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ICFP
2003
ACM
14 years 8 months ago
An extension of HM(X) with bounded existential and universal data-types
We propose a conservative extension of HM(X), a generic constraint-based type inference framework, with bounded existential (a.k.a. abstract) and universal (a.k.a. polymorphic) da...
Vincent Simonet
ICML
2009
IEEE
14 years 9 months ago
Convex variational Bayesian inference for large scale generalized linear models
We show how variational Bayesian inference can be implemented for very large generalized linear models. Our relaxation is proven to be a convex problem for any log-concave model. ...
Hannes Nickisch, Matthias W. Seeger
ESOP
2010
Springer
14 years 5 months ago
Amortized Resource Analysis with Polynomial Potential - A Static Inference of Polynomial Bounds for Functional Programs
In 2003, Hofmann and Jost introduced a type system that uses a potential-based amortized analysis to infer bounds on the resource consumption of (first-order) functional programs. ...
Jan Hoffmann and Martin Hofmann
MICAI
2007
Springer
14 years 2 months ago
Optimizing Inference in Bayesian Networks and Semiring Valuation Algebras
Previous work on context-specific independence in Bayesian networks is driven by a common goal, namely to represent the conditional probability tables in a most compact way. In th...
Michael Wachter, Rolf Haenni, Marc Pouly
VMCAI
2004
Springer
14 years 1 months ago
Automatic Inference of Class Invariants
Abstract. We present a generic framework for the automatic and modular inference of sound class invariants for class-based object oriented languages. The idea is to derive a sound ...
Francesco Logozzo