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In the field of database deduplication, the goal is to find approximately matching records within a database. Blocking is a typical stage in this process that involves cheaply finding candidate pairs of records that are potential matches…

数据库 · 计算机科学 2020-08-20 Andrew Borthwick , Stephen Ash , Bin Pang , Shehzad Qureshi , Timothy Jones

Modern big data systems run on cloud environments where resources are shared amongst several users and applications. As a result, declarative user queries in these environments need to be optimized and executed over resources that…

数据库 · 计算机科学 2019-06-18 Alekh Jindal , Lalitha Viswanathan , Konstantinos Karanasos

The increasing use of statistical data analysis in enterprise applications has created an arms race among database vendors to offer ever more sophisticated in-database analytics. One challenge in this race is that each new statistical…

数据库 · 计算机科学 2015-03-20 Xixuan Feng , Arun Kumar , Ben Recht , Christopher Ré

There are significant benefits to serve deep learning models from relational databases. First, features extracted from databases do not need to be transferred to any decoupled deep learning systems for inferences, and thus the system…

数据库 · 计算机科学 2022-10-24 Lixi Zhou , Jiaqing Chen , Amitabh Das , Hong Min , Lei Yu , Ming Zhao , Jia Zou

Microservices architectures are an integral part of modern software development. Their adoption brings significant changes to database management. Instead of relying on a single database, a microservices architecture is typically composed…

数据库 · 计算机科学 2025-10-24 Maxime André , Marco Raglianti , Souhaila Serbout , Anthony Cleve , Michele Lanza

Spurred by a number of recent trends, we make the case that the relational database systems should urgently move beyond supporting the basic object-relational model and instead embrace a more abstract data model, specifically, the…

数据库 · 计算机科学 2025-05-07 Amol Deshpande

This survey article reviews the challenges associated with deploying and optimizing big data applications and machine learning algorithms in cloud data centers and networks. The MapReduce programming model and its widely-used open-source…

网络与互联网体系结构 · 计算机科学 2019-10-03 Sanaa Hamid Mohamed , Taisir E. H. El-Gorashi , Jaafar M. H. Elmirghani

Data frames in scripting languages are essential abstractions for processing structured data. However, existing data frame solutions are either not distributed (e.g., Pandas in Python) and therefore have limited scalability, or they are not…

分布式、并行与集群计算 · 计算机科学 2017-04-11 Ehsan Totoni , Wajih Ul Hassan , Todd A. Anderson , Tatiana Shpeisman

Hadoop and Spark are widely used distributed processing frameworks for large-scale data processing in an efficient and fault-tolerant manner on private or public clouds. These big-data processing systems are extensively used by many…

数据库 · 计算机科学 2017-07-07 Shlomi Dolev , Patricia Florissi , Ehud Gudes , Shantanu Sharma , Ido Singer

Enterprise level data is often distributed across multiple sources and identifying the correct set-of data-sources with relevant information for a knowledge request is a fundamental challenge. In this work, we define the novel task of…

计算与语言 · 计算机科学 2025-01-29 Priyangshu Mandal , Manasi Patwardhan , Mayur Patidar , Lovekesh Vig

With the advent of Internet of Things (IoT) and Web 2.0 technologies, there has been a tremendous growth in the amount of data generated. This chapter emphasizes on the need for big data, technological advancements, tools and techniques…

数据库 · 计算机科学 2017-05-16 Abhay Bhadani , Dhanya Jothimani

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

Large Language Models (LLMs) have made significant progress in assisting users to query databases in natural language. While LLM-based techniques provide state-of-the-art results on many standard benchmarks, their performance significantly…

人工智能 · 计算机科学 2024-07-09 Nina Narodytska , Shay Vargaftik

Modern knowledge base systems frequently need to combine a collection of databases in different formats: e.g., relational databases, XML databases, rule bases, ontologies, etc. In the deductive database system DDBASE, we can manage these…

数据库 · 计算机科学 2017-01-04 Dietmar Seipel

Large language models (LLMs) excel in many natural language processing (NLP) tasks. However, since LLMs can only incorporate new knowledge through training or supervised fine-tuning processes, they are unsuitable for applications that…

数据库 · 计算机科学 2024-07-23 Zongyue Qin , Chen Luo , Zhengyang Wang , Haoming Jiang , Yizhou Sun

Graph-searching algorithms play a crucial role in various computational domains, enabling efficient exploration and pathfinding in structured data. Traditional approaches, such as Depth-First Search (DFS) and Breadth-First Search (BFS),…

社会与信息网络 · 计算机科学 2025-08-21 Rowanda Ahmed , Belaynesh Chekol , Mahmoud Alsaleh

Data management applications are growing and require more attention, especially in the "big data" era. Thus, supporting such applications with novel and efficient algorithms that achieve higher performance is critical. Array database…

数据库 · 计算机科学 2025-02-04 Ahmed M. Abdelmoniem , Sameh Abdulah , Walid Atwa

Hybrid complex analytics workloads typically include (i) data management tasks (joins, selections, etc. ), easily expressed using relational algebra (RA)-based languages, and (ii) complex analytics tasks (regressions, matrix decompositions,…

数据库 · 计算机科学 2021-03-24 Rana Alotaibi , Bogdan Cautis , Alin Deutsch , Ioana Manolescu

In recent years, the increased need to house and process large volumes of data has prompted the need for distributed storage and querying systems. The growth of machine-readable RDF triples has prompted both industry and academia to develop…

数据库 · 计算机科学 2016-01-11 Albert Haque

The paper titled HUMAN RESOURCE MANAGEMENT SYSTEM is basically concerned with managing the Administrator of HUMAN RESOURCE Department in a company. A Human Resource Management System, refers to the systems and processes at the intersection…

其他计算机科学 · 计算机科学 2013-09-23 A. S. Syed Navaz , A. S. Syed Fiaz , C. Prabhadevi , V. Sangeetha , S. Gopalakrishnan