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» Induction in Noisy Domains
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AAAI
1996
15 years 1 months ago
Generation of Attributes for Learning Algorithms
Inductive algorithms rely strongly on their representational biases, Constructive induction can mitigate representational inadequacies. This paper introduces the notion of a relat...
Yuh-Jyh Hu, Dennis F. Kibler
PAKDD
2004
ACM
94views Data Mining» more  PAKDD 2004»
15 years 5 months ago
Towards Optimizing Conjunctive Inductive Queries
Inductive queries are queries to an inductive database that generate a set of patterns in a data mining context. Inductive querying poses new challenges to database and data mining...
Johannes Fischer, Luc De Raedt
FLAIRS
2004
15 years 1 months ago
Inducing Fuzzy Decision Trees in Non-Deterministic Domains using CHAID
Most decision tree induction methods used for extracting knowledge in classification problems are unable to deal with uncertainties embedded within the data, associated with human...
Jay Fowdar, Zuhair Bandar, Keeley A. Crockett
IJCAI
1989
15 years 26 days ago
Induction in an Abstraction Space: A Form of Constructive Induction
N IN AN ABSTRACTION SPACE: A Form of Constructive Induction George Drastal and Gabor Czako Siemens Research and Technology Laboratories 755 College Rd Princeton, NJ 08540 We repor...
George Drastal, Gabor Czako, Stan Raatz
NIPS
2004
15 years 1 months ago
Resolving Perceptual Aliasing In The Presence Of Noisy Sensors
Agents learning to act in a partially observable domain may need to overcome the problem of perceptual aliasing
Guy Shani, Ronen I. Brafman