A maximum entropy approach to natural language processing
Computational Linguistics
Inducing Features of Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
Efficient management of parallelism in object-oriented numerical software libraries
Modern software tools for scientific computing
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Probability models for complex systems
Probability models for complex systems
Maximum entropy models for natural language ambiguity resolution
Maximum entropy models for natural language ambiguity resolution
Shallow parsing using noisy and non-stationary training material
The Journal of Machine Learning Research
Stochastic attribute-value grammars
Computational Linguistics
Estimators for stochastic "Unification-Based" grammars
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Using maximum entropy for sentence extraction
AS '02 Proceedings of the ACL-02 Workshop on Automatic Summarization - Volume 4
Table extraction using conditional random fields
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Music modeling with random fields
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Sufficient dimensionality reduction
The Journal of Machine Learning Research
Polyphonic music modeling with random fields
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
A maximum entropy approach to species distribution modeling
ICML '04 Proceedings of the twenty-first international conference on Machine learning
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Learning to extract information from large domain-specific websites using sequential models
ACM SIGKDD Explorations Newsletter
Sequence modelling for sentence classification in a legal summarisation system
Proceedings of the 2005 ACM symposium on Applied computing
Investigating GIS and smoothing for maximum entropy taggers
EACL '03 Proceedings of the tenth conference on European chapter of the Association for Computational Linguistics - Volume 1
Shallow parsing with conditional random fields
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Feature-rich statistical translation of noun phrases
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Multi-labelled classification using maximum entropy method
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Improving discriminative sequential learning with rare--but--important associations
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
A maximum entropy web recommendation system: combining collaborative and content features
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
2D Conditional Random Fields for Web information extraction
ICML '05 Proceedings of the 22nd international conference on Machine learning
Improving Machine Translation Performance by Exploiting Non-Parallel Corpora
Computational Linguistics
Markov models for language-independent named entity recognition
COLING-02 proceedings of the 6th conference on Natural language learning - Volume 20
Active learning for HPSG parse selection
CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4
Bootstrapping POS taggers using unlabelled data
CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4
CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4
Blueprint for a high performance NLP infrastructure
SEALTS '03 Proceedings of the HLT-NAACL 2003 workshop on Software engineering and architecture of language technology systems - Volume 8
Log-linear models for wide-coverage CCG parsing
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
Evaluation and extension of maximum entropy models with inequality constraints
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
Discriminative Reranking for Natural Language Parsing
Computational Linguistics
Information extraction from research papers using conditional random fields
Information Processing and Management: an International Journal
A framework to predict the quality of answers with non-textual features
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Simultaneous record detection and attribute labeling in web data extraction
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Automatic legal text summarisation: experiments with summary structuring
ICAIL '05 Proceedings of the 10th international conference on Artificial intelligence and law
Coupling feature selection and machine learning methods for navigational query identification
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Discriminative language modeling with conditional random fields and the perceptron algorithm
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Robust VPE detection using automatically parsed text
ACLstudent '04 Proceedings of the ACL 2004 workshop on Student research
Scaling conditional random fields using error-correcting codes
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Logarithmic opinion pools for conditional random fields
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Probabilistic disambiguation models for wide-coverage HPSG parsing
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Coarse-to-fine n-best parsing and MaxEnt discriminative reranking
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Discriminative word alignment with conditional random fields
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Maximum entropy based phrase reordering model for statistical machine translation
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
A progressive feature selection algorithm for ultra large feature spaces
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Multi-tagging for lexicalized-grammar parsing
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Chinese segmentation and new word detection using conditional random fields
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Verb phrase ellipsis detection using automatically parsed text
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Analyzing models for semantic role assignment using confusability
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Partial training for a lexicalized-grammar parser
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Discriminative n-gram language modeling
Computer Speech and Language
Improving discriminative sequential learning by discovering important association of statistics
ACM Transactions on Asian Language Information Processing (TALIP)
Adaptive estimated maximum-entropy distribution model
Information Sciences: an International Journal
The Journal of Machine Learning Research
Detecting anomalies in network traffic using maximum entropy estimation
IMC '05 Proceedings of the 5th ACM SIGCOMM conference on Internet Measurement
Scalable training of L1-regularized log-linear models
Proceedings of the 24th international conference on Machine learning
Trust region Newton methods for large-scale logistic regression
Proceedings of the 24th international conference on Machine learning
Simple, robust, scalable semi-supervised learning via expectation regularization
Proceedings of the 24th international conference on Machine learning
Semantic passage segmentation based on sentence topics for question answering
Information Sciences: an International Journal
Semi-supervised classification with hybrid generative/discriminative methods
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Information-theoretic semantic multimedia indexing
Proceedings of the 6th ACM international conference on Image and video retrieval
An Extension of Iterative Scaling for Decision and Data Aggregation in Ensemble Classification
Journal of VLSI Signal Processing Systems
Extractive summarisation of legal texts
Artificial Intelligence and Law - AI & law in eGovernment and eDemocracy part I
Classifying Non-Sentential Utterances in Dialogue: A Machine Learning Approach
Computational Linguistics
Practical use of non-local features for statistical spoken language understanding
Computer Speech and Language
Information extraction from calls for papers with conditional random fields and layout features
Artificial Intelligence Review
Improving Speech Recognition and Understanding using Error-Corrective Reranking
ACM Transactions on Asian Language Information Processing (TALIP)
Feature forest models for probabilistic hpsg parsing
Computational Linguistics
Active learning and logarithmic opinion pools for hpsg parse selection
Natural Language Engineering
Towards a global schema for web entities
Proceedings of the 17th international conference on World Wide Web
Trust Region Newton Method for Logistic Regression
The Journal of Machine Learning Research
Probabilistic Model for Structured Document Mapping
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Foundations and Trends in Databases
Sentence Topics Based Knowledge Acquisition for Question Answering
IEICE - Transactions on Information and Systems
On the Use of Structures for Spoken Language Understanding: A Two-Step Approach
IEICE - Transactions on Information and Systems
Data Mining and Knowledge Discovery
Semantic discourse segmentation and labeling for route instructions
COLING ACL '06 Proceedings of the 21st International Conference on computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop
Uncertainty management in rule-based information extraction systems
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Finding advertising keywords on video scripts
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Using continuous features in the maximum entropy model
Pattern Recognition Letters
Hybrid multilingual parsing with HPSG for SRL
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning: Shared Task
Modeling latent-dynamic in shallow parsing: a latent conditional model with improved inference
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Exploiting semantic information for HPSG parse selection
DeepLP '07 Proceedings of the Workshop on Deep Linguistic Processing
Partial parse selection for robust deep processing
DeepLP '07 Proceedings of the Workshop on Deep Linguistic Processing
Automatic single-document key fact extraction from newswire articles
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Structural correspondence learning for parse disambiguation
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics: Student Research Workshop
Extremely lexicalized models for accurate and fast HPSG parsing
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Multilingual deep lexical acquisition for HPSGs via supertagging
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Statistical ranking in tactical generation
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Automated multiword expression prediction for grammar engineering
MWE '06 Proceedings of the Workshop on Multiword Expressions: Identifying and Exploiting Underlying Properties
Specialized models and ranking for coreference resolution
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Mining and modeling relations between formal and informal Chinese phrases from web corpora
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Using a dependency parser to improve SMT for subject-object-verb languages
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Efficiency in unification-based N-best parsing
IWPT '07 Proceedings of the 10th International Conference on Parsing Technologies
A log-linear model with an n-gram reference distribution for accurate HPSG parsing
IWPT '07 Proceedings of the 10th International Conference on Parsing Technologies
Domain adaptation for statistical classifiers
Journal of Artificial Intelligence Research
Knowledge derived from wikipedia for computing semantic relatedness
Journal of Artificial Intelligence Research
A ranking approach to pronoun resolution
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Document summarization using conditional random fields
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
A probabilistic learning method for XML annotation of documents
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Sentence extraction for legal text summarisation
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Speech recognition using augmented conditional random fields
IEEE Transactions on Audio, Speech, and Language Processing
Parsing '05 Proceedings of the Ninth International Workshop on Parsing Technology
Iterative scaling and coordinate descent methods for maximum entropy
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
The contribution of stylistic information to content-based mobile spam filtering
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
An expectation maximization approach to pronoun resolution
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
Towards time-aware link prediction in evolving social networks
Proceedings of the 3rd Workshop on Social Network Mining and Analysis
Iterative Scaling and Coordinate Descent Methods for Maximum Entropy Models
The Journal of Machine Learning Research
Generalized Expectation Criteria for Semi-Supervised Learning with Weakly Labeled Data
The Journal of Machine Learning Research
A Unified Character-Based Tagging Framework for Chinese Word Segmentation
ACM Transactions on Asian Language Information Processing (TALIP)
A model for evaluating the quality of user-created documents
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
Background adjustment of cDNA microarray images by Maximum Entropy distributions
Journal of Biomedical Informatics
Web Semantics: Science, Services and Agents on the World Wide Web
An information-theoretic framework for semantic-multimedia retrieval
ACM Transactions on Information Systems (TOIS)
Robust weighted kernel logistic regression in imbalanced and rare events data
Computational Statistics & Data Analysis
Chart mining-based lexical acquisition with precision grammars
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Proceedings of the 2010 conference on Human Language Technologies -- The Baltic Perspective: Proceedings of the Fourth International Conference Baltic HLT 2010
Resolving speculation: MaxEnt cue classification and dependency-based scope rules
CoNLL '10: Shared Task Proceedings of the Fourteenth Conference on Computational Natural Language Learning --- Shared Task
Unsupervised parse selection for HPSG
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Using unknown word techniques to learn known words
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Comparison of different algebras for inducing the temporal structure of texts
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Chinese prosody generation based on C-ToBI representation for text-to-speech
AST/UCMA/ISA/ACN'10 Proceedings of the 2010 international conference on Advances in computer science and information technology
Word sense disambiguation methods
Programming and Computing Software
Acquisition of unknown word paradigms for large-scale grammars
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Cross-lingual induction for deep broad-coverage syntax: a case study on German participles
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Exploiting Semantic Information for HPSG Parse Selection
Research on Language and Computation
Joint bilingual sentiment classification with unlabeled parallel corpora
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
A statistical tree annotator and its applications
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Towards adjusting mobile devices to user's behaviour
MSM'10/MUSE'10 Proceedings of the 2010 international conference on Analysis of social media and ubiquitous data
Cross-Domain Effects on Parse Selection for Precision Grammars
Research on Language and Computation
Maximum entropy named entity recognition for Czech language
TSD'11 Proceedings of the 14th international conference on Text, speech and dialogue
Efficient inference in large conditional random fields
ECML'06 Proceedings of the 17th European conference on Machine Learning
Sufficient dimensionality reduction with irrelevance statistics
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Efficiently inducing features of conditional random fields
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Maximum entropy distribution estimation with generalized regularization
COLT'06 Proceedings of the 19th annual conference on Learning Theory
Content-based mobile spam classification using stylistically motivated features
Pattern Recognition Letters
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Classification with maximum entropy modeling of predictive association rules
ECML'05 Proceedings of the 16th European conference on Machine Learning
Automatic image annotation using maximum entropy model
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Period disambiguation with maxent model
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Regularisation techniques for conditional random fields: parameterised versus parameter-free
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
C-TOBI-Based pitch accent prediction using maximum-entropy model
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part III
Resolving noun phrase coreference in czech
DAARC'11 Proceedings of the 8th international conference on Anaphora Processing and Applications
Syntactic language modeling with formal grammars
Speech Communication
The Latent Maximum Entropy Principle
ACM Transactions on Knowledge Discovery from Data (TKDD)
PROBABILISTIC MODELS FOR FOCUSED WEB CRAWLING
Computational Intelligence
The effects of semantic annotations on precision parse ranking
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
Coupling an annotated corpus and a lexicon for state-of-the-art POS tagging
Language Resources and Evaluation
Named entities in judicial transcriptions: extended conditional random fields
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part I
SEED: a framework for extracting social events from press news
Proceedings of the 22nd international conference on World Wide Web companion
Automatic feature selection for named entity recognition using genetic algorithm
Proceedings of the Fourth Symposium on Information and Communication Technology
Computer Networks: The International Journal of Computer and Telecommunications Networking
Journal of Biomedical Informatics
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Conditional maximum entropy (ME) models provide a general purpose machine learning technique which has been successfully applied to fields as diverse as computer vision and econometrics, and which is used for a wide variety of classification problems in natural language processing. However, the flexibility of ME models is not without cost. While parameter estimation for ME models is conceptually straightforward, in practice ME models for typical natural language tasks are very large, and may well contain many thousands of free parameters. In this paper, we consider a number of algorithms for estimating the parameters of ME models, including iterative scaling, gradient ascent, conjugate gradient, and variable metric methods. Sur-prisingly, the standardly used iterative scaling algorithms perform quite poorly in comparison to the others, and for all of the test problems, a limited-memory variable metric algorithm outperformed the other choices.