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JMLR
2006
89views more  JMLR 2006»
15 years 2 months ago
Lower Bounds and Aggregation in Density Estimation
In this paper we prove the optimality of an aggregation procedure. We prove lower bounds for aggregation of model selection type of M density estimators for the Kullback-Leibler d...
Guillaume Lecué
CNSR
2007
IEEE
158views Communications» more  CNSR 2007»
15 years 4 months ago
Bounding the Information Collection Performance of Wireless Sensor Network Routing
Wireless sensor networks have mainly been designed for information-collecting purposes, such as habitat monitoring, product process tracing, battlefield surveillance, etc. In orde...
Qinghua Wang, Tingting Zhang, Stefan Pettersson
110
Voted
ICML
2005
IEEE
16 years 2 months ago
Error bounds for correlation clustering
This paper presents a learning theoretical analysis of correlation clustering (Bansal et al., 2002). In particular, we give bounds on the error with which correlation clustering r...
Thorsten Joachims, John E. Hopcroft
NIPS
1998
15 years 3 months ago
Maximum Conditional Likelihood via Bound Maximization and the CEM Algorithm
We present the CEM (Conditional Expectation Maximization) algorithm as an extension of the EM (Expectation Maximization) algorithm to conditional density estimation under missing ...
Tony Jebara, Alex Pentland
106
Voted
CORR
2007
Springer
137views Education» more  CORR 2007»
15 years 2 months ago
Bounds on the Network Coding Capacity for Wireless Random Networks
— Recently, it has been shown that the max flow capacity can be achieved in a multicast network using network coding. In this paper, we propose and analyze a more realistic mode...
Salah A. Aly, Vishal Kapoor, Jie Meng, Andreas Kla...