Andreas L. Prodromidis, Salvatore Stolfo  Home/Search
Context Related
| columbia.edu/~andre...cucs01499.ps.gz columbia.edu/~libra...cucs01499.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: columbia.edu/~andr...publications (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: Inductive learning and classification techniques have been applied in many problems in diverse areas. In this paper we describe an AI-based approach that combines inductive learning algorithms and meta-learning methods as a means to compute accurate classification models for detecting electronic fraud. Inductive learning algorithms are used to compute detectors of anomalous or errant behavior over inherently distributed data sets and meta-learning methods integrate their collective... (Update)
Context of citations to this paper: More
.... fraud detectors with extensive results (TP FP spread and cost model) from the mining of these credit card data sets can be found in [31]. 4.1 Computing Base Classifiers The first step involves the training of the base classifiers. We split each data set in 12 subsets...
...aggregate. For a binary classification problem, for example, where each classifier C i with weight 4 Andreas L. Prodromidis and Salvatore J. Stolfo w i casts a 0 vote for class y 1 and a 1 vote for class y 2 , the aggregate is given by: S(x) # K i=1 w i C i (x) # K i=1 w i...
Cited by: More
Designing Intrusion Detection Systems: Architectures.. - Mukkamala, Sung, Abraham (Correct)
Distributed Data Mining Systems - Prodromidis (1999) (Correct)
Intrusion Detection: A Bibliography - Mé, Michel (2001) (Correct)
Similar documents (at the sentence level): More
14.4%: A Comparative Evaluation of Meta-Learning Strategies over.. - Prodromidis, Stolfo (1999) (Correct)
13.0%: Effective and Efficient Pruning of Meta-Classifiers in a.. - Prodromidis, Stolfo (1999) (Correct)
7.2%: Cost-based Modeling for Fraud and Intrusion Detection.. - Stolfo, Fan, Lee (Correct)
Active bibliography (related documents): More All
0.0: Data Driven Formant Synthesis - Högberg (1997) (Correct)
0.0: The Living Machine Initiative - Weng (1996) (Correct)
0.0: Tuning Search Algorithms for Real-World Applications: A.. - Bartz-Beielstein, Markon (2004) (Correct)
Similar documents based on text: More All
0.5: Unsupervised Profiling Methods for Fraud Detection - Bolton, Hand (Correct)
0.4: Credit Card Fraud Detection Using Bayesian and Neural.. - Maes, Tuyls.. (Correct)
0.3: Distributed Data Mining in Credit Card Fraud Detection - Chan, Fan, Prodromidis.. (1999) (Correct)
Related documents from co-citation: More All
7: Stacked Generalization - Wolpert - 1992
6: Jam: Java agents for meta-learning over distributed databases - Stolfo, Prodromidis et al. - 1997
6: Meta-learning for multistrategy and parallel learning (context) - Chan, Stolfo - 1993
BibTeX entry: (Update)
A. L. Prodromidis and S. J. Stolfo. Agent-based distributed learning applied to fraud detection. In Sixteenth National Conference on Artificial Intelligence. Submitted for publication. http://citeseer.ist.psu.edu/prodromidis99agentbased.html More
@misc{ prodromidis-agentbased,
author = "A. Prodromidis and S. Stolfo",
title = "Agent-based distributed learning applied to fraud detection",
text = "A. L. Prodromidis and S. J. Stolfo. Agent-based distributed learning applied
to fraud detection. In Sixteenth National Conference on Artificial Intelligence.
Submitted for publication.",
url = "citeseer.ist.psu.edu/prodromidis99agentbased.html" }
Citations (may not include all citations):1262 Classification and Regression Trees (context) - Breiman, Friedman et al. - 1984
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://www.cs.columbia.edu/~andreas/publications/publications.html): More
Extensible Resource Management For Cluster Computing - Islam, Prodromidis.. (1996) (Correct)
A Comparative Evaluation of Meta-Learning Strategies over.. - Prodromidis, Stolfo (1999) (Correct)
JAM: Java Agents for Meta-Learning over Distributed.. - Stolfo, Prodromidis.. (1997) (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