Concept
Dimension (data warehouse)
Related publications (30)
Spectral Estimators for High-Dimensional Matrix Inference
A key challenge across many disciplines is to extract meaningful information from data which is often obscured by noise. These datasets are typically represented as large matrices. Given the current trend of ever-increasing data volumes, with datasets grow ...
EPFL2024Interactive-time Exploration, Querying, and Analysis of Large High-dimensional Datasets
In the current era of big data, aggregation queries on high-dimensional datasets are frequently utilized to uncover hidden patterns, trends, and correlations critical for effective business decision-making. Data cubes facilitate such queries by employing p ...
EPFL2023Aggregation and Exploration of High-Dimensional Data Using the Sudokube Data Cube Engine
Christoph Koch, Peter Lindner, Zhekai Jiang, Sachin Basil John
We present Sudokube, a novel system that supports interactive speed querying on high-dimensional data using partially materialized data cubes. Given a storage budget, it judiciously chooses what projections to precompute and materialize during cube constru ...
Association for Computing Machinery2023High-dimensional Data Cubes
Christoph Koch, Sachin Basil John
This paper introduces an approach to supporting high-dimensional data cubes at interactive query speeds and moderate storage cost. The approach is based on binary(-domain) data cubes that are judiciously partially materialized; the missing information can ...
2022High-dimensional Data Cubes
Christoph Koch, Sachin Basil John
This paper introduces an approach to supporting high-dimensional data cubes at interactive query speeds and moderate storage cost. The approach is based on binary(-domain) data cubes that are judiciously partially materialized; the missing information can ...
ASSOC COMPUTING MACHINERY2022Micro-architectural Analysis of Database Workloads
Database workloads have significantly evolved in the past twenty years. Traditional database systems that are mainly used to serve Online Transactional Processing (OLTP) workloads evolved into specialized database systems that are optimized for particular ...
EPFL2021