'Statistical relational learning' presentation slideshows

Scalable Statistical Relational Learning for NLP

Scalable Statistical Relational Learning for NLP. William Wang CMU ? UCSB. William Cohen CMU. joint work with: Kathryn Rivard Mazaitis. Modeling Latent Relations. RESCAL (Nickel, Tresp , Kriegel 2011 ICML) Tensor factorization model for relations & entities:. TransE.

510 views • 48 slides

Intelligent Systems (AI-2) Computer Science cpsc422 , Lecture 32 Apr, 2, 2014

Intelligent Systems (AI-2) Computer Science cpsc422 , Lecture 32 Apr, 2, 2014. Slide source: from Pedro Domingos UW . Lecture Overview. Statistical Relational Models ( for us aka Hybrid ) Recap Markov Networks and log-linear models Markov Logic. Statistical Relational Models.

576 views • 44 slides

387 views • 29 slides

Advanced Artificial Intelligence

Advanced Artificial Intelligence. Part II. Statistical NLP. Probabilistic DCGs and SLPs Wolfram Burgard, Luc De Raedt, Bernhard Nebel, Lars Schmidt-Thieme. Many slides taken from Kristian Kersting. Overview. Expressive power of PCFGs, HMMs, BNs still limited

394 views • 27 slides

Probabilistic Databases

Probabilistic Databases. Amol Deshpande, University of Maryland. Overview. V.S. Subrahmanian ProbView, PXML, Temporal Probabilistic Databases, Probabilistic Aggregates Lise Getoor Statistical Relational Learning, Probabilistic Relational Models, Entity Resolution Amol

362 views • 18 slides