✦ LIBER ✦

Feature selection using tabu search method

✍ Scribed by Hongbin Zhang; Guangyu Sun

Publisher: Elsevier Science
Year: 2002
Tongue: English
Weight: 236 KB
Volume: 35
Category: Article
ISSN: 0031-3203
DOI: 10.1016/s0031-3203(01)00046-2

No coin nor oath required. For personal study only.

✦ Synopsis

Selecting an optimal subset from original large feature set in the design of pattern classi"er is an important and di$cult problem. In this paper, we use tabu search to solve this feature selection problem and compare it with classic algorithms, such as sequential methods, branch and bound method, etc., and most other suboptimal methods proposed recently, such as genetic algorithm and sequential forward (backward) #oating search methods. Based on the results of experiments, tabu search is shown to be a promising tool for feature selection in respect of the quality of obtained feature subset and computation e$ciency. The e!ects of parameters in tabu search are also analyzed by experiments.

📜 SIMILAR VOLUMES

Simultaneous feature selection and featu

Simultaneous feature selection and feature weighting using Hybrid Tabu Search/K-nearest neighbor classifier

✍ Muhammad Atif Tahir; Ahmed Bouridane; Fatih Kurugollu 📂 Article 📅 2007 🏛 Elsevier Science 🌐 English ⚖ 594 KB

Feature selection using tabu search with

Feature selection using tabu search with long-term memories and probabilistic neural networks

✍ Yong Wang; Lin Li; Jun Ni; Shuhong Huang 📂 Article 📅 2009 🏛 Elsevier Science 🌐 English ⚖ 894 KB

Wavelength selection with Tabu Search

✍ J. A. Hageman; M. Streppel; R. Wehrens; L. M. C. Buydens 📂 Article 📅 2003 🏛 John Wiley and Sons 🌐 English ⚖ 274 KB

## Abstract This paper introduces Tabu Search in analytical chemistry by applying it to wavelength selection. Tabu Search is a deterministic global optimization technique loosely based on concepts from artificial intelligence. Wavelength selection is a method which can be used for improving the qua

A VLSI placement method using Tabu searc

A VLSI placement method using Tabu search

✍ L. Song; A. Vannelli 📂 Article 📅 1992 🏛 Elsevier Science 🌐 English ⚖ 486 KB

A multilevel tabu search algorithm for t

A multilevel tabu search algorithm for the feature selection problem in biomedical data

✍ Idowu O. Oduntan; Michel Toulouse; Richard Baumgartner; Christopher Bowman; Ray 📂 Article 📅 2008 🏛 Elsevier Science 🌐 English ⚖ 817 KB

The automated analysis of patients' biomedical data can be used to derive diagnostic and prognostic inferences about the observed patients. Many noninvasive techniques for acquiring biomedical samples generate data that are characterized by a large number of distinct attributes (i.e., features) and

Cell formation using tabu search

✍ Dake Sun; Li Lin; Rajan Batta 📂 Article 📅 1995 🏛 Elsevier Science 🌐 English ⚖ 773 KB