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IEEE Transactions on Knowledge and Data Engineering, ISSN 1041-4347, 02/2017, Volume 29, Issue 2, pp. 373 - 386
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 05/2009, Volume 55, Issue 5, pp. 2392 - 2405
Journal Article
IEEE Transactions on Information Theory, ISSN 0018-9448, 2009, Volume 55, Issue 5, pp. 2392 - 2405
Journal Article
IEEE Transactions on Circuits and Systems for Video Technology, ISSN 1051-8215, 12/2011, Volume 21, Issue 12, pp. 1810 - 1821
Journal Article
Pattern Recognition, ISSN 0031-3203, 08/2013, Volume 46, Issue 8, pp. 2337 - 2349
The ultimate goal of distance metric learning is to incorporate abundant discriminative information to keep all data samples in the same class close and those... 
Distance metrics learning | Local learning | NEAREST-NEIGHBOR CLASSIFICATION | MARGIN | RECOGNITION | SUBSPACE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Distance education | Analysis | Algorithms | Learning | Classifiers | Construction | Preserves | Benchmarking | Pattern recognition | Convergence
Journal Article
Pattern Recognition Letters, ISSN 0167-8655, 12/2017, Volume 100, pp. 37 - 43
Universum, a set of examples that do not belong to any class of interest for a classification problem, has been playing an important role in improving the... 
Nearest neighbor | Metric learning | Universum learning | MACHINE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Computer science | Distance education | Analysis | Machine learning | Datasets | Learning | Training | Learning algorithms | Automatic classification | Nearest-neighbor | Classification | Pattern recognition | Artificial intelligence
Journal Article
Journal of Artificial Intelligence Research, ISSN 1076-9757, 01/1997, Volume 6, pp. 1 - 34
Instance-based learning techniques typically handle continuous and linear input values well, but often do not handle nominal input attributes appropriately.... 
NEAREST-NEIGHBOR | SIMILARITY | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | LEARNING ALGORITHMS | FEATURES
Journal Article
IEEE Communications Letters, ISSN 1089-7798, 12/2017, Volume 21, Issue 12, pp. 2686 - 2689
Journal Article
Pattern Recognition, ISSN 0031-3203, 04/2017, Volume 64, pp. 215 - 225
Over the past decades, distance metric learning has attracted a lot of interest in machine learning and related fields. In this work, we propose an... 
Nearest neighbor | Jeffrey divergence | Linear transformation | Distance metric learning | KERNEL | CONSTRAINTS | COMPONENT ANALYSIS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Computer science | Distance education | Study and teaching | Analysis | Machine learning
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 01/2019, Volume 115, pp. 356 - 372
Journal Article
Journal Article
Neurocomputing, ISSN 0925-2312, 11/2016, Volume 214, pp. 805 - 814
This paper presents a distance metric learning method for -nearest neighbors regression. We define the constraints based on triplets, which are built from the... 
Nearest neighbor | Regression | Quadratic programming | Distance metric learning | COORDINATE DESCENT METHOD | MULTIPLE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Distance education | Analysis
Journal Article
KNOWLEDGE AND INFORMATION SYSTEMS, ISSN 0219-1377, 04/2014, Volume 39, Issue 1, pp. 89 - 122
Learning from high-dimensional data is usually quite challenging, as captured by the well-known phrase curse of dimensionality. Data analysis often involves... 
Curse of dimensionality | Shared neighbor distances | Classification | COMPUTER SCIENCE, INFORMATION SYSTEMS | k-nearest neighbor | Hubs | Metric learning | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Distance education | Analysis | Learning | Similarity | Neural networks | Texts | Data processing | Computational efficiency | Information systems
Journal Article
Computational Geometry: Theory and Applications, ISSN 0925-7721, 01/2017, Volume 60, pp. 2 - 7
Given a set of moving points in , where each point moves along a linear trajectory at arbitrary but constant velocity, we present an -time algorithm to compute... 
Nearest neighbor search | Kinetic algorithms | Nearest neighbor distances | Linearly moving points | Closest pair distance | MATHEMATICS | MATHEMATICS, APPLIED | TREES | PROXIMITY PROBLEMS | ALGORITHMS | Computer science | Algorithms
Journal Article
Pattern Recognition, ISSN 0031-3203, 10/2019, Volume 94, pp. 35 - 52
The literature postulates that the dynamic time warping (dtw) distance can cope with temporal variations but stores and processes time series in a form as if... 
Semi-metric | Nearest-neighbor rule | Dynamic time warping | Time series | SELF-ORGANIZING MAPS | ALGORITHM | CLASSIFICATION | LEARNING VECTOR QUANTIZATION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article