Pole-assignment robustness in a specified disk
Systems & Control Letters
A probabilistic resource allocating network for novelty detection
Neural Computation
A study of retrospective and on-line event detection
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
A re-examination of text categorization methods
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
On-line unsupervised outlier detection using finite mixtures with discounting learning algorithms
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Two-phase clustering process for outliers detection
Pattern Recognition Letters
Artificial Intelligence in Design '00
Artificial Intelligence in Design '00
Open Systems & Information Dynamics
Using Artificial Anomalies to Detect Unknown and Known Network Intrusions
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Outlier Detection Using Classifier Instability
SSPR '98/SPR '98 Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
Distance-based outliers: algorithms and applications
The VLDB Journal — The International Journal on Very Large Data Bases
Topic-conditioned novelty detection
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Parzen-Window Network Intrusion Detectors
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 4 - Volume 4
Neural Networks for Novelty Detection in Airframe Strain Data
IJCNN '00 Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 6 - Volume 6
MMBIA '01 Proceedings of the IEEE Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA'01)
Self-Nonself Discrimination in a Computer
SP '94 Proceedings of the 1994 IEEE Symposium on Security and Privacy
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
An Approach to Novelty Detection Applied to the Classification of Image Regions
IEEE Transactions on Knowledge and Data Engineering
Proceedings of the 2002 Congress on Evolutionary Computation. CEC'02 (Cat. No.02TH8600)
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
Anomaly detection in multidimensional data using negative selection algorithm
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
Modeling text with generalizable Gaussian mixtures
ICASSP '00 Proceedings of the Acoustics, Speech, and Signal Processing, 2000. on IEEE International Conference - Volume 06
A System for the Analysis of Jet Engine Vibration Data
Integrated Computer-Aided Engineering
A novelty detection approach to classification
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
To reject or not to reject: that is the question-an answer in caseof neural classifiers
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Network intrusion and fault detection: a statistical anomaly approach
IEEE Communications Magazine
EvIdentTM: a functional magnetic resonance image analysis system
Artificial Intelligence in Medicine
A method for improving classification reliability of multilayer perceptrons
IEEE Transactions on Neural Networks
Symbolic dynamic analysis of complex systems for anomaly detection
Signal Processing
Feature bagging for outlier detection
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
A Neural Network-Based Novelty Detector for Image Sequence Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Application of LVQ to novelty detection using outlier training data
Pattern Recognition Letters
Kernel PCA for novelty detection
Pattern Recognition
Unknown word sense detection as outlier detection
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Focusing on non-respondents: Response modeling with novelty detectors
Expert Systems with Applications: An International Journal
OLINDDA: a cluster-based approach for detecting novelty and concept drift in data streams
Proceedings of the 2007 ACM symposium on Applied computing
A self-organizing neural network for detecting novelties
Proceedings of the 2007 ACM symposium on Applied computing
Proceedings of the 2007 ACM symposium on Applied computing
The Journal of Machine Learning Research
IEEE Transactions on Knowledge and Data Engineering
Real-time Automated Visual Inspection using Mobile Robots
Journal of Intelligent and Robotic Systems
Anomaly detection in a mobile communication network
Computational & Mathematical Organization Theory
Failure Detection in Large-Scale Internet Services by Principal Subspace Mapping
IEEE Transactions on Knowledge and Data Engineering
Probabilistic graphical models and their role in databases
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
IEEE Transactions on Knowledge and Data Engineering
Supporting diagnosis of attention-deficit hyperactive disorder with novelty detection
Artificial Intelligence in Medicine
Evolving a dynamic predictive coding mechanism for novelty detection
Knowledge-Based Systems
Proceedings of the 2008 ACM symposium on Applied computing
CURIO: a fast outlier and outlier cluster detection algorithm for large datasets
AIDM '07 Proceedings of the 2nd international workshop on Integrating artificial intelligence and data mining - Volume 84
Known Unknowns: Novelty Detection in Condition Monitoring
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
Case-Based Reasoning and the Statistical Challenges
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Open problems in the security of learning
Proceedings of the 1st ACM workshop on Workshop on AISec
Expert Systems with Applications: An International Journal
Outlier identification and market segmentation using kernel-based clustering techniques
Expert Systems with Applications: An International Journal
Outlier detection and evaluation by network flow
International Journal of Computer Applications in Technology
An extended energy detector for non-Gaussian and non-independent noise
Signal Processing
An evaluation of dimension reduction techniques for one-class classification
Artificial Intelligence Review
Concepts for novelty detection and handling based on a case-based reasoning process scheme
Engineering Applications of Artificial Intelligence
Fabric defect detection based on multiple fractal features and support vector data description
Engineering Applications of Artificial Intelligence
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
Expert Systems with Applications: An International Journal
ACM Computing Surveys (CSUR)
Novelty detection with application to data streams
Intelligent Data Analysis - Knowledge Discovery from Data Streams
Relational Frequent Patterns Mining for Novelty Detection from Data Streams
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
HMM-Based Defect Localization in Wire Ropes --- A New Approach to Unusual Subsequence Recognition
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Integrating Novel Class Detection with Classification for Concept-Drifting Data Streams
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Unsupervised anomaly detection
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Robust speech recognition by integrating speech separation and hypothesis testing
Speech Communication
Elliptical anomalies in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
SVDD regularized with area under the ROC
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Information theoretic novelty detection
Pattern Recognition
Domain-guided novelty detection for autonomous exploration
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Hierarchical Architecture with Modular Network SOM and Modular Reinforcement Learning
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Detection of Unusual Objects and Temporal Patterns in EEG Video Recordings
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Autonomous Mapping Using a Flexible Region Map for Novelty Detection
ICIRA '09 Proceedings of the 2nd International Conference on Intelligent Robotics and Applications
A higher order collective classifier for detecting andclassifying network events
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Combining SOM and local minimum enclosing spheres for novelty detection
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
DCOSS'07 Proceedings of the 3rd IEEE international conference on Distributed computing in sensor systems
Concepts for novelty detection and handling based on a case-based reasoning process scheme
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
Proceedings of the 2010 ACM Symposium on Applied Computing
A novel immune inspired approach to fault detection
ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
Towards a novel immune inspired approach to temporal anomaly detection
ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
Towards a computational model of creative societies using curious design agents
ESAW'06 Proceedings of the 7th international conference on Engineering societies in the agents world VII
A comparison of one-class classifiers for novelty detection in forensic case data
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Detecting concept drift using statistical testing
DS'07 Proceedings of the 10th international conference on Discovery science
Outlier detection via localized p-value estimation
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
On community outliers and their efficient detection in information networks
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Apply robust segmentation to the service industry using kernel induced fuzzy clustering techniques
Expert Systems with Applications: An International Journal
Fast support vector data descriptions for novelty detection
IEEE Transactions on Neural Networks
A Computable Plug-In Estimator of Minimum Volume Sets for Novelty Detection
Operations Research
Fuzzy multivariable Gaussian evolving approach for fault detection and diagnosis
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
Adaptive methods for classification in arbitrarily imbalanced and drifting data streams
PAKDD'09 Proceedings of the 13th Pacific-Asia international conference on Knowledge discovery and data mining: new frontiers in applied data mining
Visualization of changes in process dynamics using self-organizing maps
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Mining Medical Administrative Data --The PKB Suite
Proceedings of the 2010 conference on Data Mining for Business Applications
MICAI'10 Proceedings of the 9th Mexican international conference on Artificial intelligence conference on Advances in soft computing: Part II
Expert Systems with Applications: An International Journal
Atypicity detection in data streams: A self-adjusting approach
Intelligent Data Analysis - Ubiquitous Knowledge Discovery
Feature extraction for novelty detection as applied to fault detection in machinery
Pattern Recognition Letters
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
lp-Norm Multiple Kernel Learning
The Journal of Machine Learning Research
Combining structure and appearance for anomaly detection in wire ropes
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
New drift detection method for data streams
ICAIS'11 Proceedings of the Second international conference on Adaptive and intelligent systems
Novelty detection using graphical models for semantic room classification
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
Novelty detection for the inspection of light-emitting diodes
Expert Systems with Applications: An International Journal
Theoretical basis of novelty detection in time series using negative selection algorithms
ICARIS'06 Proceedings of the 5th international conference on Artificial Immune Systems
SOM-based novelty detection using novel data
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Monitoring industrial processes with SOM-based dissimilarity maps
Expert Systems with Applications: An International Journal
Anomaly internet network traffic detection by kernel principle component classifier
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part III
On-line multi-stage sorting algorithm for agriculture products
Pattern Recognition
Techniques for knowledge acquisition in dynamically changing environments
ACM Transactions on Autonomous and Adaptive Systems (TAAS) - Special section on formal methods in pervasive computing, pervasive adaptation, and self-adaptive systems: Models and algorithms
On-line adaptive clustering for process monitoring and fault detection
Expert Systems with Applications: An International Journal
Anomalistic sequence detection
International Journal of Intelligent Information and Database Systems
Learning from others: Exchange of classification rules in intelligent distributed systems
Artificial Intelligence
Novelty detection in wildlife scenes through semantic context modelling
Pattern Recognition
Sequential change-point detection based on direct density-ratio estimation
Statistical Analysis and Data Mining
Event-based classification of social media streams
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
An automated vision based on-line novel percept detection method for a mobile robot
Robotics and Autonomous Systems
A survey on unsupervised outlier detection in high-dimensional numerical data
Statistical Analysis and Data Mining
Adaptive fault detection and diagnosis using an evolving fuzzy classifier
Information Sciences: an International Journal
Drift detection and characterization for fault diagnosis and prognosis of dynamical systems
SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management
A study of anomaly detection in data from urban sensor networks
MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
Novelty detection using a new group outlier factor
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Outlier detection for patient monitoring and alerting
Journal of Biomedical Informatics
Fractal analogies for general intelligence
AGI'12 Proceedings of the 5th international conference on Artificial General Intelligence
Managing information disparity in multilingual document collections
ACM Transactions on Speech and Language Processing (TSLP)
Enhanced anomaly detection in wire ropes by combining structure and appearance
Pattern Recognition Letters
Novelty detection algorithm for data streams multi-class problems
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Event identification for local areas using social media streaming data
Proceedings of the ACM SIGMOD Workshop on Databases and Social Networks
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
An online system with end-user services: mining novelty concepts from tv broadcast subtitles
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
An adaptive ensemble classifier for mining concept drifting data streams
Expert Systems with Applications: An International Journal
Systematic construction of anomaly detection benchmarks from real data
Proceedings of the ACM SIGKDD Workshop on Outlier Detection and Description
Security analysis of online centroid anomaly detection
The Journal of Machine Learning Research
Toward supervised anomaly detection
Journal of Artificial Intelligence Research
Pattern Recognition
Expert Systems with Applications: An International Journal
A survey on concept drift adaptation
ACM Computing Surveys (CSUR)
Robotics and Autonomous Systems
A survey of multiple classifier systems as hybrid systems
Information Fusion
Exploring customer specific KPI selection strategies for an adaptive time critical user interface
Proceedings of the 19th international conference on Intelligent User Interfaces
Journal of Computational and Applied Mathematics
Geometrical and computational aspects of Spectral Support Estimation for novelty detection
Pattern Recognition Letters
1-norm support vector novelty detection and its sparseness
Neural Networks
Hyperspherical cluster based distributed anomaly detection in wireless sensor networks
Journal of Parallel and Distributed Computing
A plug-in approach to neyman-pearson classification
The Journal of Machine Learning Research
Neighbors' distribution property and sample reduction for support vector machines
Applied Soft Computing
Hybrid model of clustering and kernel autoassociator for reliable vehicle type classification
Machine Vision and Applications
Review: A review of novelty detection
Signal Processing
Authorship attribution as a case of anomaly detection: A neural network model
International Journal of Hybrid Intelligent Systems
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Novelty detection is the identification of new or unknown data or signal that a machine learning system is not aware of during training. Novelty detection is one of the fundamental requirements of a good classification or identification system since sometimes the test data contains information about objects that were not known at the time of training the model. In this paper we provide state-of-the-art review in the area of novelty detection based on statistical approaches. The second part paper details novelty detection using neural networks. As discussed, there are a multitude of applications where novelty detection is extremely important including signal processing, computer vision, pattern recognition, data mining, and robotics.