Prescriptive analytics: a survey of emerging trends and technologies
This paper provides a survey of the state-of-the-art and future directions of one of the most
important emerging technologies within business analytics (BA), namely prescriptive …
important emerging technologies within business analytics (BA), namely prescriptive …
Information security in big data: privacy and data mining
The growing popularity and development of data mining technologies bring serious threat to
the security of individual,'s sensitive information. An emerging research topic in data mining …
the security of individual,'s sensitive information. An emerging research topic in data mining …
Software fairness
A goal of software engineering research is advancing software quality and the success of
the software engineering process. However, while recent studies have demonstrated a new …
the software engineering process. However, while recent studies have demonstrated a new …
Tractable circuits in database theory
A Amarilli, F Capelli - ACM SIGMOD Record, 2024 - dl.acm.org
This work reviews how database theory uses tractable circuit classes from knowledge
compilation. We present relevant query evaluation tasks, and notions of tractable circuits …
compilation. We present relevant query evaluation tasks, and notions of tractable circuits …
[PDF][PDF] From Cleaning before ML to Cleaning for ML.
Data cleaning is widely regarded as a critical piece of machine learning (ML) applications,
as data errors can corrupt models in ways that cause the application to operate incorrectly …
as data errors can corrupt models in ways that cause the application to operate incorrectly …
The case for data visualization management systems: vision paper
Most visualizations today are produced by retrieving data from a database and using a
specialized visualization tool to render it. This decoupled approach results in significant …
specialized visualization tool to render it. This decoupled approach results in significant …
Complaint-driven training data debugging for query 2.0
As the need for machine learning (ML) increases rapidly across all industry sectors, there is
a significant interest among commercial database providers to support" Query 2.0", which …
a significant interest among commercial database providers to support" Query 2.0", which …
Fastqre: Fast query reverse engineering
DV Kalashnikov, LVS Lakshmanan… - Proceedings of the 2018 …, 2018 - dl.acm.org
We study the problem of Query Reverse Engineering (QRE), where given a database and
an output table, the task is to find a simple project-join SQL query that generates that table …
an output table, the task is to find a simple project-join SQL query that generates that table …
Tiresias: the database oracle for how-to queries
How-To queries answer fundamental data analysis questions of the form:" How should the
input change in order to achieve the desired output". As a Reverse Data Management …
input change in order to achieve the desired output". As a Reverse Data Management …
Why not yet: Fixing a top-k ranking that is not fair to individuals
This work considers why-not questions in the context of top-k queries and score-based
ranking functions. Following the popular linear scalarization approach for multi-objective …
ranking functions. Following the popular linear scalarization approach for multi-objective …