

Software Engineering · Computer Science 2020-04-09 Lucas Sakizloglou , Sona Ghahremani , Thomas Brand , Matthias Barkowsky , Holger Giese

We describe FactorBase, a new SQL-based framework that leverages a relational database management system to support multi-relational model discovery. A multi-relational statistical model provides an integrated analysis of the heterogeneous…

Databases · Computer Science 2015-08-12 Oliver Schulte , Zhensong Qian

Although an increasing number of databases now embrace shared-storage architectures, current storage-disaggregated systems have yet to strike an optimal balance between cost and performance. In high-concurrency read/write scenarios,…

Databases · Computer Science 2026-03-02 Quanqing Xu , Mingqiang Zhuang , Chuanhui Yang , Quanwei Wan , Fusheng Han , Fanyu Kong , Hao Liu , Hu Xu , Junyu Ye

Log data have facilitated various tasks of software development and maintenance, such as testing, debugging and diagnosing. Due to the unstructured nature of logs, log parsing is typically required to transform log messages into structured…

Software Engineering · Computer Science 2024-03-26 Zhihan Jiang , Jinyang Liu , Junjie Huang , Yichen Li , Yintong Huo , Jiazhen Gu , Zhuangbin Chen , Jieming Zhu , Michael R. Lyu

This paper introduces LOG.io, a comprehensive solution designed for correct rollback recovery and fine-grain data lineage capture in distributed data pipelines. It is tailored for serverless scalable architectures and uses a log-based…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-29 Eric Simon , Renato B. Hoffmann , Lucas Alf , Dalvan Griebler

We present a system to support generalized SQL workload analysis and management for multi-tenant and multi-database platforms. Workload analysis applications are becoming more sophisticated to support database administration, model user…

Databases · Computer Science 2018-08-28 Shrainik Jain , Jiaqi Yan , Thierry Cruane , Bill Howe

Database backups have traditionally been used as the primary mechanism to recover from hardware and user errors. High availability solutions maintain redundant copies of data that can be used to recover from most failures except user or…

Databases · Computer Science 2012-08-22 Tomas Talius , Robin Dhamankar , Andrei Dumitrache , Hanuma Kodavalla

With the increasing complexity and rapid expansion of the scale of AI systems in cloud platforms, the log data generated during system operation is massive, unstructured, and semantically ambiguous, which brings great challenges to fault…

Artificial Intelligence · Computer Science 2025-06-24 Cheng Ji , Huaiying Luo

Despite advances in large language model (LLM)-based natural language interfaces for databases, scaling to enterprise-level data catalogs remains an under-explored challenge. Prior works addressing this challenge rely on domain-specific…

Computation and Language · Computer Science 2025-08-01 Jeffrey Eben , Aitzaz Ahmad , Stephen Lau

As data volumes continue to rise, manual inspection is becoming increasingly untenable. In response, we present MacroBase, a data analytics engine that prioritizes end-user attention in high-volume fast data streams. MacroBase enables…

Databases · Computer Science 2017-03-28 Peter Bailis , Edward Gan , Samuel Madden , Deepak Narayanan , Kexin Rong , Sahaana Suri

Workload management for cloud databases must deal with the tasks of resource provisioning, query placement and query scheduling in a manner that meets the application's performance goals while minimizing the cost of using cloud resources.…

Databases · Computer Science 2018-09-28 Ryan Marcus , Olga Papaemmanouil

Rapid and innovative improvement in wireless communication technologies has led to an increase in the demand for mobile internet transactions. However, internet access from mobile devices is very expensive due to limited bandwidth available…

Networking and Internet Architecture · Computer Science 2010-02-23 J. C. Miraclin Joyce Pamila , K. Thanushkodi

Cloud platforms host thousands of tenants that demand POSIX semantics, high throughput, and rapid evolution from their storage layer. Kernel-native distributed file systems supply raw speed, but their privileged code base couples every…

Operating Systems · Computer Science 2025-10-23 Haoyu Li , Jingkai Fu , Qing Li , Windsor Hsu , Asaf Cidon

Index structures are important for efficient data access, which have been widely used to improve the performance in many in-memory systems. Due to high in-memory overheads, traditional index structures become difficult to process the…

Databases · Computer Science 2019-05-16 Pengfei Li , Yu Hua , Pengfei Zuo , Jingnan Jia

A new type of logs, the command log, is being employed to replace the traditional data log (e.g., ARIES log) in the in-memory databases. Instead of recording how the tuples are updated, a command log only tracks the transactions being…

Databases · Computer Science 2015-04-28 Chang Yao , Divyakant Agrawal , Gang Chen , Beng Chin Ooi , Sai Wu

A blockchain is a decentralised linked data structure that is characterised by its inherent resistance to data modification, but it is deficient in search queries, primarily due to its inferior data formatting. A distributed database is…

Databases · Computer Science 2019-01-11 Muhammad Muzammal , Qiang Qu , Bulat Nasrulin , Anders Skovsgaard

This paper introduces LogLead, a tool designed for efficient log analysis benchmarking. LogLead combines three essential steps in log processing: loading, enhancing, and anomaly detection. The tool leverages Polars, a high-speed DataFrame…

Software Engineering · Computer Science 2024-01-22 Mika Mäntylä , Yuqing Wang , Jesse Nyyssölä

Log data is a vital resource for capturing system events and states. With the increasing complexity and widespread adoption ofmodern software systems and IoT devices, the daily volume of log generation has surged to tens of petabytes,…

Databases · Computer Science 2025-07-15 Benzhao Tang , Shiyu Yang , Zhitao Shen , Wenjie Zhang , Xuemin Lin , Zhihong Tian

Caches are an important component of modern computing systems given their significant impact on performance. In particular, caches play a key role in the cloud due to the nature of large-scale, data-intensive processing. One of the key…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-05 Jinhwan Choi , Yu Gu , Jinoh Kim

Automatic log analysis is essential for the efficient Operation and Maintenance (O&M) of software systems, providing critical insights into system behaviors. However, existing approaches mostly treat log analysis as training a model to…

Software Engineering · Computer Science 2025-01-10 Yilun Liu , Yuhe Ji , Shimin Tao , Minggui He , Weibin Meng , Shenglin Zhang , Yongqian Sun , Yuming Xie , Boxing Chen , Hao Yang