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IJCAI
2001
14 years 11 months ago
Probabilistic Classification and Clustering in Relational Data
Supervised and unsupervised learning methods have traditionally focused on data consisting of independent instances of a single type. However, many real-world domains are best des...
Benjamin Taskar, Eran Segal, Daphne Koller
QEST
2005
IEEE
15 years 3 months ago
Comparative Analysis of Bisimulation Relations on Alternating and Non-Alternating Probabilistic Models
We consider bisimulation and weak bisimulation relations in the context of the Labeled Markov Chains of Hansson and Jonsson, the Concurrent Labeled Markov Chains of Philippou, Lee...
Roberto Segala, Andrea Turrini
60
Voted
ENTCS
2008
89views more  ENTCS 2008»
14 years 10 months ago
Relational Analysis and Precision via Probabilistic Abstract Interpretation
istic Abstract Interpretation Alessandra Di Pierro1 Pascal Sotin2 Herbert Wiklicky3 Within the context of a quantitative generalisation of the well established framework of Abstra...
Alessandra Di Pierro, Pascal Sotin, Herbert Wiklic...
95
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BMCBI
2007
146views more  BMCBI 2007»
14 years 10 months ago
PubMed related articles: a probabilistic topic-based model for content similarity
Background: We present a probabilistic topic-based model for content similarity called pmra that underlies the related article search feature in PubMed. Whether or not a document ...
Jimmy J. Lin, W. John Wilbur
DAGSTUHL
2007
14 years 11 months ago
Learning Probabilistic Relational Dynamics for Multiple Tasks
The ways in which an agent’s actions affect the world can often be modeled compactly using a set of relational probabilistic planning rules. This paper addresses the problem of ...
Ashwin Deshpande, Brian Milch, Luke S. Zettlemoyer...