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» Nearest Neighbor Retrieval Using Distance-Based Hashing
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ICDE
2008
IEEE
162views Database» more  ICDE 2008»
14 years 6 months ago
Nearest Neighbor Retrieval Using Distance-Based Hashing
Vassilis Athitsos, Michalis Potamias, Panagiotis P...
KES
2008
Springer
13 years 4 months ago
Distance-Based Classification in OWL Ontologies
Abstract. We propose inductive distance-based methods for instance classification and retrieval in ontologies. Casting retrieval as a classification problem with the goal of assess...
Claudia d'Amato, Nicola Fanizzi, Floriana Esposito
CVPR
2010
IEEE
14 years 23 days ago
SPEC Hashing: Similarity Preserving algorithm for Entropy-based Coding
Searching approximate nearest neighbors in large scale high dimensional data set has been a challenging problem. This paper presents a novel and fast algorithm for learning binary...
Ruei-Sung Lin, David Ross, Jay Yagnik
NIPS
2007
13 years 6 months ago
A learning framework for nearest neighbor search
Can we leverage learning techniques to build a fast nearest-neighbor (ANN) retrieval data structure? We present a general learning framework for the NN problem in which sample que...
Lawrence Cayton, Sanjoy Dasgupta
ICASSP
2010
IEEE
13 years 4 months ago
Searching with expectations
Handling large amounts of data, such as large image databases, requires the use of approximate nearest neighbor search techniques. Recently, Hamming embedding methods such as spec...
Harsimrat Sandhawalia, Herve Jegou