ES4D: Accelerating Exact Similarity Search for High-Dimensional Vectors via Vector Slicing and In-SSD Computation.
Juhwan KimJongseon SeoJonghyeok ParkSang-Won LeeHongchan RohHyungmin ChoPublished in: ICCD (2022)
Keyphrases
- similarity search
- vector space
- high dimensional
- metric space
- distance function
- high dimensional data
- similarity searching
- feature vectors
- query processing
- indexing techniques
- exact match
- multimedia databases
- low dimensional
- similarity queries
- similarity retrieval
- similarity measure
- knn
- distance calculation
- hash functions
- r tree
- efficient similarity search
- dynamic time warping
- solid state
- false dismissal
- similarity search in high dimensional
- locality sensitive hashing
- dimensionality reduction
- nearest neighbor
- data points
- high dimensional feature space
- nearest neighbor search
- efficient indexing
- database systems
- approximate similarity search
- data mining
- neural network