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- Matthew Richardson, Pedro M. Domingos
- Machine Learning
- 2006
We propose a simple approach to combining first-order logic and probabilistic graphical models in a single representation. A Markov logic network (MLN) is a first-order knowledge base with a weight… (More)
- Pedro M. Domingos, Geoff Hulten
- KDD
- 2000
Many organizations today have more than very large databases; they have databases that grow without limit at a rate of several million records per day. Mining these continuous data streams brings… (More)
- Pedro M. Domingos, Matthew Richardson
- KDD
- 2001
One of the major applications of data mining is in helping companies determine which potential customers to market to. If the expected profit from a customer is greater than the cost of marketing to… (More)
- Pedro M. Domingos, Michael J. Pazzani
- Machine Learning
- 1997
The simple Bayesian classifier is known to be optimal when attributes are independent given the class, but the question of whether other sufficient conditions for its optimality exist has so far not… (More)
- Pedro M. Domingos
- KDD
- 1999
Research in machine learning, statistics and related fields has produced a wide variety of algorithms for classification. However, most of these algorithms assume that all errors have the same cost,… (More)
- Geoff Hulten, Laurie Spencer, Pedro M. Domingos
- KDD
- 2001
Most statistical and machine-learning algorithms assume that the data is a random sample drawn from a stationary distribution. Unfortunately, most of the large databases available for mining today… (More)
- Matthew Richardson, Pedro M. Domingos
- KDD
- 2002
Viral marketing takes advantage of networks of influence among customers to inexpensively achieve large changes in behavior. Our research seeks to put it on a firmer footing by mining these networks… (More)
Ontologies play a prominent role on the Semantic Web. They make possible the widespread publication of machine understandable data, opening myriad opportunities for automated information processing.… (More)
- Matthew Richardson, Rakesh Agrawal, Pedro M. Domingos
- International Semantic Web Conference
- 2003
Though research on the Semantic Web has progressed at a steady pace, its promise has yet to be realized. One major difficulty is that, by its very nature, the Semantic Web is a large, uncensored… (More)
- Pedro M. Domingos, Daniel Lowd
- Markov Logic: An Interface Layer for Artificial…
- 2009
markov logic an interface layer for artificial markov logic an interface layer for artificial shinichi tsukada in size 22 syyjdjbook.buncivy yumina ooba in size 24 ajfy7sbook.ztoroy okimi in size 15… (More)