Table Dissolution: Adding Salt To Your Data

Corporations continually generate and receive new tabular data whose integration into existing systems is crucial to maximizing business value. However, this integration is challenging due to data heterogeneity and lack of standard formats. Current methods focus on identifying relationships between table pairs, often neglecting table-to-database scenarios. Conventional schema matching techniques map columns between relational schemas but overlook subtables that could better align with database elements, limiting their effectiveness. We introduce the task of table dissolution: the identification of queries to integrate new tabular data into databases via coherent and semantically meaningful views on the new data. This process allows a fine-grained integration where new data dissolves into a database as salt dissolves into water.

Authors

Institutions

Publication Details

Published
2025-06-22
DOI
https://doi.org/10.1145/3735654.3735944
Primary Topic
Semantic Web and Ontologies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Table Dissolution: Adding Salt To Your Data

Tassilo Klein, Felix Naumann, Francesco Pugnaloni
Semantic Web and Ontologies
article

Table Dissolution: Adding Salt To Your Data

Tassilo Klein, Felix Naumann, Francesco Pugnaloni
article en

Abstract

Corporations continually generate and receive new tabular data whose integration into existing systems is crucial to maximizing business value. However, this integration is challenging due to data heterogeneity and lack of standard formats. Current methods focus on identifying relationships between table pairs, often neglecting table-to-database scenarios. Conventional schema matching techniques map columns between relational schemas but overlook subtables that could better align with database elements, limiting their effectiveness. We introduce the task of table dissolution: the identification of queries to integrate new tabular data into databases via coherent and semantically meaningful views on the new data. This process allows a fine-grained integration where new data dissolves into a database as salt dissolves into water.

Hasso Plattner Institute (DE), University of Potsdam (DE)
Climate action
Openalex Percentile: Top 93%
Semantic Web and Ontologies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Table Dissolution: Adding Salt To Your Data — Tassilo Klein, Felix Naumann, et al. · (2025) | TGRS Research Map | TGRS