Publications
Ph.D. Thesis
Journal Papers
Book Chapters
Conference Papers
- Cost-based Modeling for Fraud and
Intrusion Detection: Results from the JAM project
Salvatore J. Stolfo, W. Fan, Wenke Lee, Andreas L. Prodromidis
and Philip Chan
DARPA Information Survivability Conference and Exposition,
IEEE Computer Press, 2000
- Minimal Cost Complexity Pruning
of Meta-Classifiers
Andreas L. Prodromidis and Salvatore J. Stolfo
Sixteenth National Conference on Artificial Intelligence (AAAI-99),
page 979, Orlando Florida, July 1999 (extended abstract)
- Pruning Meta-Classifiers in
a Distributed Data Mining System
Andreas L. Prodromidis, Salvatore J. Stolfo.
First National Conference in New Information Technologies (NIT'98).
Athens, Greece, October 1998
- Mining databases with different
schemas: Integrating incompatible classifiers.
Andreas L. Prodromidis, Salvatore J. Stolfo.
Fourth International Conference in Knowledge Discovery and
Data Mining (KDD'98).
New York City, New York, August 1998
- JAM: Java Agent for Meta Learning
Over Distributed Databases
Salvatore Stolfo, Andreas L. Prodromidis, Shelley Tselepis,
Wenke Lee, Wei Fan, Philip Chan.
Third International Conference in Knowledge Discovery and
Data Mining (KDD'97).
Newport Beach, California, August 1997
(Runner-up best applications paper).
- Extensible Resource Management for
Cluster Computing"
Nayeem Islam, Andreas Prodromidis, Mark Squillante, Liana Fong,
Ajei Gopal.
Seventeenth International Conference on Distriputing Computing
Systems (ICDCS'97).
Baltimore Maryland, May 1997
- Extensible Resource Scheduling for
Parallel Scientific Applications"
Nayeem Islam, Andreas Prodromidis, Mark Squillante, Ajei Gopal,
Liana Fong.
Eighth SIAM Conference on Parallel Processing for Scientific Computing,
(PP'97)
Minneapolis, Minnesota, March 1997
Workshop Papers
- Cost Complexity Pruning of Ensemble
Classifiers
Andreas L. Prodromidis and Salvatore J. Stolfo
Distributed and Parallel Knowledge Discovery Workshop, Sixth
International Conference in Knowledge Discovery and Data Mining
(SIGKDD'00)
Boston MA, August 2000
- A Comparative Evaluation of
Meta-Learning Strategies over Large and Distributed Data Sets
Andreas L. Prodromidis and Salvatore J. Stolfo
Sixteenth International Conference on Machine Learning (ICML-99),
Workshop on Meta-Learning, pages 18-27, Bled Slovenia, June 1999
- Pruning Meta Classifiers in a
Distributed Data Mining System
Andreas Prodromidis, Salvatore Stolfo.
Distributed Data Mining Workshop, Fourth International Conference in
Knowledge Discovery and Data Mining (KDD'98).
New York City, New
York, August 1998 (preliminary version of the NIT'98 paper).
- JAM: Java Agent for Meta Learning Over
Distributed Databases
Salvatore Stolfo, Andreas L. Prodromidis, Shelley Tselepis, Wenke Lee,
Wei Fan and Philip Chan.
AAAI'97 Workshop on AI Approaches to Fraud Detection and Risk
Management, Providence, Rhode Island, July 1997
(preliminary version of the KDD'97 paper).
- Credit Card Fraud Detection Using
Meta-Learning: Issues and Initial Results
Salvatore Stolfo, Wei Fan, Wenke Lee, Andreas Prodromidis, Philip
Chan.
AAAI Workshop on AI Approaches to Fraud Detection and Risk
Management.
Providence, Phode Island, July 1997
- Dynamic Partitioning in Different
Distributed Memory Environments
Nayeem Islam, Andreas Prodromidis, Mark Squillante.
IEEE IPPS/SPDP'96 Second Workshop on Job Scheduling Strategies for
Parallel Processing.
Hawaii, April 1996.
Other Publications
- Distributed Data Mining:
The JAM system architecture
Andreas L. Prodromidis, Salvatore J. Stolfo, Shelley Tselepis,
Terrance Truta, Jeffrey Sherwin and David Kalina
Technical Report, CUCS-007-01
- Agent-based Distributed
Learning Applied to Fraud Detection
Andreas L. Prodromidis and Salvatore J. Stolfo,
Technical Report, CUCS-014-99
- Effective and Efficient Pruning
of Meta-Classifiers in a Distributed Data Mining System
Andreas L. Prodromidis, Salvatore J. Stolfo, Philip K. Chan.
- On The Management of Distributed
Learning Agents
Andreas Prodromidis. PhD thesis proposal. CUCS-032-97 (1997)
- "A Mechanism for Combining Data Analysis Algorithms
with Databases on the Internet"
Sheikh Hidayatullah, Nayeem Islam, Andreas Prodromidis, Vineet Singh.
IBM, RC 20713 (1996)
- "Extensible Resource Management for Cluster Computing"
Nayeem Islam, Andreas Prodromidis, Mark Squillante,
Liana Fong, Ajei Gopal.
IBM, RC 20526 (1996)
- "A design pattern for adaptive systems",
Nayeem Islam and Andreas Prodromidis
Technical Report, Columbia University, Computer Science
Department, CUCS-039-95, 1995.
- BS/MS Thesis: "Methodology and tools for the automated
description of telecommunication systems",
Andreas Prodromidis, National Technical University of Athens (June 1993)
- "SHAPE: The Complete Reference",
Andreas Prodromidis, Panayiotis Heliotis, Sophia Kontaxaki,
Intrasoft Corp, Athens, (May 1993).