Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
The nature of statistical learning theory
The nature of statistical learning theory
Representation and Recognition of Handwritten Digits Using Deformable Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
Support vector machines, reproducing kernel Hilbert spaces, and randomized GACV
Advances in kernel methods
Geometry and invariance in kernel based methods
Advances in kernel methods
Kernel principal component analysis
Advances in kernel methods
Relational discriminant analysis
Pattern Recognition Letters - Special issue on pattern recognition in practice VI
Classification on pairwise proximity data
Proceedings of the 1998 conference on Advances in neural information processing systems II
Semiparametric support vector and linear programming machines
Proceedings of the 1998 conference on Advances in neural information processing systems II
Classification with Nonmetric Distances: Image Retrieval and Class Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Feature Selection Via Mathematical Programming
INFORMS Journal on Computing
Neural Computation
Spatial Representation of Dissimilarity Data via Lower-Complexity Linear and Nonlinear Mappings
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
A Discussion on the Classifier Projection Space for Classifier Combining
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Cluster ensembles --- a knowledge reuse framework for combining multiple partitions
The Journal of Machine Learning Research
Kernel methods for relation extraction
The Journal of Machine Learning Research
Dissimilarity-based classification of spectra: computational issues
Real-Time Imaging - Special issue on spectral imaging
Feature Discovery in Non-Metric Pairwise Data
The Journal of Machine Learning Research
Feature Space Interpretation of SVMs with Indefinite Kernels
IEEE Transactions on Pattern Analysis and Machine Intelligence
Text classification with kernels on the multinomial manifold
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Learning with non-metric proximity matrices
Proceedings of the 13th annual ACM international conference on Multimedia
Maximal margin classification for metric spaces
Journal of Computer and System Sciences - Special issue: Learning theory 2003
One-class classifier for HFGWR ship detection using similarity-dissimilarity representation
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
On the information and representation of non-Euclidean pairwise data
Pattern Recognition
Prototype selection for dissimilarity-based classifiers
Pattern Recognition
Local similarity discriminant analysis
Proceedings of the 24th international conference on Machine learning
On learning with dissimilarity functions
Proceedings of the 24th international conference on Machine learning
A comparative analysis of kernel subspace target detectors for hyperspectral imagery
EURASIP Journal on Applied Signal Processing
Combining multimodal preferences for multimedia information retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
From Scores to Face Templates: A Model-Based Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Data-Dependent Kernel Machines for Microarray Data Classification
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Generative models for similarity-based classification
Pattern Recognition
Training SVM with indefinite kernels
Proceedings of the 25th international conference on Machine learning
Grassmann discriminant analysis: a unifying view on subspace-based learning
Proceedings of the 25th international conference on Machine learning
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Supervised Isomap with Dissimilarity Measures in Embedding Learning
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
A generalization of dissimilarity representations using feature lines and feature planes
Pattern Recognition Letters
Letters: Soft ranking in clustering
Neurocomputing
Improving k-NN for Human Cancer Classification Using the Gene Expression Profiles
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Clustering in the membership embedding space
International Journal of Knowledge Engineering and Soft Data Paradigms
Novel multiclass classifiers based on the minimization of the within-class variance
IEEE Transactions on Neural Networks
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Kernel Alignment k-NN for Human Cancer Classification Using the Gene Expression Profiles
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Similarity-based classification of sequences using hidden Markov models
Pattern Recognition
The Journal of Machine Learning Research
Similarity-based clustering of sequences using hidden Markov models
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Combining SVM classifiers for email anti-spam filtering
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Boosting support vector machines using multiple dissimilarities
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I
Membership embedding space approach and spectral clustering
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
On the combination of dissimilarities for gene expression data analysis
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Ensemble of dissimilarity based classifiers for cancerous samples classification
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
Nonlinear non-negative component analysis algorithms
IEEE Transactions on Image Processing
Polychotomous kernel Fisher discriminant via top-down induction of binary tree
Computers & Mathematics with Applications
Learning a combination of heterogeneous dissimilarities from incomplete knowledge
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Improving accuracy of LVQ algorithm by instance weighting
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Non-Euclidean dissimilarities: causes and informativeness
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Semi-supervised clustering using heterogeneous dissimilarities
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
A multiple combining method for optimizing dissimilarity-based classification
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part II
Feature-based dissimilarity space classification
ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos
Fusing heterogeneous data sources considering a set of equivalence constraints
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part I
Section-wise similarities for clustering and outlier detection of subjective sequential data
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Multi-task regularization of generative similarity models
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Supervised segmentation of fiber tracts
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Taxonomy of classifiers based on dissimilarity features
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Fusion of gaussian kernels within support vector classification
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Structural inference of sensor-based measurements
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Augmented embedding of dissimilarity data into (pseudo-)euclidean spaces
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
From indefinite to positive semi-definite matrices
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Non-Euclidean or non-metric measures can be informative
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
WIRN'05 Proceedings of the 16th Italian conference on Neural Nets
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
Alternatives to parameter selection for kernel methods
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Embedding time series data for classification
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Low-Dimensional facial image representation using FLD and MDS
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Asymmetric learning and dissimilarity spaces for content-based retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
A multi-classifier system for off-line signature verification based on dissimilarity representation
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
On the fusion of polynomial kernels for support vector classifiers
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Learning user queries in multimodal dissimilarity spaces
AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Class proximity measures - Dissimilarity-based classification and display of high-dimensional data
Journal of Biomedical Informatics
Heat diffusion approach for feature-based body scans analysis
EG 3DOR'11 Proceedings of the 4th Eurographics conference on 3D Object Retrieval
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Full length article: Regularization networks with indefinite kernels
Journal of Approximation Theory
Learning-Based interactive retrieval in large-scale multimedia collections
AMR'11 Proceedings of the 9th international conference on Adaptive Multimedia Retrieval: large-scale multimedia retrieval and evaluation
DCE-MRI and DWI integration for breast lesions assessment and heterogeneity quantification
Journal of Biomedical Imaging - Special issue on Advanced Signal Processing Methods for Biomedical Imaging
On the informativeness of asymmetric dissimilarities
SIMBAD'13 Proceedings of the Second international conference on Similarity-Based Pattern Recognition
International Journal of Data Mining and Bioinformatics
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Usually, objects to be classified are represented by features. In this paper, we discuss an alternative object representation based on dissimilarity values. If such distances separate the classes well, the nearest neighbor method offers a good solution. However, dissimilarities used in practice are usually far from ideal and the performance of the nearest neighbor rule suffers from its sensitivity to noisy examples. We show that other, more global classification techniques are preferable to the nearest neighbor rule, in such cases.For classification purposes, two different ways of using generalized dissimilarity kernels are considered. In the first one, distances are isometrically embedded in a pseudo-Euclidean space and the classification task is performed there. In the second approach, classifiers are built directly on distance kernels. Both approaches are described theoretically and then compared using experiments with different dissimilarity measures and datasets including degraded data simulating the problem of missing values.