Found 75 Documents (Results 1–75)
Approximating continuous functions on persistence diagrams using template functions. (English) Zbl 1541.55007
Reviewer: Massimo Ferri (Bologna)
Learning half-spaces on general infinite spaces equipped with a distance function. (English) Zbl 1506.68098
MSC:
68T05
Multi-view fuzzy clustering of deep random walk and sparse low-rank embedding. (English) Zbl 07805364
Experiential and stochastic learning algorithms based on the probability of a fuzzy event and modified fuzzy metric distance in intelligent robotic part micro-assembly. (English) Zbl 1504.68235
Semi-Lipschitz functions and machine learning for discrete dynamical systems on graphs. (English) Zbl 07570143
MSC:
68T05
Intrinsic dimension of geometric data sets. (English) Zbl 1491.68188
Reviewer: Jialong Deng (Beijing)
Small Transformers Compute Universal Metric Embeddings. arXiv:2209.06788
Preprint, arXiv:2209.06788 [cs.LG] (2022).
A fast diagonal distance metric learning approach for large-scale datasets. (English) Zbl 1531.68087
MSC:
68T05
Ordinal regression with explainable distance metric learning based on ordered sequences. (English) Zbl 07465782
MSC:
68T05
Distance-learning for approximate Bayesian computation to model a volcanic eruption. (English) Zbl 1469.62416
FLAME: a fast large-scale almost matching exactly approach to causal inference. (English) Zbl 1540.62034
Four-layer distance metric and distance-based kernel functions for inductive logic programming. (English) Zbl 1508.68294
Distance geometry and data science. (English) Zbl 1511.51006
Reviewer: Frank Plastria (Brussels)
Robust unsupervised domain adaptation for neural networks via moment alignment. (English) Zbl 1448.68383
Learning distance to subspace for the nearest subspace methods in high-dimensional data classification. (English) Zbl 1443.62190
MSC:
62H30
Robust dimensionality reduction via feature space to feature space distance metric learning. (English) Zbl 1435.68270
Fast generalization rates for distance metric learning. Improved theoretical analysis for smooth strongly convex distance metric learning. (English) Zbl 1483.68326
MSC:
68T05
An intrinsic accelerated projection gradient algorithm for semi-supervised metric learning. (Chinese. English summary) Zbl 1424.68135
MSC:
68T05
Local generalized quadratic distance metrics: application to the \(k\)-nearest neighbors classifier. (English) Zbl 1414.62223
Time coupled diffusion maps. (English) Zbl 1397.58019
Supervised distance metric learning through maximization of the Jeffrey divergence. (English) Zbl 1429.68235
Lens depth function and \(k\)-relative neighborhood graph: versatile tools for ordinal data analysis. (English) Zbl 1440.62400
An efficient method for solving a quadratic programming problem derived from distance metric learning. (Spanish. English summary) Zbl 1470.90064
Distance metric learning for soft subspace clustering in composite kernel space. (English) Zbl 1394.68317
Research on text classification based on LDA and distance metric learning. (Chinese. English summary) Zbl 1374.68454
Survey on distance metric learning and dimensionality reduction in data mining. (English) Zbl 1403.68215
Average distance queries through weighted samples in graphs and metric spaces: high scalability with tight statistical guarantees. (English) Zbl 1375.68044
Garg, Naveen (ed.) et al., Approximation, randomization, and combinatorial optimization. Algorithms and techniques. Proceedings of the 18th international workshop on approximation algorithms for combinatorial optimization problems (APPROX 2015) and the 19th international workshop on randomization and computation (RANDOM 2015), Princeton, NJ, USA, August 24–26, 2015. Wadern: Schloss Dagstuhl – Leibniz Zentrum für Informatik (ISBN 978-3-939897-89-7). LIPIcs – Leibniz International Proceedings in Informatics 40, 659-679 (2015).
Gromov-Hausdorff approximation of filamentary structures using Reeb-type graphs. (English) Zbl 1315.68252
Using a fuzzy based pseudometric in classification. (English) Zbl 1419.68083
Laurent, Anne (ed.) et al., Information processing and management of uncertainty in knowledge-based systems. 15th international conference, IPMU 2014, Montpellier, France, July 15–19, 2014. Proceedings. Part I. Cham: Springer. Commun. Comput. Inf. Sci. 442, 189-198 (2014).
Gromov-Hausdorff approximation of filament structure using Reeb-type graph (extended abstract). (English) Zbl 1395.68296
Proceedings of the 30th annual symposium on computational geometry, SoCG ’14, Kyoto, Japan, June 8–11, 2014. New York, NY: Association for Computing Machinery (ACM) (ISBN 978-1-4503-2594-3). 491-500 (2014).
Recent advances on supervised distance metric learning algorithms. (Chinese. English summary) Zbl 1324.68113
Ground metric learning. (English) Zbl 1317.68149
Research on several key problems of Mahalanobis metric learning and corresponding geometrical interpretations. (Chinese. English summary) Zbl 1299.68087
Distance metrics and outlier detection in rough sets. (Chinese. English summary) Zbl 1289.68083
Metric learning: a survey. (English) Zbl 1278.68014
The expected value under the Yule model of the squared path-difference distance. (English) Zbl 1388.92022
An efficient tree-based computation of a metric comparable to a natural diffusion distance. (English) Zbl 1248.68403
A boosting approach for supervised Mahalanobis distance metric learning. (English) Zbl 1225.68156
MSC:
68T05
Distance metric learning guided adaptive subspace semi-supervised clustering. (English) Zbl 1267.68195
MSC:
68T05
Sparse distance metric learning with \(L1\)-norm constraint for one-class samples in high-dimensional spaces and its application. (Chinese. English summary) Zbl 1265.68144
MSC:
68T05
Image retrieval and recognition based on generalized local distance functions. (Chinese. English summary) Zbl 1249.68193
Fuzzy \(c\)-means based clustering for linearly and nonlinearly separable data. (English) Zbl 1218.68132
Kernel-\(k\)NN: a new \(k\)NN algorithm based on informational energy metric. (Chinese. English summary) Zbl 1240.68198
MSC:
68T05
Regularized margin-based conditional log-likelihood loss for prototype learning. (English) Zbl 1202.68348
The Johnson-Lindenstrauss lemma almost characterizes Hilbert space, but not quite. (English) Zbl 1196.46013
Reviewer: Daniel Li (Lens)
Handwritten chinese text line segmentation by clustering with distance metric learning. (English) Zbl 1186.68428
MSC:
68T10
Distance metric learning from cannot-be-linked example pairs, with application to name disambiguation. (English) Zbl 1162.68565
Basu, Sugato (ed.) et al., Constrained clustering. Advances in algorithms, theory, and applications. Boca Raton, FL: CRC Press (ISBN 978-1-58488-996-0/hbk). Chapman & Hall/CRC Data Mining and Knowledge Discovery Series, 357-374 (2009).
MSC:
68T05
Prediction of Alzheimer’s diagnosis using semi-supervised distance metric learning with label propagation. (English) Zbl 1158.92317
Learning a Mahalanobis distance metric for data clustering and classification. (English) Zbl 1162.68642
MSC:
68T10
Analogy-based reasoning in classifier construction. (English) Zbl 1136.68508
Peters, James F. (ed.) et al., Transactions on Rough Sets IV. Berlin: Springer (ISBN 978-3-540-29830-4/pbk). Lecture Notes in Computer Science 3700. Journal Subline, 277-374 (2005).
Distance based generalisation. (English) Zbl 1134.68468
Kramer, Stefan (ed.) et al., Inductive logic programming. 15th international conference, ILP 2005, Bonn, Germany, August 10–13, 2005. Proceedings. Berlin: Springer (ISBN 3-540-28177-0/pbk). Lecture Notes in Computer Science 3625. Lecture Notes in Artificial Intelligence, 87-102 (2005).
MSC:
68T05
Topological aspects of numberings. (English) Zbl 1037.03038
Reviewer: Marius Zimand (Towson)
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