Understanding Data Understanding: A Framework to Navigate the Intricacies of Data Analytics
As organizations face the challenges of processing exponentially growing data volumes,
their reliance on analytics to unlock value from this data has intensified. However, the …
their reliance on analytics to unlock value from this data has intensified. However, the …
Mining Data Wrangling Workflows for Design Patterns Discovery and Specification
A AlMasaud, S Sampaio, P Sampaio - Information Systems Frontiers, 2024 - Springer
In this paper, we investigate Data Wrangling (DW) pipelines in the form of workflows devised
by data analysts with varying levels of experience to find commonalities or patterns. We …
by data analysts with varying levels of experience to find commonalities or patterns. We …
Whither Problem-Solving Environments?
M Dinmore - Proceedings of the 2023 ACM SIGPLAN International …, 2023 - dl.acm.org
During the 1990s and first decade of the 2000s, problem-solving environments (PSEs) were
a topic of research among a community with the vision to create software systems “with all of …
a topic of research among a community with the vision to create software systems “with all of …
Improving Efficiency in Data Wrangling With Semantic Type Detection
A Yu - 2023 - scholarspace.manoa.hawaii.edu
This thesis presents SLED (Semantic LLM Enrichment of Data), a Python library that
leverages Large Language Models (LLMs) to automate essential tasks in data wrangling …
leverages Large Language Models (LLMs) to automate essential tasks in data wrangling …
Detecting CSV File Dialects by Table Uniformity Measurement and Data Type Inference
W García - 2024 - preprints.org
The human-readable simplicity with which the CSV format was devised, together with the
absence of a standard that strictly defines this format, has allowed the proliferation of several …
absence of a standard that strictly defines this format, has allowed the proliferation of several …
[引用][C] Towards Effective and Effortless Data Cleaning: From Automatic Approaches to User Involvement
JLM Pereira - 2023 - Ph. D. Dissertation. Instituto Superior …