• SIFT

  • Referenced in 635 articles [sw16554]
  • from known objects using a fast nearest-neighbor algorithm, followed by a Hough transform...
  • CGAL

  • Referenced in 394 articles [sw00118]
  • search structures (kd trees for nearest neighbor search, and range and segment trees), interpolation (natural...
  • SVMlight

  • Referenced in 264 articles [sw04076]
  • transductive version of k-Nearest Neighbor is the Spectral Graph Transducer. SVMlight can also train...
  • LMNN

  • Referenced in 82 articles [sw29754]
  • LMNN - Large Margin Nearest Neighbors: This is a MATLAB implementation of Large Margin Nearest Neighbor ... metric learning algorithm to improve k-nearest neighbor classification by learning a generalized Euclidean metric ... Equation especially for nearest neighbor classification...
  • ML-KNN

  • Referenced in 74 articles [sw12923]
  • derived from the traditional K-nearest neighbor (KNN) algorithm. In detail, for each unseen instance ... nearest neighbors in the training set are firstly identified. After that, based on statistical information...
  • impute

  • Referenced in 104 articles [sw14376]
  • based method (SVDimpute), weighted K-nearest neighbors (KNNimpute), and row average. We evaluated the methods...
  • Eigentaste

  • Referenced in 66 articles [sw12451]
  • database of $n$ users, standard nearest-neighbor techniques require $O(n)$ processing time to compute...
  • ANN

  • Referenced in 46 articles [sw09854]
  • algorithms for both exact and approximate nearest neighbor searching in arbitrarily high dimensions ... nearest neighbor problem a set of data points in d-dimensional space is given. These ... that given any query point q, the nearest or generally k nearest points...
  • FLANN

  • Referenced in 33 articles [sw15312]
  • library for performing fast approximate nearest neighbor searches in high dimensional spaces. It contains ... found to work best for nearest neighbor search and a system for automatically choosing...
  • Orca

  • Referenced in 33 articles [sw32638]
  • from a given example to its nearest neighbors to determine its unusuallness. The intuition ... probably not an outlier. If the nearest examples are substantially different, then the example ... that lie at points where the nearest neighbor density estimate is small...
  • 2D triangulations

  • Referenced in 39 articles [sw11159]
  • points. Delaunay and regular triangulations offer nearest neighbor queries and primitives to build the dual...
  • Memtype-2L

  • Referenced in 39 articles [sw16472]
  • Optimized Evidence-Theoretic K-Nearest Neighbor) classifiers. The success rates obtained by MemType...
  • SANET

  • Referenced in 31 articles [sw14951]
  • class of network spatial methods, including nearest neighbor distance methods, K-function methods, cell count...
  • TagProp

  • Referenced in 17 articles [sw11682]
  • TagProp: Discriminative metric learning in nearest neighbor models for image auto-annotation. Image auto-annotation ... propose TagProp, a discriminatively trained nearest neighbor model. Tags of test images are predicted using ... weighted nearest-neighbor model to exploit labeled training images. Neighbor weights are based on neighbor...
  • Hum-PLoc

  • Referenced in 24 articles [sw26863]
  • operated by the KNN (K-nearest neighbor) rule. As a demonstration, tests were performed with...
  • Euk-PLoc

  • Referenced in 24 articles [sw22420]
  • engineered by the KNN (K-Nearest Neighbor) principle. As a demonstration, a new benchmark dataset...
  • iSuc-PseOpt

  • Referenced in 23 articles [sw22429]
  • acid composition and using KNNC (K-nearest neighbors cleaning) treatment and IHTS (inserting hypothetical training...
  • iAMP-2L

  • Referenced in 23 articles [sw22416]
  • acid composition (PseAAC) and fuzzy K-nearest neighbor (FKNN) algorithm, where the components of PseAAC...
  • kknn

  • Referenced in 15 articles [sw04563]
  • package kknn: Weighted k-Nearest Neighbors , Weighted k-Nearest Neighbors Classification, Regression and Clustering...
  • FNN

  • Referenced in 14 articles [sw14860]
  • package FNN: Fast Nearest Neighbor Search Algorithms and Applications. Cover-tree and kd-tree fast ... nearest neighbor search algorithms and related applications including KNN classification, regression and information measures...