See this document in CiteSeerX!

A Combination of Unsupervised and Supervised Classication Techniques for Surface Identication  (Make Corrections)  
Using Color Information E. Lazkano, B. Sierra, I. Ra, I. Zarauz and I....



  Home/Search   Context   Related

 
View or download:
sc.ehu.es/ccwrobot...1combination.ps.gz
Cached:  PS.gz  PS  PDF   Image  Update  Help

From:  sc.ehu.es/ccwrobot...publications (more)
(Enter author homepages)

Rate this article: (best)
  Comment on this article  
(Enter summary)

Abstract: This paper presents an attempt to use color pixel segmentation for mobile robot navigation and localization. Because of the wide variety of colors that are present in a general semistructured environment, rst a nonsupervised color partition is made. Two unsupervised learning paradigms are tried, evaluated and compared: a Self Organizing Map (SOM) and Forgy's clustering algorithm. In order to obtain a robust classication valid for dierent lighting conditions, we also try dierent... (Update)

Similar documents based on text:
0.0:   Unknown -   (Correct)

BibTeX entry:   (Update)

@misc{ information-combination,
  author = "Using Color Information",
  title = "A Combination of Unsupervised and Supervised Classication Techniques for
    Surface Identication",
  url = "citeseer.ist.psu.edu/765407.html" }
Citations (may not include all citations):
1359   Induction of Decision Trees (context) - Quinlan - 1986
976   Machine Learning (context) - Mitchell - 1997
233   The CN2 Induction Algorithm - Clark, Nibblet - 1989
74   Specialization of Perceptual Processes - Ian - 1994
24   a Machine Learning Library in C (context) - Kohavi, Sommer et al. - 1997
22   Neural and Statistical Classication (context) - Michie, Spiegelhalter et al. - 1994
7   Scaling up the Accuracy of Naive-Bayes Classiers: a Decisio.. (context) - Kohavi - 1996
7   The Image Processing Handbook 2nd Edition (context) - Russ - 1995
6   Machine Learning Approaches for Image Analysis: recognition .. (context) - Sierra, Lazkano et al. - 2001
5   Cluster Analysis of Multivariate Data: Eciency versus Inter.. (context) - Forgy - 1965
4   the optimal number of clusters in histogram clustering Jahre.. (context) - Buchmann, Held
4   Cross-validation Choice and Assesment of Statistical Procedu.. (context) - Stone - 1974
3   Instance Based Learning Algorithms Machine Learning (context) - Aha, Kibler et al. - 1991
3   A Mathematical Theory of Communication Bell Systems Technica.. (context) - Shannon - 1949
2   Veri simple classication rules perform well on most commonl.. (context) - Holte - 1993

[Article contains additional citations not shown here]

Documents on the same site (http://www.sc.ehu.es/ccwrobot/publications.html):   More
Adapting the Point of View for Behavior-based Navigation - Ardaiz, Astigarraga..   (Correct)
Iterated Probabilistic Weighted k-Nearest Neighbor Algorithm - Martinez-Otzeta, Sierra   (Correct)
Natural Landmark Based Navigation - Lazkano, Astigarraga, Sierra.. (2004)   (Correct)

Online articles have much greater impact   More about CiteSeer.IST   Add search form to your site   Submit documents   Feedback  

CiteSeer.IST - Copyright Penn State and NEC