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Cyber-Physical Systems Virtual Organization
Read-only archive of site from September 29, 2023.
CPS-VO
high memory footprint
biblio
An Application of Storage-Optimal MatDot Codes for Coded Matrix Multiplication: Fast k-Nearest Neighbors Estimation
Submitted by grigby1 on Fri, 05/22/2020 - 2:39pm
parallel processing
faster query execution
high memory footprint
in-memory indexes
K-NN search
MatDot codes
matrix multiplication
model parallelism
model-parallel architecture
MRPT
multiple random projection trees
nearest neighbor estimation
fast k-nearest neighbors
query response time
query time
single compute node
single processing node
storage constraints
storage-optimal MatDot Codes
storage-optimal recovery threshold
straggler and failure tolerance
straggler-prone environment
Systematics
worker nodes
nearest neighbor search
Indexes
Data models
Computational modeling
Big Data
trees (mathematics)
Metrics
Measurement
nearest neighbour methods
data storage
query processing
mathematics computing
pubcrawl
high-dimensional data
Approximation algorithms
approximate nearest neighbor algorithms
candidate points
coded computing
coded matrix multiplication
computation efforts
computation strategy
distributed computing cluster
distributed processing
Euclidean distance calculations