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CCS
2009
ACM
15 years 11 months ago
A framework for quantitative security analysis of machine learning
We propose a framework for quantitative security analysis of machine learning methods. Key issus of this framework are a formal specification of the deployed learning model and a...
Pavel Laskov, Marius Kloft
TPHOL
2009
IEEE
15 years 11 months ago
Formal Analysis of Optical Waveguides in HOL
Optical systems are becoming increasingly important as they tend to resolve many bottlenecks in the present age communications and electronics. Some common examples include their u...
Osman Hasan, Sanaz Khan Afshar, Sofiène Tah...
GECCO
2007
Springer
147views Optimization» more  GECCO 2007»
15 years 11 months ago
Exact analysis of the sampling distribution for the canonical particle swarm optimiser and its convergence during stagnation
Several theoretical analyses of the dynamics of particle swarms have been offered in the literature over the last decade. Virtually all rely on substantial simplifications, incl...
Riccardo Poli, David S. Broomhead
ILP
2007
Springer
15 years 11 months ago
Bias/Variance Analysis for Relational Domains
Bias/variance analysis is a useful tool for investigating the performance of machine learning algorithms. Conventional analysis decomposes loss into errors due to aspects of the le...
Jennifer Neville, David Jensen
147
Voted
AOSE
2005
Springer
15 years 10 months ago
Formalisation and Analysis of the Temporal Dynamics of Conditioning
In order to create adaptive Agent Systems with abilities matching those of their biological counterparts, a natural approach is to incorporate classical conditioning mechanisms int...
Tibor Bosse, Catholijn M. Jonker, Sander A. Los, L...