Algorithms for Mining Distance-Based Outliers in Large Datasets

A framework for measuring changes in data characteristics

PODS '99 Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems

Scalable algorithms for mining large databases

KDD '99 Tutorial notes of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining

Data mining and the Web: past, present and future

Proceedings of the 2nd international workshop on Web information and data management

LOF: identifying density-based local outliers

SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data

Efficient algorithms for mining outliers from large data sets

SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data

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

Multidimensional Index Structures in Relational Databases

Journal of Intelligent Information Systems - Data warehousing and knowledge discovery

High performance clustering based on the similarity join

Proceedings of the ninth international conference on Information and knowledge management

Outlier detection for high dimensional data

SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data

Epsilon grid order: an algorithm for the similarity join on massive high-dimensional data

SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data

Outlier finding: focusing user attention on possible errors

Proceedings of the 14th annual ACM symposium on User interface software and technology

Robust space transformations for distance-based operations

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

Mining top-n local outliers in large databases

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

Detecting graph-based spatial outliers: algorithms and applications (a summary of results)

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

Discovering outlier filtering rules from unlabeled data: combining a supervised learner with an unsupervised learner

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

Parallel Mining of Outliers in Large Database

Distributed and Parallel Databases

Findout: finding outliers in very large datasets

Knowledge and Information Systems

Text Mining at Detail Level Using Conceptual Graphs

ICCS '02 Proceedings of the 10th International Conference on Conceptual Structures: Integration and Interfaces

Motion Mining

MDIC '01 Proceedings of the Second International Workshop on Multimedia Databases and Image Communication

Unified Algorithm for Undirected Discovery of Execption Rules

PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery

Fast Outlier Detection in High Dimensional Spaces

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

Finding Intensional Knowledge of Distance-Based Outliers

VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases

Outlier Detection Integrating Semantic Knowledge

WAIM '02 Proceedings of the Third International Conference on Advances in Web-Age Information Management

Determining the Convex Hull in Large Multidimensional Databases

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

Outlier Detection Using Replicator Neural Networks

DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery

Data Squashing for Speeding Up Boosting-Based Outlier Detection

ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems

Detecting Deviations in Text Collections: An Approach Using Conceptual Graphs

MICAI '02 Proceedings of the Second Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence

Enhancing Effectiveness of Outlier Detections for Low Density Patterns

PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Declustering Spatial Objects by Clustering for Parallel Disks

DEXA '01 Proceedings of the 12th International Conference on Database and Expert Systems Applications

Mining Deviants in a Time Series Database

VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases

Distance-based outliers: algorithms and applications

The VLDB Journal — The International Journal on Very Large Data Bases

Discovering cluster-based local outliers

Pattern Recognition Letters

A unifying framework for detecting outliers and change points from non-stationary time series data

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

Multimedia applications

Handbook of data mining and knowledge discovery

TSA-Tree: A Wavelet-Based Approach to Improve the Efficiency of Multi-Level Surprise and Trend Queries on Time-Series Data

SSDBM '00 Proceedings of the 12th International Conference on Scientific and Statistical Database Management

Outlier Detection Algorithms in Data Mining Systems

Programming and Computing Software

Efficient Biased Sampling for Approximate Clustering and Outlier Detection in Large Data Sets

IEEE Transactions on Knowledge and Data Engineering

Algorithms for Spatial Outlier Detection

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining

Unsupervised Link Discovery in Multi-relational Data via Rarity Analysis

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining

Detecting region outliers in meteorological data

GIS '03 Proceedings of the 11th ACM international symposium on Advances in geographic information systems

Data quality through knowledge engineering

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

Distributed deviation detection in sensor networks

ACM SIGMOD Record

Neighborhood based detection of anomalies in high dimensional spatio-temporal sensor datasets

Proceedings of the 2004 ACM symposium on Applied computing

Framework for mining web content outliers

Proceedings of the 2004 ACM symposium on Applied computing

A model for mining outliers from complex data sets

Proceedings of the 2004 ACM symposium on Applied computing

On-Line Unsupervised Outlier Detection Using Finite Mixtures with Discounting Learning Algorithms

Data Mining and Knowledge Discovery

Outlier analysis for gene expression data

Journal of Computer Science and Technology - Special issue on bioinformatics

A high performance k-NN approach using binary neural networks

Neural Networks

A Survey of Outlier Detection Methodologies

Artificial Intelligence Review

MORPHEUS: motif oriented representations to purge hostile events from unlabeled sequences

Proceedings of the 2004 ACM workshop on Visualization and data mining for computer security

A vertical distance-based outlier detection method with local pruning

Proceedings of the thirteenth ACM international conference on Information and knowledge management

Outlier Mining in Large High-Dimensional Data Sets

IEEE Transactions on Knowledge and Data Engineering

An effective and efficient algorithm for high-dimensional outlier detection

The VLDB Journal — The International Journal on Very Large Data Bases

Mining web content outliers using structure oriented weighting techniques and N-grams

Proceedings of the 2005 ACM symposium on Applied computing

Detection and prediction of distance-based outliers

Proceedings of the 2005 ACM symposium on Applied computing

Feature bagging for outlier detection

Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining

Using Datacube Aggregates for Approximate Querying and Deviation Detection

IEEE Transactions on Knowledge and Data Engineering

Parallel Algorithms for Distance-Based and Density-Based Outliers

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

Example-Based Robust Outlier Detection in High Dimensional Datasets

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

Distance-Based Detection and Prediction of Outliers

IEEE Transactions on Knowledge and Data Engineering

A Unifying Framework for Detecting Outliers and Change Points from Time Series

IEEE Transactions on Knowledge and Data Engineering

Fast Distributed Outlier Detection in Mixed-Attribute Data Sets

Data Mining and Knowledge Discovery

An outlier-based data association method for linking criminal incidents

Decision Support Systems - Special issue: Intelligence and security informatics

Detecting outliers using transduction and statistical testing

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Mining distance-based outliers from large databases in any metric space

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Outlier detection by active learning

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Outlier detection by sampling with accuracy guarantees

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Identifying bridging rules between conceptual clusters

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

SLOM: a new measure for local spatial outliers

Knowledge and Information Systems

Finding centric local outliers in categorical/numerical spaces

Knowledge and Information Systems

Online outlier detection in sensor data using non-parametric models

VLDB '06 Proceedings of the 32nd international conference on Very large data bases

An annotation method for sensor data streams based on statistical patterns

DBA'06 Proceedings of the 24th IASTED international conference on Database and applications

Detecting outliers in interval data

Proceedings of the 44th annual Southeast regional conference

Fast similarity join for multi-dimensional data

Information Systems

The pairwise attribute noise detection algorithm

Knowledge and Information Systems - Special Issue on Mining Low-Quality Data

Data quality awareness: a case study for cost optimal association rule mining

Knowledge and Information Systems - Special Issue on Mining Low-Quality Data

Approximate range---sum query answering on data cubes with probabilistic guarantees

Journal of Intelligent Information Systems

Web outlier mining: Discovering outliers from web datasets

Intelligent Data Analysis

An overview of anomaly detection techniques: Existing solutions and latest technological trends

Computer Networks: The International Journal of Computer and Telecommunications Networking

Enhancing the Effectiveness of Clustering with Spectra Analysis

IEEE Transactions on Knowledge and Data Engineering

Network anomaly detection with incomplete audit data

Computer Networks: The International Journal of Computer and Telecommunications Networking

Outlier detection in sensor networks

Proceedings of the 8th ACM international symposium on Mobile ad hoc networking and computing

Detecting graph-based spatial outliers

Intelligent Data Analysis

Condensed Nearest Neighbor Data Domain Description

IEEE Transactions on Pattern Analysis and Machine Intelligence

On the accuracy of decentralized virtual coordinate systems in adversarial networks

Proceedings of the 14th ACM conference on Computer and communications security

Hos-Miner: a system for detecting outlyting subspaces of high-dimensional data

VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30

Very efficient mining of distance-based outliers

Proceedings of the sixteenth ACM conference on Conference on information and knowledge management

Detecting distance-based outliers in streams of data

Proceedings of the sixteenth ACM conference on Conference on information and knowledge management

A genetic approach for efficient outlier detection in projected space

Pattern Recognition

Decision support in construction equipment management using a nonparametric outlier mining algorithm

Expert Systems with Applications: An International Journal

LDBOD: A novel local distribution based outlier detector

Pattern Recognition Letters

Reputation-based framework for high integrity sensor networks

ACM Transactions on Sensor Networks (TOSN)

High performance computing for spatial outliers detection using parallel wavelet transform

Intelligent Data Analysis

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

Angle-based outlier detection in high-dimensional data

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

Local peculiarity factor and its application in outlier detection

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

Outlier Detection Based on the Distribution of Distances between Data Points

Informatica

Outlier detection using default reasoning

Artificial Intelligence

Outlier Detection with Kernel Density Functions

MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition

Unsupervised Outlier Detection in Sensor Networks Using Aggregation Tree

ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications

Outlier Detection Based on Voronoi Diagram

ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications

Mining Top-n Local Outliers in Constrained Spatial Networks

ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications

Online Outlier Detection Based on Relative Neighbourhood Dissimilarity

WISE '08 Proceedings of the 9th international conference on Web Information Systems Engineering

DIVFRP: An automatic divisive hierarchical clustering method based on the furthest reference points

Pattern Recognition Letters

Disk aware discord discovery: finding unusual time series in terabyte sized datasets

Knowledge and Information Systems

Outlier detection and evaluation by network flow

International Journal of Computer Applications in Technology

Outlier Detection Based on Granular Computing

RSCTC '08 Proceedings of the 6th International Conference on Rough Sets and Current Trends in Computing

A Data Mining Methodology for Anomaly Detection in Network Data

KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference

DOLPHIN: An efficient algorithm for mining distance-based outliers in very large datasets

ACM Transactions on Knowledge Discovery from Data (TKDD)

Some issues about outlier detection in rough set theory

Expert Systems with Applications: An International Journal

Projected outlier detection in high-dimensional mixed-attributes data set

Expert Systems with Applications: An International Journal

Mining class-bridge rules based on rough sets

Expert Systems with Applications: An International Journal

A similarity-guaranteed clustering algorithm and its search tree for handling an increased weight

AIC'08 Proceedings of the 8th conference on Applied informatics and communications

Finding anomalous periodic time series

Machine Learning

Semantic clustering for region-based image retrieval

Journal of Visual Communication and Image Representation

Detecting outlying properties of exceptional objects

ACM Transactions on Database Systems (TODS)

A Kind of Algorithms for Euclidean Distance-Based Outlier Mining and its Application to Expressway Toll Fraud Detection

CAR '09 Proceedings of the 2009 International Asia Conference on Informatics in Control, Automation and Robotics

Neighbor-based pattern detection for windows over streaming data

Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology

Parameterless outlier detection in data streams

Proceedings of the 2009 ACM symposium on Applied Computing

A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Mining Outliers with Faster Cutoff Update and Space Utilization

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

A Multi-resolution Approach for Atypical Behaviour Mining

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Anomaly detection: A survey

ACM Computing Surveys (CSUR)

Outlier detection based on rough sets theory

Intelligent Data Analysis

Anomaly detection using manifold embedding and its applications in transportation corridors

Intelligent Data Analysis - Knowledge Discovery from Data Streams

CoCo: coding cost for parameter-free outlier detection

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

Efficient anomaly monitoring over moving object trajectory streams

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

SubCOID: an attempt to explore cluster-outlier iterative detection approach to multi-dimensional data analysis in subspace

Proceedings of the 46th Annual Southeast Regional Conference on XX

Discovering special product features for improving the process of product selection in E-commerce environment

Proceedings of the 11th International Conference on Electronic Commerce

A comprehensive survey of numeric and symbolic outlier mining techniques

Intelligent Data Analysis

A Predictive Analysis on Medical Data Based on Outlier Detection Method Using Non-Reduct Computation

ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications

Detecting Projected Outliers in High-Dimensional Data Streams

DEXA '09 Proceedings of the 20th International Conference on Database and Expert Systems Applications

Efficient Pruning Schemes for Distance-Based Outlier Detection

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

A Fast Feature-Based Method to Detect Unusual Patterns in Multidimensional Datasets

DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery

Active and Semi-supervised Data Domain Description

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

A concept lattice based outlier mining method in low-dimensional subspaces

Pattern Recognition Letters

On software fault prediction by mining software complexity data with dynamically filtered training sets

SMO'09 Proceedings of the 9th WSEAS international conference on Simulation, modelling and optimization

A comparison of outlier detection algorithms for ITS data

Expert Systems with Applications: An International Journal

Efficient join processing on uncertain data streams

Proceedings of the 18th ACM conference on Information and knowledge management

Elliptical anomalies in wireless sensor networks

ACM Transactions on Sensor Networks (TOSN)

Towards supporting expert evaluation of clustering results using a data mining process model

Information Sciences: an International Journal

Credit rating by hybrid machine learning techniques

Applied Soft Computing

Detecting Errors in Foreign Trade Transactions: Dealing with Insufficient Data

EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence

Research on a Queue Scheduling Algorithm in Wireless Communications Network

WISM '09 Proceedings of the International Conference on Web Information Systems and Mining

SOMSO: a self-organizing map approach for spatial outlier detection with multiple attributes

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

FindWDO: a k-nearest neighbors approach for detecting Web document outliers

ACST '08 Proceedings of the Fourth IASTED International Conference on Advances in Computer Science and Technology

Improved mining of software complexity data on evolutionary filtered training sets

WSEAS Transactions on Information Science and Applications

Interactive visual summarization of multidimensional data

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

A trust establishment scheme for cluster-based sensor networks

WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing

Spatial neighborhood based anomaly detection in sensor datasets

Data Mining and Knowledge Discovery

A fast outlier detection strategy for distributed high-dimensional data sets with mixed attributes

Data Mining and Knowledge Discovery

Distance-based outlier queries in data streams: the novel task and algorithms

Data Mining and Knowledge Discovery

HOT: hypergraph-based outlier test for categorical data

PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining

Extracting salient image features for reliable matching using outlier detection techniques

ICVS'03 Proceedings of the 3rd international conference on Computer vision systems

Outlier detection with streaming dyadic decomposition

ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications

Parallel wavelet transform for spatio-temporal outlier detection in large meteorological data

IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning

Network thinking and network intelligence

WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics

Resource-bounded fraud detection

EPIA'07 Proceedings of the aritficial intelligence 13th Portuguese conference on Progress in artificial intelligence

An efficient histogram method for outlier detection

DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications

Efficiently mining regional outliers in spatial data

SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases

Discovering emerging patterns for anomaly detection in network connection data

ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems

Unusual pattern detection in high dimensions

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

Cell-based outlier detection algorithm: a fast outlier detection algorithm for large datasets

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

A new algorithm for high-dimensional outlier detection based on constrained particle swarm intelligence

RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology

Detecting outliers in categorical record databases based on attribute associations

APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development

Detecting unusual pattern with labeled data in two-stage

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1

Framework of clustering-based outlier detection

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1

An information entropy-based approach to outlier detection in rough sets

Expert Systems with Applications: An International Journal

Efficient outlier detection algorithm for heterogeneous data streams

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5

Example-based robust DB-outlier detection for high dimensional data

DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications

Mining Outliers in Correlated Subspaces for High Dimensional Data Sets

Fundamenta Informaticae - Intelligent Data Analysis in Granular Computing

Ensuring high sensor data quality through use of online outlier detection techniques

International Journal of Sensor Networks

Mining outliers with faster cutoff update and space utilization

Pattern Recognition Letters

A resistant learning procedure for coping with outliers

Annals of Mathematics and Artificial Intelligence

Outlier detection for simple default theories

Artificial Intelligence

Neighborhood outlier detection

Expert Systems with Applications: An International Journal

Enhancing effectiveness of density-based outlier mining scheme with density-similarity-neighbor-based outlier factor

Expert Systems with Applications: An International Journal

Fuzzy clustering-based approach for outlier detection

ACE'10 Proceedings of the 9th WSEAS international conference on Applications of computer engineering

New outlier detection method based on fuzzy clustering

WSEAS Transactions on Information Science and Applications

Inter-image outliers and their application to image classification

Pattern Recognition

Mining Outliers with Adaptive Cutoff Update and Space Utilization (RACAS)

Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence

A fast algorithm for robust mixtures in the presence of measurement errors

IEEE Transactions on Neural Networks

Spatial outlier detection: random walk based approaches

Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems

Robust Decentralized Virtual Coordinate Systems in Adversarial Environments

ACM Transactions on Information and System Security (TISSEC)

DBOD-DS: distance based outlier detection for data

DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I

A fast randomized method for local density-based outlier detection in high dimensional data

DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery

A distributed approach to detect outliers in very large data sets

EuroPar'10 Proceedings of the 16th international Euro-Par conference on Parallel processing: Part I

On detecting clustered anomalies using SCiForest

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II

Synchronization based outlier detection

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III

Resource-bounded Outlier Detection using Clustering Methods

Proceedings of the 2010 conference on Data Mining for Business Applications

Mining Medical Administrative Data --The PKB Suite

Proceedings of the 2010 conference on Data Mining for Business Applications

Towards improving subspace data analysis

Proceedings of the 48th Annual Southeast Regional Conference

Thresholds based outlier detection approach for mining class outliers: An empirical case study on software measurement datasets

Expert Systems with Applications: An International Journal

Finding key attribute subset in dataset for outlier detection

Knowledge-Based Systems

Two-stage outlier elimination for robust curve and surface fitting

EURASIP Journal on Advances in Signal Processing - Special issue on robust processing of nonstationary signals

An interactive approach to outlier detection

RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology

Atypicity detection in data streams: A self-adjusting approach

Intelligent Data Analysis - Ubiquitous Knowledge Discovery

Membership enhancement with exponential fuzzy clustering for collaborative filtering

ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I

Predicting software project effort: A grey relational analysis based method

Expert Systems with Applications: An International Journal

Detecting spam blogs from blog search results

Information Processing and Management: an International Journal

Outlier detection over sliding windows for probabilistic data streams

Journal of Computer Science and Technology

An improved KNN based outlier detection algorithm for large datasets

ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I

Outlier detection by example

Journal of Intelligent Information Systems

Finding key knowledge attribute subspace of outliers in high-dimensional dataset

Expert Systems with Applications: An International Journal

Active learning and subspace clustering for anomaly detection

Intelligent Data Analysis

Locality sensitive hashing for sampling-based algorithms in association rule mining

Expert Systems with Applications: An International Journal

An unbiased distance-based outlier detection approach for high-dimensional data

DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I

Algorithms for speeding up distance-based outlier detection

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

NDoT: nearest neighbor distance based outlier detection technique

PReMI'11 Proceedings of the 4th international conference on Pattern recognition and machine intelligence

Finding fraud in health insurance data with two-layer outlier detection approach

DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery

A hybrid approach to outlier detection based on boundary region

Pattern Recognition Letters

A novel outlier detection method for spatio-tempral trajectory data

ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology

A survey of outlier detection methodologies and their applications

AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part I

LSH based outlier detection and its application in distributed setting

Proceedings of the 20th ACM international conference on Information and knowledge management

Enforcing strictness in integration of dimensions: beyond instance matching

Proceedings of the ACM 14th international workshop on Data Warehousing and OLAP

Mining outliers in spatial networks

DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications

A nonparametric outlier detection for effectively discovering top-n outliers from engineering data

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Ranking outliers using symmetric neighborhood relationship

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

On robust and effective k-anonymity in large databases

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Grid-ODF: detecting outliers effectively and efficiently in large multi-dimensional databases

CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I

Shared execution strategy for neighbor-based pattern mining requests over streaming windows

ACM Transactions on Database Systems (TODS)

Network anomaly detection based on clustering of sequence patterns

ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part II

Mining bridging rules between conceptual clusters

Applied Intelligence

Outlier detection based on rough membership function

RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing

Mining outliers with ensemble of heterogeneous detectors on random subspaces

DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I

Attribute outlier detection over data streams

DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II

Visual evaluation of outlier detection models

DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II

Hybrid approach to web content outlier mining without query vector

DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery

Outlier detection using rough set theory

RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II

Isolation-Based Anomaly Detection

ACM Transactions on Knowledge Discovery from Data (TKDD)

A distributed algorithm for outlier detection in a large database

DNIS'05 Proceedings of the 4th international conference on Databases in Networked Information Systems

An optimization model for outlier detection in categorical data

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

Condensed nearest neighbor data domain description

IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis

OddBall: spotting anomalies in weighted graphs

PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II

Robust outlier detection using commute time and eigenspace embedding

PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II

Quick spatial outliers detecting with random sampling

AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence

Collusion set detection through outlier discovery

ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics

A fuzzy index for detecting spatiotemporal outliers

Geoinformatica

An approach to extract special skills to improve the performance of resume selection

DNIS'10 Proceedings of the 6th international conference on Databases in Networked Information Systems

Similarity kernels for nearest neighbor-based outlier detection

IDA'10 Proceedings of the 9th international conference on Advances in Intelligent Data Analysis

An efficient system for detecting outliers from financial time series

BNCOD'06 Proceedings of the 23rd British National Conference on Databases, conference on Flexible and Efficient Information Handling

A robust approach for multivariate binary vectors clustering and feature selection

ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II

Distance-Based outliers in sequences

ICDCIT'05 Proceedings of the Second international conference on Distributed Computing and Internet Technology

Mining special features to improve the performance of e-commerce product selection and resume processing

International Journal of Computational Science and Engineering

A cross datasets referring outlier detection model applied to suspicious financial transaction discrimination

WISI'06 Proceedings of the 2006 international conference on Intelligence and Security Informatics

Development and application of tender evaluation decision-making and risk early warning system for water projects based on KDD

Advances in Engineering Software

Outlier respecting points approximation

ISAAC'11 Proceedings of the 22nd international conference on Algorithms and Computation

Feature selection and clustering in software quality prediction

EASE'07 Proceedings of the 11th international conference on Evaluation and Assessment in Software Engineering

Anomalistic sequence detection

International Journal of Intelligent Information and Database Systems

Hunting for fraudsters in random forests

HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I

Fuzzy treatment of candidate outliers in measurements

Advances in Fuzzy Systems

Efficient processing of k nearest neighbor joins using MapReduce

Proceedings of the VLDB Endowment

Integrating community matching and outlier detection for mining evolutionary community outliers

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining

A near-linear time approximation algorithm for angle-based outlier detection in high-dimensional data

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining

Security Through Collaboration and Trust in MANETs

Mobile Networks and Applications

AN EFFICIENT REPRESENTATION MODEL OF DISTANCE DISTRIBUTION BETWEEN UNCERTAIN OBJECTS

Computational Intelligence

On scales, salience and referential language use

AC'11 Proceedings of the 18th Amsterdam colloquim conference on Logic, Language and Meaning

A minimum spanning tree-inspired clustering-based outlier detection technique

ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects

Operator-assisted tabulation of optical scan ballots

EVT/WOTE'12 Proceedings of the 2012 international conference on Electronic Voting Technology/Workshop on Trustworthy Elections

Continuous kernel-based outlier detection over distributed data streams

ISPA'07 Proceedings of the 2007 international conference on Frontiers of High Performance Computing and Networking

An evolutionary approach for high dimensional attribute selection

International Journal of Intelligent Information and Database Systems

Efficient estimation of dynamic density functions with an application to outlier detection

Proceedings of the 21st ACM international conference on Information and knowledge management

Continuous adaptive outlier detection on distributed data streams

HPCC'07 Proceedings of the Third international conference on High Performance Computing and Communications

AUDIO: an integrity auditing framework of outlier-mining-as-a-service systems

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

Research on chinese hydrological data quality management

WISM'12 Proceedings of the 2012 international conference on Web Information Systems and Mining

Mining neighbor-based patterns in data streams

Information Systems

Multi-level relationship outlier detection

International Journal of Business Intelligence and Data Mining

Data quality evaluation and improvement for prognostic modeling using visual assessment based data partitioning method

Computers in Industry

Discovering inappropriate billings with local density based outlier detection method

AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101

Continuous outlier detection in data streams: an extensible framework and state-of-the-art algorithms

Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data

Outlier ensembles: position paper

ACM SIGKDD Explorations Newsletter

Latent outlier detection and the low precision problem

Proceedings of the ACM SIGKDD Workshop on Outlier Detection and Description

Flexible and adaptive subspace search for outlier analysis

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management

Enhancing minimum spanning tree-based clustering by removing density-based outliers

Digital Signal Processing

Detecting spatio-temporal outliers in crowdsourced bathymetry data

Proceedings of the Second ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information

Combining cluster analysis with classifier ensembles to predict financial distress

Information Fusion

Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection

Data Mining and Knowledge Discovery

Hyperspherical cluster based distributed anomaly detection in wireless sensor networks

Journal of Parallel and Distributed Computing

Hybrid email spam detection model with negative selection algorithm and differential evolution

Engineering Applications of Artificial Intelligence

Review: A review of novelty detection

Signal Processing

Exploiting domain knowledge to detect outliers

Data Mining and Knowledge Discovery

A multivariate fuzzy system applied for outliers detection

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology