23 citations · 23 across the 1 of their papers we have counts for
4 papers
HyperLogLog Sketch Acceleration on FPGA
Amit Kulkarni, Monica Chiosa, Thomas B. Preußer +3
Data sketches are a set of widely used approximated data summarizing techniques. Their fundamental property is sub-linear memory complexity on the input cardinality, an important a…
High Bandwidth Memory on FPGAs: A Data Analytics Perspective
Kaan Kara, Christoph Hagleitner, Dionysios Diamantopoulos +2
FPGA-based data processing in datacenters is increasing in popularity due to the demands of modern workloads and the ensuing necessity for specialization in hardware. Driven by thi…
Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-precision Learning (Technical Report)
Zeke Wang, Kaan Kara, Hantian Zhang +3
Learning from the data stored in a database is an important function increasingly available in relational engines. Methods using lower precision input data are of special interest…
Compressive Sensing Using Iterative Hard Thresholding with Low Precision Data Representation: Theory and Applications
Nezihe Merve Gürel, Kaan Kara, Alen Stojanov +5
Modern scientific instruments produce vast amounts of data, which can overwhelm the processing ability of computer systems. Lossy compression of data is an intriguing solution, but…