From on-line to batch learning
COLT '89 Proceedings of the second annual workshop on Computational learning theory
The perception: a probabilistic model for information storage and organization in the brain
Neurocomputing: foundations of research
The perceptron: a model for brain functioning. I
Neurocomputing: foundations of research
A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
Journal of Computer and System Sciences
The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
From noise-free to noise-tolerant and from on-line to batch learning
COLT '95 Proceedings of the eighth annual conference on Computational learning theory
Exponentiated gradient versus gradient descent for linear predictors
Information and Computation
Journal of the ACM (JACM)
The Kernel-Adatron Algorithm: A Fast and Simple Learning Procedure for Support Vector Machines
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Perceptrons: An Introduction to Computational Geometry
Perceptrons: An Introduction to Computational Geometry
Estimation of Dependences Based on Empirical Data: Springer Series in Statistics (Springer Series in Statistics)
PAC Analogues of Perceptron and Winnow Via Boosting the Margin
Machine Learning
Potential-Based Algorithms in On-Line Prediction and Game Theory
Machine Learning
A Tale of Two Classifiers: SNoW vs. SVM in Visual Recognition
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Adaptive Model Selection for Digital Linear Classifiers
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Reducing Communication for Distributed Learning in Neural Networks
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Large Margin Classification for Moving Targets
ALT '02 Proceedings of the 13th International Conference on Algorithmic Learning Theory
Limitations of Learning via Embeddings in Euclidean Half-Spaces
COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory
Potential-Based Algorithms in Online Prediction and Game Theory
COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory
Learning Additive Models Online with Fast Evaluating Kernels
COLT '01/EuroCOLT '01 Proceedings of the 14th Annual Conference on Computational Learning Theory and and 5th European Conference on Computational Learning Theory
Using asymmetric distributions to improve text classifier probability estimates
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Online learning of linear classifiers
Advanced lectures on machine learning
A new approximate maximal margin classification algorithm
The Journal of Machine Learning Research
Ultraconservative online algorithms for multiclass problems
The Journal of Machine Learning Research
Limitations of learning via embeddings in euclidean half spaces
The Journal of Machine Learning Research
Kernel methods for relation extraction
The Journal of Machine Learning Research
The Robustness of the p-Norm Algorithms
Machine Learning
Solving large scale linear prediction problems using stochastic gradient descent algorithms
ICML '04 Proceedings of the twenty-first international conference on Machine learning
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Ranking algorithms for named-entity extraction: boosting and the voted perceptron
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Filtering-Ranking Perceptron Learning for Partial Parsing
Machine Learning
Learning as search optimization: approximate large margin methods for structured prediction
ICML '05 Proceedings of the 22nd international conference on Machine learning
ICML '05 Proceedings of the 22nd international conference on Machine learning
Integer linear programming inference for conditional random fields
ICML '05 Proceedings of the 22nd international conference on Machine learning
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
Adaptive Product Normalization: Using Online Learning for Record Linkage in Comparison Shopping
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
Kernel methods for relation extraction
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
An SVM based voting algorithm with application to parse reranking
CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4
Learning a perceptron-based named entity chunker via online recognition feedback
CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4
Supersense tagging of unknown nouns in WordNet
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
Neural Computation
2005 Speical Issue: Graph kernels for chemical informatics
Neural Networks - Special issue on neural networks and kernel methods for structured domains
Discriminative Reranking for Natural Language Parsing
Computational Linguistics
New developments in parsing technology
On a theory of learning with similarity functions
ICML '06 Proceedings of the 23rd international conference on Machine learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
Single-pass online learning: performance, voting schemes and online feature selection
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Discriminative language modeling with conditional random fields and the perceptron algorithm
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Incremental parsing with the perceptron algorithm
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Discriminative n-gram language modeling
Computer Speech and Language
Online Passive-Aggressive Algorithms
The Journal of Machine Learning Research
Step Size Adaptation in Reproducing Kernel Hilbert Space
The Journal of Machine Learning Research
Worst-Case Analysis of Selective Sampling for Linear Classification
The Journal of Machine Learning Research
Noise Tolerant Variants of the Perceptron Algorithm
The Journal of Machine Learning Research
Exact decoding for jointly labeling and chunking sequences
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Pegasos: Primal Estimated sub-GrAdient SOlver for SVM
Proceedings of the 24th international conference on Machine learning
Enhanced max margin learning on multimodal data mining in a multimedia database
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Tracking the best hyperplane with a simple budget Perceptron
Machine Learning
Machine learning: a review of classification and combining techniques
Artificial Intelligence Review
Fast learning of document ranking functions with the committee perceptron
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Hierarchical learning strategy in semantic relation extraction
Information Processing and Management: an International Journal
Online learning from click data for sponsored search
Proceedings of the 17th international conference on World Wide Web
A theory of learning with similarity functions
Machine Learning
An empirical evaluation of supervised learning in high dimensions
Proceedings of the 25th international conference on Machine learning
Efficient bandit algorithms for online multiclass prediction
Proceedings of the 25th international conference on Machine learning
The importance of syntactic parsing and inference in semantic role labeling
Computational Linguistics
Learning Kernel Perceptrons on Noisy Data Using Random Projections
ALT '07 Proceedings of the 18th international conference on Algorithmic Learning Theory
Maximal Margin Estimation with Perceptron-Like Algorithm
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Efficient Pairwise Multilabel Classification for Large-Scale Problems in the Legal Domain
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Exploiting Cluster-Structure to Predict the Labeling of a Graph
ALT '08 Proceedings of the 19th international conference on Algorithmic Learning Theory
International Journal of Remote Sensing
Learning-based pronoun resolution for Turkish with a comparative evaluation
Computer Speech and Language
Morphological Disambiguation of Turkish Text with Perceptron Algorithm
CICLing '07 Proceedings of the 8th International Conference on Computational Linguistics and Intelligent Text Processing
Search-based structured prediction
Machine Learning
Matrix updates for perceptron training of continuous density hidden Markov models
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Catching the drift: learning broad matches from clickthrough data
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Event matching using the transitive closure of dependency relations
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Logistic online learning methods and their application to incremental dependency parsing
ACL '07 Proceedings of the 45th Annual Meeting of the ACL: Student Research Workshop
Enhancing the Bilingual Concordancer TransSearch with Word-Level Alignment
Canadian AI '09 Proceedings of the 22nd Canadian Conference on Artificial Intelligence: Advances in Artificial Intelligence
Tunable domain-independent event extraction in the MIRA framework
BioNLP '09 Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing: Shared Task
Learning Halfspaces with Malicious Noise
ICALP '09 Proceedings of the 36th International Colloquium on Automata, Languages and Programming: Part I
Design challenges and misconceptions in named entity recognition
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
Perceptron training for a wide-coverage lexicalized-grammar parser
DeepLP '07 Proceedings of the Workshop on Deep Linguistic Processing
Improvements in analogical learning: application to translating multi-terms of the medical domain
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Discriminative methods for transliteration
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Online large-margin training of syntactic and structural translation features
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
LTAG dependency parsing with bidirectional incremental construction
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Combination strategies for semantic role labeling
Journal of Artificial Intelligence Research
Hierarchical semantic classification: word sense disambiguation with world knowledge
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
The use of wavelets in speaker feature tracking identification system using neural network
WSEAS Transactions on Signal Processing
The necessity of syntactic parsing for semantic role labeling
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Automatically acquiring models of preposition use
SigSem '07 Proceedings of the Fourth ACL-SIGSEM Workshop on Prepositions
Latent variable perceptron algorithm for structured classification
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Training parsers by inverse reinforcement learning
Machine Learning
A unified single scan algorithm for Japanese base phrase chunking and dependency parsing
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
From annotator agreement to noise models
Computational Linguistics
Learning with annotation noise
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1 - Volume 1
Conundrums in noun phrase coreference resolution: making sense of the state-of-the-art
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2 - Volume 2
Coordinate structure analysis with global structural constraints and alignment-based local features
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2 - Volume 2
IWPT '09 Proceedings of the 11th International Conference on Parsing Technologies
Automatic Document Tagging in Social Semantic Digital Library
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Gazpacho and summer rash: lexical relationships from temporal patterns of web search queries
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
Generalized inference with multiple semantic role labeling systems
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
The Journal of Machine Learning Research
Bounded Kernel-Based Online Learning
The Journal of Machine Learning Research
Learning Halfspaces with Malicious Noise
The Journal of Machine Learning Research
An efficient re-scaled perceptron algorithm for conic systems
COLT'07 Proceedings of the 20th annual conference on Learning theory
Learning with kernels and logical representations
Probabilistic inductive logic programming
On the use of genetic programming for the prediction of survival in cancer
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Margin perceptron for word sense disambiguation
Proceedings of the 2010 Symposium on Information and Communication Technology
Training paradigms for correcting errors in grammar and usage
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Distributed training strategies for the structured perceptron
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Efficient third-order dependency parsers
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Learning 5000 relational extractors
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Using smaller constituents rather than sentences in active learning for Japanese dependency parsing
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Convolution kernel over packed parse forest
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Supervised noun phrase coreference research: the first fifteen years
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
A joint model for normalizing gene and organism mentions in text
WBIE '09 Proceedings of the Workshop on Biomedical Information Extraction
Learning action effects in partially observable domains
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Object search: supporting structured queries in web search engines
SS '10 Proceedings of the NAACL HLT 2010 Workshop on Semantic Search
SPMRL '10 Proceedings of the NAACL HLT 2010 First Workshop on Statistical Parsing of Morphologically-Rich Languages
SPMRL '10 Proceedings of the NAACL HLT 2010 First Workshop on Statistical Parsing of Morphologically-Rich Languages
Adaptive parameters for entity recognition with perceptron HMMs
DANLP 2010 Proceedings of the 2010 Workshop on Domain Adaptation for Natural Language Processing
Syntactic and semantic structure for opinion expression detection
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Generating confusion sets for context-sensitive error correction
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Constraints based taxonomic relation classification
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Exploiting background knowledge for relation extraction
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
A large scale ranker-based system for search query spelling correction
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Reranking models in fine-grained opinion analysis
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Kernel slicing: scalable online training with conjunctive features
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
ACM Transactions on Information Systems (TOIS)
Online knowledge-based support vector machines
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Example-dependent basis vector selection for kernel-based classifiers
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Efficient and numerically stable sparse learning
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Compressed learning with regular concept
ALT'10 Proceedings of the 21st international conference on Algorithmic learning theory
Online multiple kernel learning: algorithms and mistake bounds
ALT'10 Proceedings of the 21st international conference on Algorithmic learning theory
Ensemble of feature sets and classification algorithms for sentiment classification
Information Sciences: an International Journal
Predicting consumer sentiments from online text
Decision Support Systems
Exploring the use of word relation features for sentiment classification
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Linear Algorithms for Online Multitask Classification
The Journal of Machine Learning Research
Dynamic time warping constraint learning for large margin nearest neighbor classification
Information Sciences: an International Journal
Syntactic processing using the generalized perceptron and beam search
Computational Linguistics
Improved p-delta learning algorithm
ICS'10 Proceedings of the 14th WSEAS international conference on Systems: part of the 14th WSEAS CSCC multiconference - Volume I
Rich parameterization improves RNA structure prediction
RECOMB'11 Proceedings of the 15th Annual international conference on Research in computational molecular biology
Resources for Turkish morphological processing
Language Resources and Evaluation
Resources for Turkish morphological processing
Language Resources and Evaluation
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Algorithm selection and model adaptation for ESL correction tasks
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Piggyback: using search engines for robust cross-domain named entity recognition
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
They can help: using crowdsourcing to improve the evaluation of grammatical error detection systems
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2
Double Updating Online Learning
The Journal of Machine Learning Research
Synthesis of optimal switching logic for hybrid systems
EMSOFT '11 Proceedings of the ninth ACM international conference on Embedded software
The perceptron with dynamic margin
ALT'11 Proceedings of the 22nd international conference on Algorithmic learning theory
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
Collaborative online learning of user generated content
Proceedings of the 20th ACM international conference on Information and knowledge management
Improved answer ranking in social question-answering portals
Proceedings of the 3rd international workshop on Search and mining user-generated contents
An incremental ensemble of classifiers
Artificial Intelligence Review
A kernel-based Perceptron with dynamic memory
Neural Networks
Learning a distance metric for object identification without human supervision
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Financial application of neural networks: two case studies in greece
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Constant rate approximate maximum margin algorithms
ECML'06 Proceedings of the 17th European conference on Machine Learning
An analysis of the anti-learning phenomenon for the class symmetric polyhedron
ALT'05 Proceedings of the 16th international conference on Algorithmic Learning Theory
Markov blankets and meta-heuristics search: sentiment extraction from unstructured texts
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Tracking the best hyperplane with a simple budget perceptron
COLT'06 Proceedings of the 19th annual conference on Learning Theory
Flexible margin selection for reranking with full pairwise samples
IJCNLP'04 Proceedings of the First international joint conference on Natural Language Processing
Learning to fuse disparate sentences
MTTG '11 Proceedings of the Workshop on Monolingual Text-To-Text Generation
Document representations for classification of short web-page descriptions
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Reconciling OntoNotes: unrestricted coreference resolution in OntoNotes with Reconcile
CONLL Shared Task '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning: Shared Task
A new perspective on an old perceptron algorithm
COLT'05 Proceedings of the 18th annual conference on Learning Theory
Discovering morphological paradigms from plain text using a Dirichlet process mixture model
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Exploiting inference for approximate parameter learning in discriminative fields: an empirical study
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
A modified large margin classifier in hidden space for face recognition
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Random projection, margins, kernels, and feature-selection
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
Application frameworks and methods for assisting tracking of actionable items
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Online Learning and Online Convex Optimization
Foundations and Trends® in Machine Learning
Similarity learning in nearest neighbor and application to information retrieval
FDIA'09 Proceedings of the Third BCS-IRSG conference on Future Directions in Information Access
Active online classification via information maximization
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
An aggressive margin-based algorithm for incremental learning
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Hope and fear for discriminative training of statistical translation models
The Journal of Machine Learning Research
Inhibition in multiclass classification
Neural Computation
A brief survey of automatic methods for author name disambiguation
ACM SIGMOD Record
Online feature selection for mining big data
Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
A kernel fused perceptron for the online classification of large-scale data
Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Steganalysis with mismatched covers: do simple classifiers help?
Proceedings of the on Multimedia and security
Two-Stage named-entity recognition using averaged perceptrons
NLDB'12 Proceedings of the 17th international conference on Applications of Natural Language Processing and Information Systems
HadoopPerceptron: a toolkit for distributed perceptron training and prediction with MapReduce
EACL '12 Proceedings of the Demonstrations at the 13th Conference of the European Chapter of the Association for Computational Linguistics
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
UNT: a supervised synergistic approach to semantic text similarity
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
Mining control flow graph as API call-grams to detect portable executable malware
Proceedings of the Fifth International Conference on Security of Information and Networks
The UI system in the HOO 2012 shared task on error correction
Proceedings of the Seventh Workshop on Building Educational Applications Using NLP
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Discriminative learning for joint template filling
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Joint inference for event timeline construction
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Global features for shallow discourse parsing
SIGDIAL '12 Proceedings of the 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Applying piecewise approximation in perceptron training of conditional random fields
IDA'12 Proceedings of the 11th international conference on Advances in Intelligent Data Analysis
Online Multiple Kernel Classification
Machine Learning
Confidence Weighted Mean Reversion Strategy for Online Portfolio Selection
ACM Transactions on Knowledge Discovery from Data (TKDD)
Online learning with multiple kernels: A review
Neural Computation
Travel with Words: An Innovative Vision on Travelling
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Adaptive regularization of weight vectors
Machine Learning
Cost-sensitive online active learning with application to malicious URL detection
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Behavioural detection with API call-grams to identify malicious PE files
Proceedings of the First International Conference on Security of Internet of Things
Large scale online kernel classification
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Trust, but verify: predicting contribution quality for knowledge base construction and curation
Proceedings of the 7th ACM international conference on Web search and data mining
Algorithms and hardness results for parallel large margin learning
The Journal of Machine Learning Research
Bucking the trend: improved evaluation and annotation practices for ESL error detection systems
Language Resources and Evaluation
| Hi-index | 0.00 |
We introduce and analyze a new algorithm for linear classification which combines Rosenblatt‘s perceptron algorithm with Helmbold and Warmuth‘s leave-one-out method. Like Vapnik‘s maximal-margin classifier, our algorithm takesadvantage of data that are linearly separable with large margins.Compared to Vapnik‘s algorithm, however,ours is much simpler to implement, andmuch more efficient in terms of computation time.We also show that our algorithm can be efficiently used in very highdimensional spaces using kernel functions.We performed some experiments using our algorithm, and some variantsof it, for classifying images of handwritten digits.The performance of our algorithm is close to, but not as good as, theperformance of maximal-margin classifiers on the same problem, whilesaving significantly on computation time and programming effort.