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» Working Models for Uncertain Data
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129
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KDD
2012
ACM
202views Data Mining» more  KDD 2012»
13 years 3 months ago
UFIMT: an uncertain frequent itemset mining toolbox
In recent years, mining frequent itemsets over uncertain data has attracted much attention in the data mining community. Unlike the corresponding problem in deterministic data, th...
Yongxin Tong, Lei Chen 0002, Philip S. Yu
ATAL
2007
Springer
15 years 7 months ago
Market-driven agents with uncertain and dynamic outside options
One of the most crucial criterion in automated negotiation is how to reach a consensus agreement for all negotiators under any negotiation environment. Currently, most negotiation...
Fenghui Ren, Kwang Mong Sim, Minjie Zhang
89
Voted
EOR
2006
94views more  EOR 2006»
15 years 23 days ago
Portfolio rebalancing model with transaction costs based on fuzzy decision theory
The fuzzy set is one of the powerful tools used to describe an uncertain environment. As well as quantifying any potential return and risk, portfolio liquidity is taken into accou...
Yong Fang, K. K. Lai, Shouyang Wang
94
Voted
ICML
2007
IEEE
16 years 1 months ago
Percentile optimization in uncertain Markov decision processes with application to efficient exploration
Markov decision processes are an effective tool in modeling decision-making in uncertain dynamic environments. Since the parameters of these models are typically estimated from da...
Erick Delage, Shie Mannor
97
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CSDA
2007
75views more  CSDA 2007»
15 years 22 days ago
Robust counterparts of errors-in-variables problems
Of interest here are linear data fitting problems with uncertain data which lie in a given uncertainty set. A robust counterpart of such a problem may be interpreted as the probl...
G. A. Watson