Class Presentation notes information:

• notes on in-class presentation
  • in-class presentation

• information retrieval & vector space model
  • retrieval strategies - vector space model
  • IR models - vector space model
  • generalized vector space model
  • document ranking and the vector space model
  • IR models - vector space model2
  • NLP - vector space model
  • vector space model for automatic indexing
  • term weighting problem
  • vector space model for automatic indexing
  • introduction to the vector space mode
  • vector space model from wikipedia

• text classification
  • text classification from labelled & unlabelled documents
  • chapter 16 from Manning's book
  • evaluating kernel performance in multiCategory hypertext classification
  • Text Categorization with Support VectorMachines
  • text classification using string kernels
  • text classification
  • text classification tutorial
  • text classification

• parser evaluation
  • parser evaluation
  • evaluation of broad-coverage natural-language parsers
  • framework and resources for NL parser evaluation
  • parser evaluation and the BNC
  • formalism-independent parser evaluation with CCG and DepBank
  • treebank annotation schemes and parser evaluation for German
  • parser evaluation: a survey and a new proposal
  • CNG classification
  • HPSG-based annotation scheme for corpora development and parsing evaluation
  • constructing a parser evaluation scheme
  • automatic parser evaluation
  • parser evaluation

• probabilistic modeling and joint probability model
  • the probabilistic model
  • conditional random fields
  • advanced language modeling approaches
  • probabilistic models in information retrieval
  • probabilistic retrieval
  • foundations of probabilistic modelling
  • probabilistic modelling
  • joint distribution model

• fully independent model and naive Bayes model
  • model selection
  • A comparison of event models for naive Bayes text classifcation
  • improving text classifcation by shrinkage in a hierarchy of classes
  • discriminative probabilistic models for relational data
  • learning limited dependence Bayesian classifiers
  • fully independent model
  • naive Bayes model

• n-gram model
  • n-gram author profiles
  • 01342667.pdf
  • aaac.pdf
  • d07-1045.pdf
  • daltrec05spam.pdf
  • fulltext.pdf
  • ijcai09-252.pdf
  • n03-1020.pdf
  • nlp16.pdf
  • pacling05a.pdf
  • pst04.pdf

• hidden Markov model
• hmm word alignment in statistical translation
• hmm_tutorial.pdf
• hmm14.pdf
• nlp17.pdf

• Bayesian networks
  • Bayesian networks - independencies & inference
  • bayesnet09.pdf
  • bayesstruct05.pdf
  • bn.pdf
  • gaussbc12.pdf
  • naive02.pdf
  • nlp18.pdf
  • prob18.pdf
  • shortbayes03.pdf
  • tr-95-06.pdf

• Probabilistic parsing
  • probabilistic parsing
  • probabilistic parsing and psychological plausibility
  • probabilistic parsing
  • detecting grammatical errors using probabilistic parsing
  • probabilistic context-free-grammars
  • probabilistic parsing strategies
  • accurate unlexicalized parsing
  • probabilistic parsers on he web