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CORR
2007
Springer
107views Education» more  CORR 2007»
15 years 6 months ago
Functional Multi-Layer Perceptron: a Nonlinear Tool for Functional Data Analysis
In this paper, we study a natural extension of Multi-Layer Perceptrons (MLP) to functional inputs. We show that fundamental results for classical MLP can be extended to functional...
Fabrice Rossi, Brieuc Conan-Guez
FLAIRS
2006
15 years 8 months ago
Explicating Semantic Relations in Non-Monotonic Theories to Facilitate Validation Analysis
The inherent vagueness and ambiguity of non-monotonic reasoning makes it impossible to formulate detailed specifications to validate KBS performance by using traditional test-case...
Neli Zlatareva
ML
2008
ACM
15 years 6 months ago
A bias/variance decomposition for models using collective inference
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
201
Voted
CIVR
2010
Springer
254views Image Analysis» more  CIVR 2010»
15 years 11 months ago
Video scene analysis of interactions between humans and vehicles using event context
In this paper, we present a methodology to estimate a detailed state of a video scene involving multiple humans and vehicles. In order to annotate and retrieve videos containing a...
M. S. Ryoo, Jong Taek Lee, Jake K. Aggarwal
ASPLOS
2011
ACM
14 years 10 months ago
S2E: a platform for in-vivo multi-path analysis of software systems
This paper presents S2E, a platform for analyzing the properties and behavior of software systems. We demonstrate S2E’s use in developing practical tools for comprehensive perfo...
Vitaly Chipounov, Volodymyr Kuznetsov, George Cand...