Training algorithms for linear text classifiers
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Authorship Attribution with Support Vector Machines
Applied Intelligence
One-class svms for document classification
The Journal of Machine Learning Research
Augmenting Naive Bayes Classifiers with Statistical Language Models
Information Retrieval
Estimating the Support of a High-Dimensional Distribution
Neural Computation
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
Obfuscating document stylometry to preserve author anonymity
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Searching with style: authorship attribution in classic literature
ACSC '07 Proceedings of the thirtieth Australasian conference on Computer science - Volume 62
SS'07 Proceedings of 16th USENIX Security Symposium on USENIX Security Symposium
Performance Measures in Classification of Human Communications
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Discriminating Against New Classes: One-class versus Multi-class Classification
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Minimum spanning tree based one-class classifier
Neurocomputing
A survey of modern authorship attribution methods
Journal of the American Society for Information Science and Technology
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Particle Swarm Model Selection for Authorship Verification
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Entropy-based authorship search in large document collections
ECIR'07 Proceedings of the 29th European conference on IR research
A new approach for cross-language plagiarism analysis
CLEF'10 Proceedings of the 2010 international conference on Multilingual and multimodal information access evaluation: cross-language evaluation forum
Using data mining techniques to predict hospitalization of hemodialysis patients
Decision Support Systems
A survey of recent trends in one class classification
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Language Resources and Evaluation
Classifying with co-stems: a new representation for information filtering
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Applying biometric principles to avatar recognition
Transactions on computational science XII
Author Name Disambiguation in Citations
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Detection of text quality flaws as a one-class classification problem
Proceedings of the 20th ACM international conference on Information and knowledge management
Using relative entropy for authorship attribution
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
Learning from positive and unlabeled examples with different data distributions
ECML'05 Proceedings of the 16th European conference on Machine Learning
A hierarchical approach to mood classification in blogs
Natural Language Engineering
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Intrinsic plagiarism detection
ECIR'06 Proceedings of the 28th European conference on Advances 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
Explanation in computational stylometry
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume 2
Pattern Recognition
Proceedings of the 1st International Workshop on Collaborative Annotations in Shared Environment: metadata, vocabularies and techniques in the Digital Humanities
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In the authorship verification problem, we are given examples of the writing of a single author and are asked to determine if given long texts were or were not written by this author. We present a new learning-based method for adducing the "depth of difference" between two example sets and offer evidence that this method solves the authorship verification problem with very high accuracy. The underlying idea is to test the rate of degradation of the accuracy of learned models as the best features are iteratively dropped from the learning process.