Exploiting generative models in discriminative classifiers

Hybrid Poisson process

Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining

Analyzing the effectiveness and applicability of co-training

Proceedings of the ninth international conference on Information and knowledge management

Gene functional classification from heterogeneous data

RECOMB '01 Proceedings of the fifth annual international conference on Computational biology

Training Invariant Support Vector Machines

Machine Learning

A Probabilistic Framework for the Hierarchic Organisation and Classification of Document Collections

Journal of Intelligent Information Systems

Clustering based on conditional distributions in an auxiliary space

Neural Computation

A new discriminative kernel from probabilistic models

Neural Computation

A Hierarchical Model for Clustering and Categorising Documents

Proceedings of the 24th BCS-IRSG European Colloquium on IR Research: Advances in Information Retrieval

A Kernel Approach for Learning from almost Orthogonal Patterns

ECML '02 Proceedings of the 13th European Conference on Machine Learning

Support Vector Machines for Polycategorical Classification

ECML '02 Proceedings of the 13th European Conference on Machine Learning

A Kernel Approach for Learning from Almost Orthogonal Patterns

PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery

Data Visualization and Analysis with Self-Organizing Maps in Learning Metrics

DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery

The Leave-One-Out Kernel

ICANN '02 Proceedings of the International Conference on Artificial Neural Networks

New Methods for Splice Site Recognition

ICANN '02 Proceedings of the International Conference on Artificial Neural Networks

Mixtures of Probabilistic PCAs and Fisher Kernels for Word and Document Modeling

ICANN '02 Proceedings of the International Conference on Artificial Neural Networks

Close-Class-Set Discrimination Method for Recognition of Stop_Consonant-Vowel Utterances Using Support Vector Machines

ICANN '01 Proceedings of the International Conference on Artificial Neural Networks

Clustering by Similarity in an Auxiliary Space

IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents

Intrusion Detection with Support Vector Machines and Generative Models

ISC '02 Proceedings of the 5th International Conference on Information Security

Text categorization by boosting automatically extracted concepts

Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval

Bayesian kernel methods

Advanced lectures on machine learning

Efficient svm training using low-rank kernel representations

The Journal of Machine Learning Research

Discriminant Analysis of Stochastic Models and Its Application to Face Recognition

AMFG '03 Proceedings of the IEEE International Workshop on Analysis and Modeling of Faces and Gestures

Generative model-based clustering of directional data

Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining

Multi-camera spatio-temporal fusion and biased sequence-data learning for security surveillance

MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia

A survey of kernels for structured data

ACM SIGKDD Explorations Newsletter

A unified framework for model-based clustering

The Journal of Machine Learning Research

Asymptotic properties of the Fisher kernel

Neural Computation

Leave One Out Error, Stability, and Generalization of Voting Combinations of Classifiers

Machine Learning

Machine learning in low-level microarray analysis

ACM SIGKDD Explorations Newsletter

Combination of Fisher scores and appearance based features for face recognition

WBMA '03 Proceedings of the 2003 ACM SIGMM workshop on Biometrics methods and applications

Decentralized detection and classification using kernel methods

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Probability Product Kernels

The Journal of Machine Learning Research

Credit rating analysis with support vector machines and neural networks: a market comparative study

Decision Support Systems - Special issue: Data mining for financial decision making

Diffusion Kernels on Statistical Manifolds

The Journal of Machine Learning Research

A Probabilistic Model for Mining Labeled Ordered Trees: Capturing Patterns in Carbohydrate Sugar Chains

IEEE Transactions on Knowledge and Data Engineering

Efficient support vector classifiers for named entity recognition

COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1

Memory-Based Learning of morphology with stochastic transducers

ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics

Text classification with kernels on the multinomial manifold

Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval

Wide coverage natural language processing using kernel methods and neural networks for structured data

Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition

Improved learning of Riemannian metrics for exploratory analysis

Neural Networks - 2004 Special issue: New developments in self-organizing systems

Combining labelled and unlabelled data: a case study on fisher kernels and transductive inference for biological entity recognition

COLING-02 proceedings of the 6th conference on Natural language learning - Volume 20

Spikernels: Predicting Arm Movements by Embedding Population Spike Rate Patterns in Inner-Product Spaces

Neural Computation

Generalized Discriminant Analysis Using a Kernel Approach

Neural Computation

From Hopfield nets to recursive networks to graph machines: numerical machine learning for structured data

Theoretical Computer Science

From Sample Similarity to Ensemble Similarity: Probabilistic Distance Measures in Reproducing Kernel Hilbert Space

IEEE Transactions on Pattern Analysis and Machine Intelligence

A probabilistic model for text kernels

ICML '06 Proceedings of the 23rd international conference on Machine learning

Text mining for product attribute extraction

ACM SIGKDD Explorations Newsletter

Invariances in kernel methods: From samples to objects

Pattern Recognition Letters

Quantization-based probabilistic feature modeling for kernel design in content-based image retrieval

MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval

3DString: a feature string kernel for 3D object classification on voxelized data

CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management

A geometric view on bilingual lexicon extraction from comparable corpora

ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics

Ginisupport vector machines for segmental minimum Bayes risk decoding of continuous speech

Computer Speech and Language

A kernel trick for sequences applied to text-independent speaker verification systems

Pattern Recognition

Discriminative learning can succeed where generative learning fails

Information Processing Letters

The Pyramid Match Kernel: Efficient Learning with Sets of Features

The Journal of Machine Learning Research

Self-taught learning: transfer learning from unlabeled data

Proceedings of the 24th international conference on Machine learning

Acoustic Modelling Using Continuous Rational Kernels

Journal of VLSI Signal Processing Systems

A comparative study of Minimax Probability Machine-based approaches for face recognition

Pattern Recognition Letters

Bayes and empirical Bayes semi-blind deconvolution using eigenfunctions of a prior covariance

Automatica (Journal of IFAC)

Hybrid Generative-Discriminative Visual Categorization

International Journal of Computer Vision

Document image analysis for digital libraries

Proceedings of the 2006 international workshop on Research issues in digital libraries

A theory of learning with similarity functions

Machine Learning

Multi-stream Fusion for Speaker Classification

Speaker Classification I

Generative Kernels for Gene Function Prediction Through Probabilistic Tree Models of Evolution

WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory

A Subspace Method Based on Data Generation Model with Class Information

Neural Information Processing

Kernel-Based Text Classification on Statistical Manifold

ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks

Modeling adaptive kernels from probabilistic phylogenetic trees

Artificial Intelligence in Medicine

On the properties of von Neumann kernels for link analysis

Machine Learning

Constrained Fisher Scores Derived from Interaction Profile Hidden Markov Models Improve Protein to Protein Interaction Prediction

BICoB '09 Proceedings of the 1st International Conference on Bioinformatics and Computational Biology

Route kernels for trees

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Component-based discriminative classification for hidden Markov models

Pattern Recognition

An Inductive Logic Programming Approach to Statistical Relational Learning

Proceedings of the 2005 conference on An Inductive Logic Programming Approach to Statistical Relational Learning

A study on integrating acoustic-phonetic information into lattice rescoring for automatic speech recognition

Speech Communication

Learning mixture models with support vector machines for sequence classification and segmentation

Pattern Recognition

Integrating prior domain knowledge into discriminative learning using automatic model construction and phantom examples

Pattern Recognition

A discrete mixture-based kernel for SVMs: Application to spam and image categorization

Information Processing and Management: an International Journal

A hybrid generative/discriminative framework to train a semantic parser from an un-annotated corpus

COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1

Robust Word Similarity Estimation Using Perturbation Kernels

ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory

Clustering-Based Construction of Hidden Markov Models for Generative Kernels

EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition

PLSI: The True Fisher Kernel and beyond

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I

A New Generative Feature Set Based on Entropy Distance for Discriminative Classification

ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing

Parametric kernels for sequence data analysis

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

A hybrid discriminative/generative approach for modeling human activities

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence

A procedure of adaptive kernel combination with kernel-target alignment for object classification

Proceedings of the ACM International Conference on Image and Video Retrieval

Speech recognition using augmented conditional random fields

IEEE Transactions on Audio, Speech, and Language Processing

Learning Deep Architectures for AI

Foundations and Trends® in Machine Learning

Exponential family hybrid semi-supervised learning

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence

Abnormal activity recognition based on HDP-HMM models

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence

Structured prediction by joint kernel support estimation

Machine Learning

Using mobile phones to determine transportation modes

ACM Transactions on Sensor Networks (TOSN)

Features and Metric from a Classifier Improve Visualizations with Dimension Reduction

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II

Kernel Optimization Using a Generalized Eigenvalue Approach

PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence

A new approach for spoken language identification based on sequence kernel SVMs

DSP'09 Proceedings of the 16th international conference on Digital Signal Processing

Identifying the potential for failure of businesses in the technology, pharmaceutical and banking sectors using kernel-based machine learning methods

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

Predicting system collapse: two theoretical models

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

Using heavy-tailed distributions to stress-test kernel methods for segregating the firms that are likely to survive

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

Learning Visual Object Categories for Robot Affordance Prediction

International Journal of Robotics Research

A multi-class classification strategy for Fisher scores: Application to signer independent sign language recognition

Pattern Recognition

Kernel extrapolation

Neurocomputing

Face recognition based on multi-class mapping of Fisher scores

Pattern Recognition

Conversion of categorical variables into numerical variables via Bayesian network classifiers for binary classifications

Computational Statistics & Data Analysis

Advancing the state of the art in computational gene prediction

KDECB'06 Proceedings of the 1st international conference on Knowledge discovery and emergent complexity in bioinformatics

Group-induced vector spaces

MCS'07 Proceedings of the 7th international conference on Multiple classifier systems

How good is a kernel when used as a similarity measure?

COLT'07 Proceedings of the 20th annual conference on Learning theory

Discriminative classifiers with adaptive kernels for noise robust speech recognition

Computer Speech and Language

Discriminative training of HMMs for automatic speech recognition: A survey

Computer Speech and Language

Discriminative temporal smoothing for activity recognition from wearable sensors

UCS'07 Proceedings of the 4th international conference on Ubiquitous computing systems

Best-match method used in co-training algorithm

PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining

Learning with kernels and logical representations

Probabilistic inductive logic programming

Support vector machine based speaker identification systems using GMM parameters

Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers

Discrete visual features modeling via leave-one-out likelihood estimation and applications

Journal of Visual Communication and Image Representation

Online signature verification with support vector machines based on LCSS kernel functions

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis

Penalized logistic regression with HMM log-likelihood regressors for speech recognition

IEEE Transactions on Audio, Speech, and Language Processing

A grouped ranking model for item preference parameter

Neural Computation

Information theoretical Kernels for generative embeddings based on hidden Markov models

SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition

A generative score space for statistical dialog characterization in social signalling

SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition

Biologically-aware latent dirichlet allocation (BaLDA) for the classification of expression microarray

PRIB'10 Proceedings of the 5th IAPR international conference on Pattern recognition in bioinformatics

Improving the fisher kernel for large-scale image classification

ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV

Effective dimension in anomaly detection: its application to computer systems

JSAI'03/JSAI04 Proceedings of the 2003 and 2004 international conference on New frontiers in artificial intelligence

Clifford support vector machines for classification, regression, and recurrence

IEEE Transactions on Neural Networks

Learning moods and emotions from color combinations

Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing

Bayesian hybrid generative discriminative learning based on finite Liouville mixture models

Pattern Recognition

Hessian matrix distribution for Bayesian policy gradient reinforcement learning

Information Sciences: an International Journal

Generative modeling and classification of dialogs by a low-level turn-taking feature

Pattern Recognition

Nonparametric estimation of fisher vectors to aggregate image descriptors

ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems

An Efficient Approach to Semantic Segmentation

International Journal of Computer Vision

Hybrid generative-discriminative nucleus classification of renal cell carcinoma

SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition

Application of semantic kernels to literature-based gene function annotation

DS'11 Proceedings of the 14th international conference on Discovery science

Efficient multi-modal retrieval in conceptual space

MM '11 Proceedings of the 19th ACM international conference on Multimedia

A fast MAP adaptation technique for gmm-supervector-based video semantic indexing systems

MM '11 Proceedings of the 19th ACM international conference on Multimedia

Feature selection and dualities in maximum entropy discrimination

UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence

Renal cancer cell classification using generative embeddings and information theoretic kernels

PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics

A comparison on score spaces for expression microarray data classification

PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics

An application of support vector machines for customer churn analysis: credit card case

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II

Exploring multiple communities with kernel-based link analysis

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases

Fisher kernels for relational data

ECML'06 Proceedings of the 17th European conference on Machine Learning

Revisiting fisher kernels for document similarities

ECML'06 Proceedings of the 17th European conference on Machine Learning

Optimal clustering-based ART1 classification in bioinformatics: g-protein coupled receptors classification

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I

A practical approach to recognizing physical activities

PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing

Discriminative learning can succeed where generative learning fails

COLT'06 Proceedings of the 19th annual conference on Learning Theory

A comparative study on the use of labeled and unlabeled data for large margin classifiers

IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing

Application of semi-supervised learning to evaluative expression classification

CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing

Nonparametric fisher kernel using fuzzy clustering

KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II

A kernel between unordered sets of data: the Gaussian mixture approach

ECML'05 Proceedings of the 16th European conference on Machine Learning

Speaker identification using the VQ-Based discriminative kernels

AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication

A framework for incorporating class priors into discriminative classification

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Classification of chromosome sequences with entropy kernel and LKPLS algorithm

ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I

Speaker identification and verification using support vector machines and sparse kernel logistic regression

IWICPAS'06 Proceedings of the 2006 Advances in Machine Vision, Image Processing, and Pattern Analysis international conference on Intelligent Computing in Pattern Analysis/Synthesis

Recognizing two handed gestures with generative, discriminative and ensemble methods via fisher kernels

MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security

Object-based activity recognition with heterogeneous sensors on wrist

Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing

Discriminative vs. generative classifiers for cost sensitive learning

AI'06 Proceedings of the 19th international conference on Advances in Artificial Intelligence: Canadian Society for Computational Studies of Intelligence

Deriving TF-IDF as a fisher kernel

SPIRE'05 Proceedings of the 12th international conference on String Processing and Information Retrieval

Constructing the discriminative kernels using GMM for text-independent speaker identification

IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication

Integrating Generative and Discriminative Character-Based Models for Chinese Word Segmentation

ACM Transactions on Asian Language Information Processing (TALIP)

A hidden Markov model variant for sequence classification

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two

Hamming embedding similarity-based image classification

Proceedings of the 2nd ACM International Conference on Multimedia Retrieval

The research on Fisher-RBF data fusion model of network security detection

ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II

SAPSM: Smart adaptive 802.11 PSM for smartphones

Proceedings of the 2012 ACM Conference on Ubiquitous Computing

Combining information theoretic kernels with generative embeddings for classification

Neurocomputing

Deriving kernels from generalized Dirichlet mixture models and applications

Information Processing and Management: an International Journal

A hybrid generative/discriminative method for semi-supervised classification

Knowledge-Based Systems

Local higher-order statistics (LHS) for texture categorization and facial analysis

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII

Efficient graph kernels by randomization

ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I

A generative multiset kernel for structured data

ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I

Learning sequence neighbourhood metrics

ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I

X-Class: Associative Classification of XML Documents by Structure

ACM Transactions on Information Systems (TOIS)

Sparse discriminative Fisher vectors in visual classification

Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing

Writer identification in handwritten musical scores with bags of notes

Pattern Recognition

Pooling in image representation: The visual codeword point of view

Computer Vision and Image Understanding

On online high-dimensional spherical data clustering and feature selection

Engineering Applications of Artificial Intelligence

Signature matching distance for content-based image retrieval

Proceedings of the 3rd ACM conference on International conference on multimedia retrieval

Fisher kernel based relevance feedback for multimodal video retrieval

Proceedings of the 3rd ACM conference on International conference on multimedia retrieval

VISOR: towards on-the-fly large-scale object category retrieval

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II

A comparative study of encoding, pooling and normalization methods for action recognition

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III

A principled approach to network-based classification and data representation

Neurocomputing

Density-based logistic regression

Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining

Textual Similarity with a Bag-of-Embedded-Words Model

Proceedings of the 2013 Conference on the Theory of Information Retrieval

Time matters!: capturing variation in time in video using fisher kernels

Proceedings of the 21st ACM international conference on Multimedia

Multiple Kernel Learning with Fisher Kernels for High Frequency Currency Prediction

Computational Economics

Activity recognition with hand-worn magnetic sensors

Personal and Ubiquitous Computing

q-Gaussian mixture models for image and video semantic indexing

Journal of Visual Communication and Image Representation

Evaluating multimedia features and fusion for example-based event detection

Machine Vision and Applications

Image Classification with the Fisher Vector: Theory and Practice

International Journal of Computer Vision