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Similarity-based Classification: Concepts and Algorithms

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Rademacher and Gaussian Complexities: Risk Bounds and Structural Results

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The Elements of Statistical Learning

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The Elements of Statistical Learning: Data Mining, Inference, and Prediction

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Pattern Classification

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A theory of learning with similarity functions

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Support vector machine classification with indefinite kernels

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Weighting common and distinctive features in perceptual and conceptual judgments

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Identification of common molecular subsequences

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Computing a nearest symmetric positive semidefinite matrix

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On the information and representation of non-Euclidean pairwise data

inferredcites →https://doi.org/10.1016/j.patcog.2008.01.005openalex-snapshot

Generative models for similarity-based classification

inferredcites →https://doi.org/10.1016/s0022-2836(05)80360-2openalex-snapshot

Basic Local Alignment Search Tool

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Dissimilarity representations allow for building good classifiers

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The Earth Mover's Distance as a Metric for Image Retrieval

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Distinctive Image Features from Scale-Invariant Keypoints

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Representations of qualitative and quantitative dimensions.

inferredcites →https://doi.org/10.1037/0033-295x.84.4.327openalex-snapshot

Features of similarity.

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Similarity, separability, and the triangle inequality.

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Classification on proximity data with LP-machines

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Combining Pairwise Sequence Similarity and Support Vector Machines for Detecting Remote Protein Evolutionary and Structural Relationships

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Pairwise data clustering by deterministic annealing

inferredcites →https://doi.org/10.1109/34.790428openalex-snapshot

Similarity measures

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Shape matching and object recognition using shape contexts

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A comparison of methods for multiclass support vector machines

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Learning Generative Visual Models from Few Training Examples: An Incremental Bayesian Approach Tested on 101 Object Categories

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SVM-KNN: Discriminative Nearest Neighbor Classification for Visual Category Recognition

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Perceptual Feature Identification for Active Sonar Echoes

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On the rationale of maximum-entropy methods

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3D Face Recognition using Euclidean Integral Invariants Signature

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On minimizing distortion and relative entropy

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Optimal cluster preserving embedding of nonmetric proximity data

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Feature space interpretation of SVMs with indefinite kernels

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Nonparametric supervised learning by linear interpolation with maximum entropy

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Regularization and Variable Selection Via the Elastic Net

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Modern Multidimensional Scaling: Theory and Applications

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Regression Shrinkage and Selection Via the Lasso

inferredcites →https://doi.org/10.1126/science.2983426openalex-snapshot

Rapid and Sensitive Protein Similarity Searches

inferredcites →https://doi.org/10.1145/1015330.1015443openalex-snapshot

Learning with non-positive kernels

inferredcites →https://doi.org/10.1145/1273496.1273514openalex-snapshot

Local similarity discriminant analysis

inferredcites →https://doi.org/10.1145/1273496.1273621openalex-snapshot

On learning with dissimilarity functions

inferredcites →https://doi.org/10.1145/1341531.1341538openalex-snapshot

Disorder inequality

inferredcites →https://doi.org/10.1145/1390156.1390174openalex-snapshot

Training SVM with indefinite kernels

inferredcites →https://doi.org/10.1145/7902.7906openalex-snapshot

Toward memory-based reasoning

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Support Vector Machines for Dyadic Data

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An SMO Algorithm for the Potential Support Vector Machine

inferredcites →https://doi.org/10.1184/r1/6606368openalex-snapshot

Improved Guarantees for Learning via Similarity Functions

inferredcites →https://doi.org/10.5555/299094openalex-snapshot

Advances in kernel methods: support vector learning

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A generalized kernel approach to dissimilarity-based classification

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Learning with Kernels

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A new land-cover match-based change detection for hyperspectral imagery

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Improving structure alignment-based prediction of SCOP families using Vorolign Kernels

inferred← citeshttps://doi.org/10.1093/jamia/ocac068openalex-snapshot

Evaluation of real-world referential and probabilistic patient matching to advance patient identification strategy

inferred← citeshttps://doi.org/10.1093/nar/gkz743openalex-snapshot

Machine learning-based chemical binding similarity using evolutionary relationships of target genes

inferred← citeshttps://doi.org/10.1101/2020.03.26.009142openalex-snapshot

Attentional Focus Modulates Automatic Finger-tapping Movements

inferred← citeshttps://doi.org/10.1101/2025.02.02.635055openalex-snapshot

Genetic-to-Chemical Perturbation Transfer Learning Through Unified Multimodal Molecular Representations

inferred← citeshttps://doi.org/10.1109/access.2018.2888575openalex-snapshot

Semi-Parametric Correction for Endogenous Truncation Bias with Vox Populi Based Participation Decision

inferred← citeshttps://doi.org/10.1109/access.2020.2979553openalex-snapshot

Possibilistic Similarity Measures for Data Science and Machine Learning Applications

inferred← citeshttps://doi.org/10.1109/access.2020.3016529openalex-snapshot

Time Adaptive Optimal Transport: A Framework of Time Series Similarity Measure

inferred← citeshttps://doi.org/10.1109/aiccsa47632.2019.9035248openalex-snapshot

Question to Question Similarity Analysis using Morphological, Syntactic, Semantic, and Lexical Features

inferred← citeshttps://doi.org/10.1109/avss.2013.6636643openalex-snapshot

Recognition of signed expressions observed by Kinect Sensor

inferred← citeshttps://doi.org/10.1109/bibm.2015.7359773openalex-snapshot

Classification with imbalance: A similarity-based method for predicting respiratory failure

inferred← citeshttps://doi.org/10.1109/bibm47256.2019.8982993openalex-snapshot

Indefinite Kernels in One-Class Support Vector Machine and its Application on Virtual Screening

inferred← citeshttps://doi.org/10.1109/btas.2012.6374596openalex-snapshot

Learning sparse kernel machines with biometric similarity functions for identity recognition

inferred← citeshttps://doi.org/10.1109/cip.2010.5604118openalex-snapshot

Bayesian and pairwise local similarity discriminant analysis

inferred← citeshttps://doi.org/10.1109/eit.2013.6632666openalex-snapshot

Image classification using weighted sparsity induced neighbors and label embeddings learning

inferred← citeshttps://doi.org/10.1109/fuzz-ieee.2012.6250814openalex-snapshot

Online equivalence learning through a Quasi-Newton method

inferred← citeshttps://doi.org/10.1109/fuzz48607.2020.9177845openalex-snapshot

Application of uncertainty-aware similarity measure to classification in medical diagnosis

inferred← citeshttps://doi.org/10.1109/hsi.2013.6577826openalex-snapshot

Polish sign language words recognition with Kinect

inferred← citeshttps://doi.org/10.1109/icb.2015.7139053openalex-snapshot

Sparse support faces

inferred← citeshttps://doi.org/10.1109/iccic.2014.7238566openalex-snapshot

Clustering sentences to discover events from multiple news articles using Buckshot and Fractionation

inferred← citeshttps://doi.org/10.1109/icdm.2009.114openalex-snapshot

Online and Batch Learning of Generalized Cosine Similarities

inferred← citeshttps://doi.org/10.1109/icdmw.2011.121openalex-snapshot

Mining Opinion Attributes from Texts Using Multiple Kernel Learning

inferred← citeshttps://doi.org/10.1109/icip.2010.5652822openalex-snapshot

Similarity-based image classification via kernelized sparse representation

inferred← citeshttps://doi.org/10.1109/icmla.2009.12openalex-snapshot

Regularizing the Local Similarity Discriminant Analysis Classifier

inferred← citeshttps://doi.org/10.1109/icmla.2010.34openalex-snapshot

Similarity Learning in Nearest Neighbor and Relief Algorithm

inferred← citeshttps://doi.org/10.1109/icpr.2014.668openalex-snapshot

Random Walk Kernel Applications to Classification Using Support Vector Machines

inferred← citeshttps://doi.org/10.1109/icspcc.2012.6335624openalex-snapshot

Multi-instance local exemplar comparisons for pedestrian detection

inferred← citeshttps://doi.org/10.1109/iecbes.2012.6498117openalex-snapshot

Efficient Chronic Disease Diagnosis prediction and recommendation system

inferred← citeshttps://doi.org/10.1109/ijcnn.2012.6252829openalex-snapshot

Learning similarity metric with SVM

inferred← citeshttps://doi.org/10.1109/ijcnn.2015.7280377openalex-snapshot

Incremental probabilistic classification vector machine with linear costs

inferred← citeshttps://doi.org/10.1109/ijcnn.2018.8489089openalex-snapshot

Non-Mercer Large Scale Multiclass Least Squares Minimal Complexity Machines

inferred← citeshttps://doi.org/10.1109/is.2010.5548339openalex-snapshot

Identifying user strategies in exploratory learning with evolving task modelling

inferred← citeshttps://doi.org/10.1109/isacv.2015.7106178openalex-snapshot

A gender classification approach based on 3D depth-radial curves and fuzzy similarity based classification

inferred← citeshttps://doi.org/10.1109/iske47853.2019.9170298openalex-snapshot

A Framework for a Large-Scale B2B Recommender System

inferred← citeshttps://doi.org/10.1109/ispa-bdcloud-socialcom-sustaincom59178.2023.00040openalex-snapshot

FedEntropy: Efficient Federated Learning for Non-IID Scenarios Using Maximum Entropy Judgment-based Client Selection

inferred← citeshttps://doi.org/10.1109/isspit.2015.7394402openalex-snapshot

Integration framework of Chronic Disease management system and a recommender system in the United Arab Emirates

inferred← citeshttps://doi.org/10.1109/kbei.2019.8735093openalex-snapshot

Challenges of Data Mining Classification Techniques in Mammograms

inferred← citeshttps://doi.org/10.1109/mdm55031.2022.00022openalex-snapshot

Scalable Analytics on Large Sequence Collections

inferred← citeshttps://doi.org/10.1109/mhs.2014.7006166openalex-snapshot

One double-stranded DNA probes as classifier of multi targeting strand

inferred← citeshttps://doi.org/10.1109/prni.2012.13openalex-snapshot

The Approximation of the Dissimilarity Projection

inferred← citeshttps://doi.org/10.1109/prni.2015.24openalex-snapshot

Tractography Mapping for Dissimilarity Space across Subjects

inferred← citeshttps://doi.org/10.1109/ritapp.2019.8932791openalex-snapshot

Object Detection for Similar Appearance Objects Based on Entropy

inferred← citeshttps://doi.org/10.1109/socpar.2010.5686633openalex-snapshot

Similarity learning in nearest neighbor, positive semi-definitiveness and RELIEF algorithm

inferred← citeshttps://doi.org/10.1109/sose.2018.00025openalex-snapshot

Intelligent Resource Scheduling at Scale: A Machine Learning Perspective

inferred← citeshttps://doi.org/10.1109/tcbb.2021.3081268openalex-snapshot

A Comprehensive Review of Computational Methods For Drug-Drug Interaction Detection

inferred← citeshttps://doi.org/10.1109/tfuzz.2011.2166079openalex-snapshot

A Relevance-Based Learning Model of Fuzzy Similarity Measures

inferred← citeshttps://doi.org/10.1109/tifs.2014.2350960openalex-snapshot

Biometric Recognition via Probabilistic Spatial Projection of Eye Movement Trajectories in Dynamic Visual Environments

inferred← citeshttps://doi.org/10.1109/tifs.2023.3333681openalex-snapshot

Similarity Distance Learning on SPD Manifold for Writer Independent Offline Signature Verification

inferred← citeshttps://doi.org/10.1109/tip.2013.2255303openalex-snapshot

Multiple-Kernel, Multiple-Instance Similarity Features for Efficient Visual Object Detection

inferred← citeshttps://doi.org/10.1109/tip.2018.2877337openalex-snapshot

Sparse Representation Over Learned Dictionaries on the Riemannian Manifold for Automated Grading of Nuclear Pleomorphism in Breast Cancer

inferred← citeshttps://doi.org/10.1109/tkde.2011.205openalex-snapshot

Clustering Sentence-Level Text Using a Novel Fuzzy Relational Clustering Algorithm

inferred← citeshttps://doi.org/10.1109/tkde.2015.2391109openalex-snapshot

A Similarity-Based Learning Algorithm Using Distance Transformation

inferred← citeshttps://doi.org/10.1109/tkde.2019.2937027openalex-snapshot

Tensor Multi-Elastic Kernel Self-Paced Learning for Time Series Clustering

inferred← citeshttps://doi.org/10.1109/tnnls.2014.2333876openalex-snapshot

On Recursive Edit Distance Kernels With Application to Time Series Classification

inferred← citeshttps://doi.org/10.1109/tnnls.2014.2387383openalex-snapshot

Sparse Coding on Symmetric Positive Definite Manifolds Using Bregman Divergences

inferred← citeshttps://doi.org/10.1109/tnnls.2015.2466686openalex-snapshot

Multicriteria Similarity-Based Anomaly Detection Using Pareto Depth Analysis

inferred← citeshttps://doi.org/10.1109/tnnls.2019.2939177openalex-snapshot

A Robust Distance Measure for Similarity-Based Classification on the SPD Manifold

inferred← citeshttps://doi.org/10.1109/tpami.2015.2477830openalex-snapshot

Learning SVM in Kreĭn Spaces

inferred← citeshttps://doi.org/10.1109/tsmcb.2012.2191953openalex-snapshot

Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms

inferred← citeshttps://doi.org/10.1109/tsmcc.2010.2103939openalex-snapshot

A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification

inferred← citeshttps://doi.org/10.1109/wacv.2012.6163005openalex-snapshot

Kernel analysis over Riemannian manifolds for visual recognition of actions, pedestrians and textures

inferred← citeshttps://doi.org/10.1109/wi-iat.2011.108openalex-snapshot

ImpactWheel: Visual Analysis of the Impact of Online News

inferred← citeshttps://doi.org/10.1111/lre.12204openalex-snapshot

Development of spatial similarity‐based modelling to improve integrated lake water quality management in Malaysia

inferred← citeshttps://doi.org/10.1115/1.4005593openalex-snapshot

An Approach to Predict Impact of Proposed Engineering Change Effect

inferred← citeshttps://doi.org/10.1117/12.2054227openalex-snapshot

Biometric recognition via fixation density maps

inferred← citeshttps://doi.org/10.1126/scitranslmed.3002557openalex-snapshot

Computationally Generated Cardiac Biomarkers for Risk Stratification After Acute Coronary Syndrome

inferred← citeshttps://doi.org/10.1137/1.9781611977042.14openalex-snapshot

Approximating 1-Wasserstein Distance between Persistence Diagrams by Graph Sparsification

inferred← citeshttps://doi.org/10.1142/s0129065712500219openalex-snapshot

LINEAR TIME RELATIONAL PROTOTYPE BASED LEARNING

inferred← citeshttps://doi.org/10.1145/1553374.1553393openalex-snapshot

Learning kernels from indefinite similarities

inferred← citeshttps://doi.org/10.1145/2824443openalex-snapshot

D elta C on

inferred← citeshttps://doi.org/10.1145/2882903.2882929openalex-snapshot

Holistic Influence Maximization

inferred← citeshttps://doi.org/10.1145/2912845.2912863openalex-snapshot

Sentiment Analysis using Word-Graphs

inferred← citeshttps://doi.org/10.1145/2996758.2996771openalex-snapshot

Secure Kernel Machines against Evasion Attacks

inferred← citeshttps://doi.org/10.1145/3277104.3277117openalex-snapshot

Cricket World Cup Predictions Using KNN Intelligent Bigdata Approach

inferred← citeshttps://doi.org/10.1145/3292500.3330923openalex-snapshot

Efficient Global String Kernel with Random Features

inferred← citeshttps://doi.org/10.1145/3318464.3384402openalex-snapshot

High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings

inferred← citeshttps://doi.org/10.1145/3318464.3389751openalex-snapshot

Data Series Progressive Similarity Search with Probabilistic Quality Guarantees

inferred← citeshttps://doi.org/10.1162/jocn_a_00189openalex-snapshot

What Makes Different People's Representations Alike: Neural Similarity Space Solves the Problem of Across-subject fMRI Decoding

inferred← citeshttps://doi.org/10.1162/neco_a_00012openalex-snapshot

Topographic Mapping of Large Dissimilarity Data Sets

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