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We investigate whether generating synthetic data can be a viable strategy for providing access to detailed geocoding information for external researchers, without compromising the confidentiality of the units included in the database. Our…

应用统计 · 统计学 2020-08-25 Joerg Drechsler , Jingchen Hu

Nowadays the number of available processing cores within computing nodes which are used in recent clustered environments, are growing up with a rapid rate. Despite this trend, the number of available network interfaces in such computing…

分布式、并行与集群计算 · 计算机科学 2012-07-13 Mohsen Soryani , Morteza Analoui , Ghobad Zarrinchian

A huge amount of data is everyday managed in large organizations in many critical business sectors with the support of spreadsheet applications. The process of elaborating spreadsheet data is often performed in a distributed, collaborative…

In recent years, several models have improved the capacity to generate synthetic tabular datasets. However, such models focus on synthesizing simple columnar tables and are not useable on real-life data with complex structures. This paper…

机器学习 · 计算机科学 2022-02-07 Luca Canale , Nicolas Grislain , Grégoire Lothe , Johan Leduc

Scholars studying organizations often work with multiple datasets lacking shared identifiers or covariates. In such situations, researchers usually use approximate string ("fuzzy") matching methods to combine datasets. String matching,…

社会与信息网络 · 计算机科学 2025-09-24 Brian Libgober , Connor T. Jerzak

Charts go hand in hand with text to communicate complex data and are widely adopted in news articles, online blogs, and academic papers. They provide graphical summaries of the data, while text explains the message and context. However,…

人机交互 · 计算机科学 2021-08-10 Shahid Latif , Zheng Zhou , Yoon Kim , Fabian Beck , Nam Wook Kim

Data synthesis is gaining momentum as a privacy-enhancing technology. While single-table tabular data generation has seen considerable progress, current methods for multi-table data often lack the flexibility and expressiveness needed to…

机器学习 · 计算机科学 2025-11-11 Davide Scassola , Sebastiano Saccani , Luca Bortolussi

Tables are an extremely powerful visual and interactive tool for structuring and manipulating data, making spreadsheet programs one of the most popular computer applications. In this paper we introduce and address the task of recommending…

信息检索 · 计算机科学 2019-07-26 Shuo Zhang , Krisztian Balog

Mapping complex metadata structures is crucial in a number of domains such as data integration, ontology alignment or model management. To speed up that process automatic matching systems were developed to compute mapping suggestions that…

数据库 · 计算机科学 2011-08-10 Eric Peukert , Julian Eberius , Erhard Rahm

This paper connects a series of papers dealing with taxonomic word embeddings. It begins by noting that there are different types of semantic relatedness and that different lexical representations encode different forms of relatedness. A…

计算与语言 · 计算机科学 2020-02-19 Magdalena Kacmajor , John D. Kelleher , Filip Klubicka , Alfredo Maldonado

Recently, there has been increasing interest in synthesizing data to improve downstream text-to-SQL tasks. In this paper, we first examined the existing synthesized datasets and discovered that state-of-the-art text-to-SQL algorithms did…

Synthesizing relational data has started to receive more attention from researchers, practitioners, and industry. The task is more difficult than synthesizing a single table due to the added complexity of relationships between tables. For…

数据库 · 计算机科学 2024-10-07 Valter Hudovernik , Martin Jurkovič , Erik Štrumbelj

The generation of synthetic data is useful in multiple aspects, from testing applications to benchmarking to privacy preservation. Generating the links between relations, subject to cardinality constraints (CCs) and integrity constraints…

数据库 · 计算机科学 2021-03-29 Amir Gilad , Shweta Patwa , Ashwin Machanavajjhala

A vast area of research in historical science concerns the documentation and study of artefacts and related evidence. Current practice mostly uses spreadsheets or simple relational databases to organise the information as rows with multiple…

Current evaluations of synthetic tabular data mainly focus on how well joint distributions are modeled, often overlooking the assessment of their effectiveness in preserving realistic event sequences and coherent entity relationships across…

机器学习 · 计算机科学 2026-05-19 Yunbo Long , Liming Xu , Alexandra Brintrup

It is common for people to create different types of charts to explore a multi-dimensional dataset (table). However, to recommend commonly composed charts in real world, one should take the challenges of efficiency, imbalanced data and…

数据库 · 计算机科学 2021-06-29 Mengyu Zhou , Qingtao Li , Xinyi He , Yuejiang Li , Yibo Liu , Wei Ji , Shi Han , Yining Chen , Daxin Jiang , Dongmei Zhang

Existing techniques for unionable table search define unionability using metadata (tables must have the same or similar schemas) or column-based metrics (for example, the values in a table should be drawn from the same domain). In this…

Data analytics and data science play a significant role in nowadays society. In the context of Smart Grids (SG), the collection of vast amounts of data has seen the emergence of a plethora of data analysis approaches. In this paper, we…

其他计算机科学 · 计算机科学 2019-12-02 Bruno Rossi , Stanislav Chren

As organizations continue to access diverse datasets, the demand for effective data integration has increased. Key tasks in this process, such as schema matching and entity resolution, are essential but often require significant effort.…

数据库 · 计算机科学 2025-11-13 Yuka Haruki , Shigeru Ishikura , Kazuya Demachi , Teruaki Hayashi

With the surge of multi- and manycores, much research has focused on algorithms for mapping and scheduling on these complex platforms. Large classes of these algorithms face scalability problems. This is why diverse methods are commonly…

分布式、并行与集群计算 · 计算机科学 2017-07-27 Andrés Goens , Sergio Siccha , Jeronimo Castrillon
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