See this document in CiteSeerX!

Case Studies in High-Dimensional Classification (1994)  (Make Corrections)  
C. Apte, R. Sasisekharan, V. Seshadri, S.M. Weiss



  Home/Search   Context   Related

 
View or download:
ibm.com/dar/papers...j94_with_cover.pdf
Cached:  PS.gz  PS  PDF   Image  Update  Help

From:  ibm.com/dar/pubs (more)
(Enter author homepages)

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

Abstract: We consider the application of several compute-intensive classification techniques to two significant real-world applications: disk drive manufacturing qualitycontrol and the detection of chronic problems in large scale communication networks. These applications are characterized byvery high dimensions, with hundreds of features or tens of thousands of cases. The results of several learning techniques are compared, including linear discriminants, nearest neighbor methods, decision rules, ... (Update)

Similar documents (at the sentence level):
43.3%:   Predicting Defects in Disk Drive Manufacturing: A Case.. - Apte, Weiss, Grout (1993)   (Correct)

Active bibliography (related documents):   More   All
0.3:   Use of a Multi-Layer Perceptron to Predict.. - Verrelst, Moreau, .. (1997)   (Correct)
0.1:   Data Mining: Research Trends, Challenges, and Applications - Deogun, Raghavan, Sarkar.. (1997)   (Correct)
0.1:   Data Mining: Trends In Research And Development - Deogun, Raghavan, Sarkar, Sever (1996)   (Correct)

System load high. Please wait...
Timeout. Please try your query later.
Similar documents based on text:   More   All
0.2:   An Extension of Seshadri's Identities for Brownian Motion - Raouf Ghomrasni And (2002)   (Correct)
0.2:   A Phenomenological Study Of Chronic Nonmalignant Pain - Gliniecki (1995)   (Correct)
0.2:   Chapter 4: Hepatitis B - Craig Shapiro Md   (Correct)

BibTeX entry:   (Update)

@misc{ apte-case,
  author = "C. Apte and R. Sasisekharan and V. Seshadri and S.M. Weiss",
  title = "Case Studies in High-Dimensional Classification",
  url = "citeseer.ist.psu.edu/apte94case.html" }
Citations (may not include all citations):
2133   Pattern Classification and Scene Analysis (context) - Duda, Hart - 1973
1262   Classification and Regression Trees (context) - Breiman, Friedman et al. - 1984
291   Computer Systems That Learn (context) - Weiss, Kulikowski - 1991
233   The CN2 Induction Algorithm - Clark, Niblett - 1989
101   Explorations in Parallel DistributedProcessing (context) - McClelland, Rumelhart - 1989
83   Generating Production Rules From Decision Trees (context) - Quinlan - 1987
73   The Multi-Purpose Incremental Learning System AQ15 and its T.. (context) - Michalski, Mozetic et al. - 1986
69   Statistical Aspects of Neural Networks (context) - Ripley - 1992
44   Classification Algorithms (context) - James - 1985
30   Learning DNF by Decision Trees (context) - Pagallo - 1989
15   Reduced Complexity Rule Induction (context) - Weiss, Indurkhya - 1991
12   TCS: A Shell for Content-Based Text Categorization (context) - Hayes, Andersen et al. - 1990
12   and Information Retrieval (context) - Stanfill, Waltz et al. - 1992
9   SPOTLIGHT: A Data Explanation System (context) - Anand, Kahn - 1992
3   Beyond Normality: The Predictive Value and Efficiency of Med.. (context) - Galen, Gambino - 1975
1   SCOUT: An Approachto Automate Diagnoses of Faults in Large S.. (context) - Sasisekharan, Hsu et al. - 1993

Documents on the same site (http://www.research.ibm.com/dar/pubs.html):   More
R-MINI: An Iterative Approach for Generating Minimal Rules from.. - Hong (1997)   (Correct)
Analysis of Regularized Linear Functions for Classification Problems - Zhang (1999)   (Correct)
Predicting Equity Returns from Securities Data - Apte, Hong (1995)   (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