research
∙
09/14/2023
SMARTFEAT: Efficient Feature Construction through Feature-Level Foundation Model Interactions
Before applying data analytics or machine learning to a data set, a vita...
share
research
∙
01/12/2023
Pylon: Semantic Table Union Search in Data Lakes
The large size and fast growth of data repositories, such as data lakes,...
research
∙
12/30/2022
Detection of Groups with Biased Representation in Ranking
Real-life tools for decision-making in many critical domains are based o...
research
∙
12/29/2022
WarpGate: A Semantic Join Discovery System for Cloud Data Warehouses
Data discovery is a major challenge in enterprise data analysis: users o...
research
∙
11/13/2022
Reinforcement Learning Enhanced Weighted Sampling for Accurate Subgraph Counting on Fully Dynamic Graph Streams
As the popularity of graph data increases, there is a growing need to co...
research
∙
08/02/2022
Principles of Query Visualization
Query Visualization (QV) is the problem of transforming a given query in...
research
∙
05/05/2022
CompactIE: Compact Facts in Open Information Extraction
A major drawback of modern neural OpenIE systems and benchmarks is that ...
research
∙
03/22/2022
A Survey on Techniques for Identifying and Resolving Representation Bias in Data
The grand goal of data-driven decision-making is to help humans make dec...
research
∙
07/05/2021
ARM-Net: Adaptive Relation Modeling Network for Structured Data
Relational databases are the de facto standard for storing and querying ...
research
∙
10/30/2020
Patterns Count-Based Labels for Datasets
Counts of attribute-value combinations are central to the profiling of a...
research
∙
10/17/2020
MithraDetective: A System for Cherry-picked Trendlines Detection
Given a data set, misleading conclusions can be drawn from it by cherry-...
research
∙
04/23/2020
QueryVis: Logic-based diagrams help users understand complicated SQL queries faster
Understanding the meaning of existing SQL queries is critical for code m...
research
∙
03/16/2020
Duoquest: A Dual-Specification System for Expressive SQL Queries
Querying a relational database is difficult because it requires users to...
research
∙
11/22/2019
Responsible Scoring Mechanisms Through Function Sampling
Human decision-makers often receive assistance from data-driven algorith...
research
∙
06/21/2019
Database Meets Deep Learning: Challenges and Opportunities
Deep learning has recently become very popular on account of its incredi...
research
∙
03/01/2019
Open Information Extraction from Question-Answer Pairs
Open Information Extraction (OpenIE) extracts meaningful structured tupl...
research
∙
01/31/2019
Bridging the Semantic Gap with SQL Query Logs in Natural Language Interfaces to Databases
A critical challenge in constructing a natural language interface to dat...
research
∙
12/18/2018
Demonstration of a Multiresolution Schema Mapping System
Enterprise databases usually contain large and complex schemas. Authorin...
research
∙
10/15/2018
Assessing and Remedying Coverage for a Given Dataset
Data analysis impacts virtually every aspect of our society today. Often...
research
∙
09/11/2018
Reducing Uncertainty of Schema Matching via Crowdsourcing with Accuracy Rates
Schema matching is a central challenge for data integration systems. Ins...
research
∙
06/29/2018
GOTO Rankings Considered Helpful
Rankings are a fact of life. Whether or not one likes them, they exist a...
research
∙
04/29/2018
On Obtaining Stable Rankings
We often have to rank items with multiple attributes in a dataset. A typ...
research
∙
04/26/2018
PANDA: Facilitating Usable AI Development
Recent advances in artificial intelligence (AI) and machine learning hav...
research
∙
03/02/2018
CLX: Towards a scalable and comprehensible design of PBE data transformations
Effective data analytics on data collected from the real world usually b...
research
∙
03/02/2018
Unifacta: Profiling-driven String Pattern Standardization
Data cleaning is critical for effective data analytics on many real-worl...
research
∙
02/28/2018
RRR: Rank-Regret Representative
We propose the rank-regret representative as a way of choosing a small s...
research
∙
10/14/2016
Tuning Crowdsourced Human Computation
As the use of crowdsourcing increases, it is important to think about pe...
research
∙
12/12/2015
