Fusion, propagation, and structuring in belief networks
Artificial Intelligence
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations
Using the cosine measure in a neural network for document retrieval
SIGIR '91 Proceedings of the 14th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluation of an inference network-based retrieval model
ACM Transactions on Information Systems (TOIS) - Special issue on research and development in information retrieval
Hypertext and information retrieval: what are the fundamental concepts?
Hypertext: concepts, systems and applications
Information filtering and information retrieval: two sides of the same coin?
Communications of the ACM - Special issue on information filtering
Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Retrieval strategies for hypertext
Information Processing and Management: an International Journal - Special issue on hypertext and information retrieval
Making use of hypertext links when retrieving information
ECHT '92 Proceedings of the ACM conference on Hypertext
Applying Bayesian networks to information retrieval
Communications of the ACM
WordNet: a lexical database for English
Communications of the ACM
Document filtering with inference networks
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Improved algorithms for topic distillation in a hyperlinked environment
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
MailCat: an intelligent assistant for organizing e-mail
Proceedings of the third annual conference on Autonomous Agents
Authoritative sources in a hyperlinked environment
Journal of the ACM (JACM)
Experimentation as a way of life: Okapi at TREC
Information Processing and Management: an International Journal - The sixth text REtrieval conference (TREC-6)
Does “authority” mean quality? predicting expert quality ratings of Web documents
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
A probabilistic model of information retrieval: development and comparative experiments Part 2
Information Processing and Management: an International Journal
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Neural Networks: A Comprehensive Foundation
Neural Networks: A Comprehensive Foundation
The SGML FAQ Book: Understanding the Foundation of HTML and XML
The SGML FAQ Book: Understanding the Foundation of HTML and XML
Information Retrieval and HyperText
Information Retrieval and HyperText
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
Modern Information Retrieval
Http: The Definitive Guide
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
User Modeling for Adaptive News Access
User Modeling and User-Adapted Interaction
Mining the Web's Link Structure
Computer
Computer
Visualization of large category map for internet browsing
Decision Support Systems - Web retrieval and mining
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Information Retrieval on the Web
ESSIR '00 Proceedings of the Third European Summer-School on Lectures on Information Retrieval-Revised Lectures
A New Study on Using HTML Structures to Improve Retrieval
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
A neural probabilistic language model
The Journal of Machine Learning Research
A Neural Network Based Approach to Automated E-Mail Classification
WI '03 Proceedings of the 2003 IEEE/WIC International Conference on Web Intelligence
An indexing model of HTML documents
Proceedings of the 2003 ACM symposium on Applied computing
User Modelling for News Web Sites with Word Sense Based Techniques
User Modeling and User-Adapted Interaction
Anatomy and Empirical Evaluation of an Adaptive Web-Based Information Filtering System
User Modeling and User-Adapted Interaction
The wisdom web: new challenges for web intelligence (WI)
Journal of Intelligent Information Systems - Special issue on web intelligence
Toward better weighting of anchors
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Combining evidence for Web retrieval using the inference network model: an experimental study
Information Processing and Management: an International Journal - Special issue: Bayesian networks and information retrieval
Contextual weighted representations and indexing models for the retrieval of HTML documents
Soft Computing - A Fusion of Foundations, Methodologies and Applications
ACM SIGIR Forum
A novel document retrieval method using the discrete wavelet transform
ACM Transactions on Information Systems (TOIS)
The SMART Retrieval System—Experiments in Automatic Document Processing
The SMART Retrieval System—Experiments in Automatic Document Processing
Evolving local and global weighting schemes in information retrieval
Information Retrieval
Using the structure of HTML documents to improve retrieval
USITS'97 Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Technologies and Systems
Combating web spam with trustrank
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Artificial Intelligence: A Modern Approach
Artificial Intelligence: A Modern Approach
User profiles for personalized information access
The adaptive web
Data mining for web personalization
The adaptive web
Personalized search on the world wide web
The adaptive web
The adaptive web
Content-based recommendation systems
The adaptive web
The adaptive web
The adaptive web
A neural network for text representation
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Item-Based Filtering and Semantic Networks for Personalized Web Content Adaptation in E-Commerce
SETN '08 Proceedings of the 5th Hellenic conference on Artificial Intelligence: Theories, Models and Applications
An ontology-based approach for modelling grid services in the context of e-learning
International Journal of Web and Grid Services
Towards service-oriented recommendation functionalities within pervasive e-learning systems
International Journal of Business Intelligence and Data Mining
User profiles for personalized information access
The adaptive web
Data mining for web personalization
The adaptive web
Personalized search on the world wide web
The adaptive web
The adaptive web
The adaptive web
Open corpus adaptive educational hypermedia
The adaptive web
Semantic web technologies for the adaptive web
The adaptive web
MeSoOnTV: a media and social-driven ontology-based TV knowledge management system
Proceedings of the 24th ACM Conference on Hypertext and Social Media
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A very common issue of adaptive Web-Based systems is the modeling of documents. Such documents represent domain-specific information for a number of purposes. Application areas such as Information Search, Focused Crawling and Content Adaptation (among many others) benefit from several techniques and approaches to model documents effectively. For example, a document usually needs preliminary processing in order to obtain the relevant information in an effective and useful format, so as to be automatically processed by the system. The objective of this chapter is to support other chapters, providing a basic overview of the most common and useful techniques and approaches related with document modeling. This chapter describes high-level techniques to model Web documents, such as the Vector Space Model and a number of AI approaches, such as Semantic Networks, Neural Networks and Bayesian Networks. This chapter is not meant to act as a substitute of more comprehensive discussions about the topics presented. Rather, it provides a brief and informal introduction to the main concepts of document modeling, also focusing on the systems that are presented in the rest of the book as concrete examples of the related concepts.