Estimating the Support of a High-Dimensional Distribution

Authors:
Bernhard Schölkopf;John C. Platt;John C. Shawe-Taylor;Alex J. Smola;Robert C. Williamson
Affiliations:
Microsoft Research Ltd, Cambridge CB2 3NH, U.K.;Microsoft Research, Redmond, WA 98052, U.S.A;Royal Holloway, University of London, Egham, Surrey TW20 OEX, U.K.;Department of Engineering, Australian National University, Canberra 0200, Australia;Department of Engineering, Australian National University, Canberra 0200, Australia
Venue:
Neural Computation
Year:
2001

Citing 18
Cited 346

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MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
A cost-sensitive technique for positive-example learning supporting content-based product recommendations in B-to-C e-commerce

Decision Support Systems
Improving authentication accuracy of unfamiliar passwords with pauses and cues for keystroke dynamics-based authentication

WISI'06 Proceedings of the 2006 international conference on Intelligence and Security Informatics
Modeling user search behavior for masquerade detection

RAID'11 Proceedings of the 14th international conference on Recent Advances in Intrusion Detection
Comparing one-class classification algorithms for finding interesting resources in social bookmarking systems

RED'10 Proceedings of the Third international conference on Resource Discovery
A kernel two-sample test

The Journal of Machine Learning Research
On feature selection with principal component analysis for one-class SVM

Pattern Recognition Letters
Combining multiple classifiers to quantitatively rank the impact of abnormalities in flight data

Applied Soft Computing
Sequential change-point detection based on direct density-ratio estimation

Statistical Analysis and Data Mining
Similarity-based approach for positive and unlabelled learning

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Brain activation detection by neighborhood one-class SVM

Cognitive Systems Research
Automatic figure classification in bioscience literature

Journal of Biomedical Informatics
A review of optimization methodologies in support vector machines

Neurocomputing
Learning very fast decision tree from uncertain data streams with positive and unlabeled samples

Information Sciences: an International Journal
A comparison of one-class bag-of-words user behavior modeling techniques for masquerade detection

Security and Communication Networks
Content-based retrieval for heterogeneous domains: domain adaptation by relative aggregation points

SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Cluster-based one-class ensemble for classification problems in information retrieval

SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Machine learning for vessel trajectories using compression, alignments and domain knowledge

Expert Systems with Applications: An International Journal
Anomaly detection via coupled gaussian kernels

Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
On the pattern recognition and classification of stochastically episodic events

Transactions on Compuational Collective Intelligence VI
L1 norm based KPCA for novelty detection

Pattern Recognition
Reduced set density estimator for object segmentation based on shape probabilistic representation

Journal of Visual Communication and Image Representation
Detecting ECG abnormalities via transductive transfer learning

Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
GDTW-P-SVMs: Variable-length time series analysis using support vector machines

Neurocomputing
One-class support vector machines for personalized tag-based resource classification in social bookmarking systems

Concurrency and Computation: Practice & Experience
A twin-hypersphere support vector machine classifier and the fast learning algorithm

Information Sciences: an International Journal
Position regularized Support Vector Domain Description

Pattern Recognition
Automatic bearing fault diagnosis based on one-class ν-SVM

Computers and Industrial Engineering
A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS

Computers & Geosciences
An one-class classification approach to detecting porn image

Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Incremental face recognition: hybrid approach using short-term memory and long-term memory

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
Novelty detection using a new group outlier factor

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
A new random forest method for one-class classification

SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Fuzzy one-class classification model using contamination neighborhoods

Advances in Fuzzy Systems
Can your friends help you to find interesting multimedia content on web 2.0?

ADNTIIC'11 Proceedings of the Second international conference on Advances in New Technologies, Interactive Interfaces and Communicability
Data Field for Hierarchical Clustering

International Journal of Data Warehousing and Mining
Automatic Pitch Type Recognition System from Single-View Video Sequences of Baseball Broadcast Videos

International Journal of Multimedia Data Engineering & Management
Human gesture recognition system for TV viewing using time-of-flight camera

Multimedia Tools and Applications
Simultaneous Bayesian clustering and feature selection using RJMCMC-based learning of finite generalized Dirichlet mixture models

Signal Processing
Weighted spherical 1-mean with phase shift and its application in electrocardiogram discord detection

Artificial Intelligence in Medicine
A new set of features for a bimodal system based on on-line signature and speech

Digital Signal Processing
Social coordination assessment: distinguishing between shape and timing

MPRSS'12 Proceedings of the First international conference on Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction
ROS open-source audio recognizer: ROAR environmental sound detection tools for robot programming

Autonomous Robots
Distributed online outlier detection in wireless sensor networks using ellipsoidal support vector machine

Ad Hoc Networks
Evolving role definitions through permission invocation patterns

Proceedings of the 18th ACM symposium on Access control models and technologies
Change-point detection in time-series data by relative density-ratio estimation

Neural Networks
One-Class multiple instance learning and applications to target tracking

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

ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume Part I
Robust novelty detection in the framework of a contamination neighbourhood

International Journal of Intelligent Information and Database Systems
Robust novelty detection in the framework of a contamination neighbourhood

International Journal of Intelligent Information and Database Systems
A statistical framework for streaming graph analysis

Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Secure unlocking of mobile touch screen devices by simple gestures: you can see it but you can not do it

Proceedings of the 19th annual international conference on Mobile computing & networking
Enhancing one-class support vector machines for unsupervised anomaly detection

Proceedings of the ACM SIGKDD Workshop on Outlier Detection and Description
Pairwise support vector machines and their application to large scale problems

The Journal of Machine Learning Research
Security analysis of online centroid anomaly detection

The Journal of Machine Learning Research
Learning from data streams with only positive and unlabeled data

Journal of Intelligent Information Systems
Combining one-class classifiers via meta learning

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
An Ensemble Model for Mobile Device based Arrhythmia Detection

Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
Clustering-based anomaly detection in multi-view data

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Abnormal crowd behavior detection and localization using maximum sub-sequence search

Proceedings of the 4th ACM/IEEE international workshop on Analysis and retrieval of tracked events and motion in imagery stream
Toward supervised anomaly detection

Journal of Artificial Intelligence Research
One class random forests

Pattern Recognition
One-class classification with Gaussian processes

Pattern Recognition
A close look on n-grams in intrusion detection: anomaly detection vs. classification

Proceedings of the 2013 ACM workshop on Artificial intelligence and security
Parallel support vector data description

IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Antinoise texture retrieval based on PCNN and one-class SVM

IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Enhanced pose normalization and matching of non-rigid objects based on support vector machine modelling

Pattern Recognition
One-class conditional random fields for sequential anomaly detection

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Accelerated robust point cloud registration in natural environments through positive and unlabeled learning

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
User identification using raw sensor data from typing on interactive displays

Proceedings of the 19th international conference on Intelligent User Interfaces
Support vector regression for anomaly detection from measurement histories

Advanced Engineering Informatics
A novel hybrid intrusion detection method integrating anomaly detection with misuse detection

Expert Systems with Applications: An International Journal
Geometrical and computational aspects of Spectral Support Estimation for novelty detection

Pattern Recognition Letters
Residual-based fault detection using soft computing techniques for condition monitoring at rolling mills

Information Sciences: an International Journal
1-norm support vector novelty detection and its sparseness

Neural Networks
Transfer learning with one-class data

Pattern Recognition Letters
A bagging SVM to learn from positive and unlabeled examples

Pattern Recognition Letters
A computer vision framework for finger-tapping evaluation in Parkinson's disease

Artificial Intelligence in Medicine
Open set source camera attribution and device linking

Pattern Recognition Letters
A Fast Multiclass Classification Algorithm Based on Cooperative Clustering

Neural Processing Letters
Multi-task learning with one-class SVM

Neurocomputing
Learning a taxonomy of predefined and discovered activity patterns

Journal of Ambient Intelligence and Smart Environments
Online detection of abnormal events in video streams

Journal of Electrical and Computer Engineering

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Abstract

Suppose you are given some data set drawn from an underlying probability distribution P and you want to estimate a "simple" subset S of input space such that the probability that a test point drawn from P lies outside of S equals some a priori specified value between 0 and 1. We propose a method to approach this problem by trying to estimate a function f that is positive on S and negative on the complement. The functional form of f is given by a kernel expansion in terms of a potentially small subset of the training data; it is regularized by controlling the length of the weight vector in an associated feature space. The expansion coefficients are found by solving a quadratic programming problem, which we do by carrying out sequential optimization over pairs of input patterns. We also provide a theoretical analysis of the statistical performance of our algorithm. The algorithm is a natural extension of the support vector algorithm to the case of unlabeled data.