Parameter optimized, vertical, nearest-neighbor-vote and boundary-based classification

Authors:
William Perrizo;Amal Perera
Affiliations:
North Dakota State University, Fargo, ND;North Dakota State University, Fargo, ND
Venue:
ACM SIGKDD Explorations Newsletter
Year:
2006

Citing 15
Cited 0

A Weighted Nearest Neighbor Algorithm for Learning with Symbolic Features

Machine Learning
Pattern classification with genetic algorithms

Pattern Recognition Letters - Special issue on genetic algorithms
Feature Selection: Evaluation, Application, and Small Sample Performance

IEEE Transactions on Pattern Analysis and Machine Intelligence
Turbo-charging vertical mining of large databases

SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
The P-tree algebra

Proceedings of the 2002 ACM symposium on Applied computing
Genetic Algorithms in Search, Optimization and Machine Learning

Genetic Algorithms in Search, Optimization and Machine Learning
Further Research on Feature Selection and Classification Using Genetic Algorithms

Proceedings of the 5th International Conference on Genetic Algorithms
k-nearest Neighbor Classification on Spatial Data Streams Using P-trees

PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Association Rule Mining on Remotely Sensed Images Using P-trees

PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
P-tree classification of yeast gene deletion data

ACM SIGKDD Explorations Newsletter
Fast vertical mining using diffsets

Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
An optimized approach for KNN text categorization using P-trees

Proceedings of the 2004 ACM symposium on Applied computing
DataMIME™

SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
SMART-TV: a fast and scalable nearest neighbor based classifier for data mining

Proceedings of the 2006 ACM symposium on Applied computing
Dimensionality reduction using genetic algorithms

IEEE Transactions on Evolutionary Computation

Quantified Score

Hi-index	0.00

Visualization

Abstract

In this paper, we describe a reliable high performance classification system that includes a Nearest Neighbor Vote based classification and a Local Decision Boundary based classification combined with an evolutionary algorithm for parameter optimization and a vertical data structure (Predicate Tree or P-tree1 for processing efficiency.