Notice: This Wiki is now read only and edits are no longer possible. Please see: https://gitlab.eclipse.org/eclipsefdn/helpdesk/-/wikis/Wiki-shutdown-plan for the plan.
References for KDD work
Some important references for Data-driven Analysis of Nuclear Simulation Data. For a more comprehensive list, please visit the bibliography of the published work on "Knowledge Discovery for Nuclear Reactor Simulation Data".
Research Papers
- Efficient algorithms for mining outliers from large data sets http://delivery.acm.org/10.1145/34000.../p427-ramaswamy.pdf?ip=128.219.49.13&acc=ACTIVE%20SERVICE&CFID=187949940&CFTOKEN=26392576&acm=1351603535_5fa4e0fbe85b940c14ecab8e9a668695.
- On-line Monitoring for improving performance of Nuclear Power Plants http://www-pub.iaea.org/MTCD/publicat.../Pub1323_web.pdf.
- LOF: Local Outlier Factor http://www.dbs.ifi.lmu.de/Publikation.../LOF.pdf.
- Outlier Detection by Active Learning http://delivery.acm.org/10.1145/11600.../p504-abe.pdf?ip=128.219.49.13&acc=ACTIVE%20SERVICE&CFID=187949940&CF
- On Estimation of a Probability Density Function and Mode http://projecteuclid.org/DPubS/Reposi.../1177704472
- Anomaly Detection: A Survey http://delivery.acm.org/10.1145/15500.../a15-chandola.pdf?ip=128.219.49.13&acc=ACTIVE%20SERVICE&CFID=187949940&CFTOKEN=26392576&acm=1352303119_2444e6229cfc560eff2a04d04e01a48b
- Parzen-Window Network Intrusion Detectors http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1047476...
- Anomaly Detection in Large Graphs http://www.cs.cmu.edu/~lakoglu/pubs/oddball_TR.pdf...
- MAFIA (Maximal Frequent Itemset Mining)http://www.cs.cornell.edu/johannes/pa.../icde2001-mafia.pdf
- Neighborhood Formation and Anomaly Detection in Bipartite Graphs http://www.cs.cmu.edu/afs/cs.cmu.edu/.../icdm05.pdf
- Anomaly Detection Applet http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1467713...
Books/Book Chapters
- kmeans algorithm http://nlp.stanford.edu/IR-book/html/.../k-means-1.html#sec:kmeans
- Scoring Term, Weighting, vector space model http://nlp.stanford.edu/IR-book/pdf/06vect.pdf...
- Data Mining Book http://www-users.cs.umn.edu/~kumar/dm.../index.php
- Mining Massive Datasets http://i.stanford.edu/~ullman/mmds/booka.pdf...
- Dimensionality Reduction http://www.stat.cmu.edu/~cshalizi/490.../pca-handout.pdf
Tutorials
- [<http://www.autonlab.org/tutorials/ Data Mining / Machine Learning Tutorial]
- Kernel Density Estimate
- MAFIA (Maximal Frequent Itemset Mining)