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» Mining functional dependencies from data
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KDD
2004
ACM
154views Data Mining» more  KDD 2004»
14 years 10 months ago
Diagnosing extrapolation: tree-based density estimation
There has historically been very little concern with extrapolation in Machine Learning, yet extrapolation can be critical to diagnose. Predictor functions are almost always learne...
Giles Hooker
VLDB
2007
ACM
137views Database» more  VLDB 2007»
14 years 10 months ago
Improving Data Quality: Consistency and Accuracy
Two central criteria for data quality are consistency and accuracy. Inconsistencies and errors in a database often emerge as violations of integrity constraints. Given a dirty dat...
Gao Cong, Wenfei Fan, Floris Geerts, Xibei Jia, Sh...
KDD
2007
ACM
153views Data Mining» more  KDD 2007»
14 years 10 months ago
Exploiting duality in summarization with deterministic guarantees
Summarization is an important task in data mining. A major challenge over the past years has been the efficient construction of fixed-space synopses that provide a deterministic q...
Panagiotis Karras, Dimitris Sacharidis, Nikos Mamo...
CAD
2006
Springer
13 years 10 months ago
Parametric interpolation using sampled data
, and of course, you have the option to download any article straight to your desktop, depending on your access rights. Read more about how the TOP 25 is generated and what it refl...
Soon Yong Jeong, Yun Jong Choi, PooGyeon Park
CBMS
2007
IEEE
14 years 4 months ago
Auto-Extraction, Representation and Integration of a Diabetes Ontology Using Bayesian Networks
This paper describes how high level biological knowledge obtained from ontologies such as the Gene Ontology (GO) can be integrated with low level information extracted from a Baye...
Kenneth McGarry, Sheila Garfield, Stefan Wermter