Editorial: Advice to Machine Learning Authors
Machine Learning
C4.5: programs for machine learning
C4.5: programs for machine learning
Inducing deterministic Prolog parsers from treebanks: a machine learning approach
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
Declarative Bias for Specific-to-General ILP Systems
Machine Learning - Special issue on bias evaluation and selection
A hierarchical approach to wrapper induction
Proceedings of the third annual conference on Autonomous Agents
Learning page-independent heuristics for extracting data from Web pages
WWW '99 Proceedings of the eighth international conference on World Wide Web
Recognizing structure in Web pages using similarity queries
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Regression testing for wrapper maintenance
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Wrapper induction: efficiency and expressiveness
Artificial Intelligence - Special issue on Intelligent internet systems
Advances in Inductive Logic Programming
Advances in Inductive Logic Programming
Hierarchical Wrapper Induction for Semistructured Information Sources
Autonomous Agents and Multi-Agent Systems
ECML '93 Proceedings of the European Conference on Machine Learning
Naive (Bayes) at Forty: The Independence Assumption in Information Retrieval
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Multistrategy Learning for Information Extraction
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Building Light-Weight Wrappers for Legacy Web Data-Sources Using W4F
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
Tabular abstraction, editing, and formatting
Tabular abstraction, editing, and formatting
On Precision and Recall of Multi-Attribute Data Extraction from Semistructured Sources
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Mining data records in Web pages
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
On the complexity of schema inference from web pages in the presence of nullable data attributes
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Liveclassifier: creating hierarchical text classifiers through web corpora
Proceedings of the 13th international conference on World Wide Web
Using the structure of Web sites for automatic segmentation of tables
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Stylistic and lexical co-training for web block classification
Proceedings of the 6th annual ACM international workshop on Web information and data management
Mining Web Pages for Data Records
IEEE Intelligent Systems
Editorial: special issue on web content mining
ACM SIGKDD Explorations Newsletter
Bootstrapping Semantic Annotation for Content-Rich HTML Documents
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Web data extraction based on partial tree alignment
WWW '05 Proceedings of the 14th international conference on World Wide Web
Deriving marketing intelligence from online discussion
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
AutoFeed: an unsupervised learning system for generating webfeeds
Proceedings of the 3rd international conference on Knowledge capture
Unsupervised named-entity extraction from the web: an experimental study
Artificial Intelligence
Adaptive web information extraction
Communications of the ACM - Two decades of the language-action perspective
Adaptive information extraction
ACM Computing Surveys (CSUR)
Interactive wrapper generation with minimal user effort
Proceedings of the 15th international conference on World Wide Web
OntoMiner: Bootstrapping and Populating Ontologies from Domain-Specific Web Sites
IEEE Intelligent Systems
Information extraction from structured documents using k-testable tree automaton inference
Data & Knowledge Engineering
Structured Data Extraction from the Web Based on Partial Tree Alignment
IEEE Transactions on Knowledge and Data Engineering
Adapting Web information extraction knowledge via mining site-invariant and site-dependent features
ACM Transactions on Internet Technology (TOIT)
Combining Information Extraction Systems Using Voting and Stacked Generalization
The Journal of Machine Learning Research
Learning table extraction from examples
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
Transforming arbitrary tables into logical form with TARTAR
Data & Knowledge Engineering
Automatically maintaining wrappers for semi-structured web sources
Data & Knowledge Engineering
AUTOMATIC DOMAIN ONTOLOGY GENERATION FROM WEB SITES
Journal of Integrated Design & Process Science
Towards domain-independent information extraction from web tables
Proceedings of the 16th international conference on World Wide Web
Extracting Web Data Using Instance-Based Learning
World Wide Web
Joint optimization of wrapper generation and template detection
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Corroborate and learn facts from the web
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Schema-Guided Induction of Monadic Queries
ICGI '08 Proceedings of the 9th international colloquium on Grammatical Inference: Algorithms and Applications
Automated Semantic Analysis of Schematic Data
World Wide Web
Data & Knowledge Engineering
Information extraction from syllabi for academic e-Advising
Expert Systems with Applications: An International Journal
Foundations and Trends in Databases
ODE: Ontology-assisted data extraction
ACM Transactions on Database Systems (TODS)
Automatic hidden-web table interpretation, conceptualization, and semantic annotation
Data & Knowledge Engineering
Robust web extraction: an approach based on a probabilistic tree-edit model
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Extraction of named entities from tables in gene mutation literature
BioNLP '09 Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing
Cross Language Information Extraction Knowledge Adaptation
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Methods for domain-independent information extraction from the web: an experimental comparison
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Table extraction using spatial reasoning on the CSS2 visual box model
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Overview of autofeed: an unsupervised learning system for generating webfeeds
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Automatic wrapper generation using tree matching and partial tree alignment
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Enabling Interactive Access to Web Tables
Proceedings of the 13th International Conference on Human-Computer Interaction. Part I: New Trends
Information extraction from web documents based on local unranked tree automaton inference
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Unsupervised named-entity extraction from the Web: An experimental study
Artificial Intelligence
Efficient record-level wrapper induction
Proceedings of the 18th ACM conference on Information and knowledge management
Answering table augmentation queries from unstructured lists on the web
Proceedings of the VLDB Endowment
Harvesting relational tables from lists on the web
Proceedings of the VLDB Endowment
Facilitating wrapper generation with page analysis
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Wrapping of Web Sources with restricted Query Interfaces by Query Tunneling
Electronic Notes in Theoretical Computer Science (ENTCS)
Web Semantics: Science, Services and Agents on the World Wide Web
Extraction of tag tree patterns with contractible variables from irregular semistructured data
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Towards a wrapper-driven ontology-based framework for knowledge extraction
KSEM'07 Proceedings of the 2nd international conference on Knowledge science, engineering and management
Automatic hidden-web table interpretation by sibling page comparison
ER'07 Proceedings of the 26th international conference on Conceptual modeling
Pattern-based semantic tagging for ontology population
SOCASE'08 Proceedings of the 2008 AAMAS international conference on Service-oriented computing: agents, semantics, and engineering
Extracting sequences from the web
ACLShort '10 Proceedings of the ACL 2010 Conference Short Papers
Harvesting relational tables from lists on the web
The VLDB Journal — The International Journal on Very Large Data Bases
Building Mashups by Demonstration
ACM Transactions on the Web (TWEB)
An approach to assess the quality of web pages in the deep web
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
Enabling efficient browsing and manipulation of web tables on smartphone
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: towards mobile and intelligent interaction environments - Volume Part III
Extracting product descriptions from polish e-commerce websites using classification and clustering
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Extract knowledge from semi-structured websites for search task simplification
Proceedings of the 20th ACM international conference on Information and knowledge management
Extracting web data using instance-based learning
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Table detection from plain text using machine learning and document structure
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Specific-Purpose web searches on the basis of structure and contents
Proceedings of the 2005 international conference on Federation over the Web
Information extraction from semi-structured web documents
KSEM'06 Proceedings of the First international conference on Knowledge Science, Engineering and Management
Web scale competitor discovery using mutual information
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Mining frequent trees with node-inclusion constraints
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Empirical study on usefulness of algorithm SACwRApper for reputation extraction from the WWW
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
DART: a data acquisition and repairing tool
EDBT'06 Proceedings of the 2006 international conference on Current Trends in Database Technology
TreeWrapper: automatic data extraction based on tree representation
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Data extraction from web pages based on structural-semantic entropy
Proceedings of the 21st international conference companion on World Wide Web
Information extraction from webpages based on DOM distances
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
Learning to adapt cross language information extraction wrapper
Applied Intelligence
TEX: An efficient and effective unsupervised Web information extractor
Knowledge-Based Systems
A framework for populating ontological models from semi-structured web documents
ER'12 Proceedings of the 31st international conference on Conceptual Modeling
Query induction with schema-guided pruning strategies
The Journal of Machine Learning Research
Locating Discharge Medications in Natural Language Summaries
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
Accelerating Structured Web Crawling without Losing Data
Proceedings of International Conference on Information Integration and Web-based Applications & Services
Scalable and noise tolerant web knowledge extraction for search task simplification
Decision Support Systems
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A program that makes an existing website look like a database is called a wrapper. Wrapper learning is the problem of learning website wrappers from examples. We present a wrapper-learning system called WL2 that can exploit several different representations of a document. Examples of such different representations include DOM-level and token-level representations, as well as two-dimensional geometric views of the rendered page (for tabular data) and representations of the visual appearance of text asm it will be rendered. Additionally, the learning system is modular, and can be easily adapted to new domains and tasks. The learning system described is part of an "industrial-strength" wrapper management system that is in active use at WhizBang Labs. Controlled experiments show that the learner has broader coverage and a faster learning rate than earlier wrapper-learning systems.