Johannes Fürnkranz  Home/Search
Context
Related
Links: DBLP | ai.univie.ac.at/pa...efaitr9701.ps.Z ai.univie.ac.at/pa...faitr9701.ps.gz Cached: PS.gz PS PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
Image Update HelpPS.gz PS PDF From: ai.univie.ac.at/~juffi/publica... (more) From: ai.univie.ac.at/oe...reports1997 (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: Windowing has been proposed as a procedure for efficient memory use in the ID3 decision tree learning algorithm. However, previous work has shown that windowing may often lead to a decrease in performance. In this work, we try to argue that separate-and-conquer rule learning algorithms are more appropriate for windowing than divide-and-conquer algorithms, because they learn rules independently and are less susceptible to changes in class distributions. In particular, we will present a new... (Update)
Similar documents (at the sentence level):
57.3%: More Efficient Windowing - Fürnkranz (1997) (Correct)
17.8%: Integrative Windowing - Fürnkranz (1998) (Correct)
8.9%: Noise-Tolerant Windowing - Fürnkranz (Correct)
Active bibliography (related documents): More All
0.2: Dimensionality Reduction in ILP: A Call To Arms - Fürnkranz (Correct)
0.1: An Extensible Meta-Learning Approach for Scalable and Accurate.. - Chan (1996) (Correct)
0.1: Toward Scalable and Parallel Inductive Learning: A Case Study in.. - Chan (1994) (Correct)
Similar documents based on text: More All
0.6: Inductive Rule Learning for Data and Web Mining - Fürnkranz (Correct)
0.3: Windowing versus Best Tiling for Wavelet Image Compression - Lee (1999) (Correct)
0.3: A High Assurance Window System Prototype - Epstein, McHugh, Orman, Pascale, .. (1994) (Correct)
BibTeX entry: (Update)
Johannes Furnkranz. More efficient windowing. In Proceedings of the 14th National Conference on Artificial Intelligence (AAAI-97), Providence, RI, 1997. AAAI Press. In press. http://citeseer.ist.psu.edu/60863.html More
@misc{ furnkranz97more,
author = "J. Furnkranz",
title = "More efficient windowing",
text = "Johannes Furnkranz. More efficient windowing. In Proceedings of the 14th
National Conference on Artificial Intelligence (AAAI-97), Providence, RI,
1997. AAAI Press. In press.",
year = "1997",
url = "citeseer.ist.psu.edu/60863.html" }
Citations (may not include all citations):2177 Programs for Machine Learning (context) - Quinlan - 1993
492 Learning logical definitions from relations (context) - Quinlan - 1990 ACM DBLP
248 Fast effective rule induction - Cohen - 1995 DBLP
163 Learning efficient classification procedures and their appli.. (context) - Quinlan - 1983
75 Heterogeneous uncertainty sampling for supervised learning - Lewis, Catlett - 1994
47 Megainduction: A test flight (context) - Catlett - 1991 DBLP
46 From data mining to knowledge discovery in databases - Fayyad, Piatetsky-Shapiro et al. - 1996 DBLP
44 An experimental comparison of human and machine learning for.. - Muggleton, Bain et al. - 1989 DBLP
33 Incremental Reduced Error Pruning (context) - Furnkranz, Widmer - 1994 DBLP
13 Separate-and-conquer rule learning - Furnkranz - 1996 ACM DBLP
10 Sampling strategies and learning efficiency in text categori.. - Yang - 1996
9 Experiments on the costs and benefits of windowing in ID3 (context) - Wirth, Catlett - 1988 DBLP
Documents on the same site (http://www.ai.univie.ac.at/~juffi/publications/): More
A Tight Integration of Pruning and Learning (Extended Abstract) - Fürnkranz (Correct)
More Efficient Windowing - Fürnkranz (1997) (Correct)
Fossil: A Robust Relational Learner - Fürnkranz (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