Local outlier factor (English Wikipedia)

Analysis of information sources in references of the Wikipedia article "Local outlier factor" in English language version.

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10doi.org

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4semanticscholar.org

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3lmu.de

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2worldcat.org

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2psu.edu

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1web.archive.org

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1siam.org

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doi.org

Breunig, M. M.; Kriegel, H.-P.; Ng, R. T.; Sander, J. (2000). LOF: Identifying Density-based Local Outliers (PDF). Proceedings of the 2000 ACM SIGMOD International Conference on Management of Data. SIGMOD. pp. 93–104. doi:10.1145/335191.335388. ISBN 1-58113-217-4.
Breunig, M. M.; Kriegel, H.-P.; Ng, R. T.; Sander, J. R. (1999). "OPTICS-OF: Identifying Local Outliers" (PDF). Principles of Data Mining and Knowledge Discovery. Lecture Notes in Computer Science. Vol. 1704. pp. 262–270. doi:10.1007/978-3-540-48247-5_28. ISBN 978-3-540-66490-1.
Schubert, E.; Zimek, A.; Kriegel, H. -P. (2012). "Local outlier detection reconsidered: A generalized view on locality with applications to spatial, video, and network outlier detection". Data Mining and Knowledge Discovery. 28: 190–237. doi:10.1007/s10618-012-0300-z. S2CID 19036098.
Lazarevic, A.; Ozgur, A.; Ertoz, L.; Srivastava, J.; Kumar, V. (2003). "A Comparative Study of Anomaly Detection Schemes in Network Intrusion Detection" (PDF). Proceedings of the 2003 SIAM International Conference on Data Mining. pp. 25–36. doi:10.1137/1.9781611972733.3. ISBN 978-0-89871-545-3. Archived from the original (PDF) on 2013-07-17. Retrieved 2010-05-14.
Campos, Guilherme O.; Zimek, Arthur; Sander, Jörg; Campello, Ricardo J. G. B.; Micenková, Barbora; Schubert, Erich; Assent, Ira; Houle, Michael E. (2016). "On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study". Data Mining and Knowledge Discovery. 30 (4): 891–927. doi:10.1007/s10618-015-0444-8. ISSN 1384-5810. S2CID 1952214.
Lazarevic, A.; Kumar, V. (2005). "Feature bagging for outlier detection". Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining. pp. 157–166. doi:10.1145/1081870.1081891. ISBN 159593135X. S2CID 2054204.
Zimek, A.; Campello, R. J. G. B.; Sander, J. R. (2014). "Ensembles for unsupervised outlier detection". ACM SIGKDD Explorations Newsletter. 15: 11–22. doi:10.1145/2594473.2594476. S2CID 8065347.
Kriegel, H.-P.; Kröger, P.; Schubert, E.; Zimek, A. (2009). LoOP: Local Outlier Probabilities (PDF). Proceedings of the 18th ACM Conference on Information and Knowledge Management. CIKM '09. pp. 1649–1652. doi:10.1145/1645953.1646195. ISBN 978-1-60558-512-3.
Kriegel, H. P.; Kröger, P.; Schubert, E.; Zimek, A. (2011). Interpreting and Unifying Outlier Scores. Proceedings of the 2011 SIAM International Conference on Data Mining. pp. 13–24. CiteSeerX 10.1.1.232.2719. doi:10.1137/1.9781611972818.2. ISBN 978-0-89871-992-5.
Schubert, E.; Wojdanowski, R.; Zimek, A.; Kriegel, H. P. (2012). On Evaluation of Outlier Rankings and Outlier Scores. Proceedings of the 2012 SIAM International Conference on Data Mining. pp. 1047–1058. CiteSeerX 10.1.1.300.7205. doi:10.1137/1.9781611972825.90. ISBN 978-1-61197-232-0.

lmu.de

dbs.ifi.lmu.de

Breunig, M. M.; Kriegel, H.-P.; Ng, R. T.; Sander, J. (2000). LOF: Identifying Density-based Local Outliers (PDF). Proceedings of the 2000 ACM SIGMOD International Conference on Management of Data. SIGMOD. pp. 93–104. doi:10.1145/335191.335388. ISBN 1-58113-217-4.
Breunig, M. M.; Kriegel, H.-P.; Ng, R. T.; Sander, J. R. (1999). "OPTICS-OF: Identifying Local Outliers" (PDF). Principles of Data Mining and Knowledge Discovery. Lecture Notes in Computer Science. Vol. 1704. pp. 262–270. doi:10.1007/978-3-540-48247-5_28. ISBN 978-3-540-66490-1.
Kriegel, H.-P.; Kröger, P.; Schubert, E.; Zimek, A. (2009). LoOP: Local Outlier Probabilities (PDF). Proceedings of the 18th ACM Conference on Information and Knowledge Management. CIKM '09. pp. 1649–1652. doi:10.1145/1645953.1646195. ISBN 978-1-60558-512-3.

psu.edu

citeseerx.ist.psu.edu

Kriegel, H. P.; Kröger, P.; Schubert, E.; Zimek, A. (2011). Interpreting and Unifying Outlier Scores. Proceedings of the 2011 SIAM International Conference on Data Mining. pp. 13–24. CiteSeerX 10.1.1.232.2719. doi:10.1137/1.9781611972818.2. ISBN 978-0-89871-992-5.
Schubert, E.; Wojdanowski, R.; Zimek, A.; Kriegel, H. P. (2012). On Evaluation of Outlier Rankings and Outlier Scores. Proceedings of the 2012 SIAM International Conference on Data Mining. pp. 1047–1058. CiteSeerX 10.1.1.300.7205. doi:10.1137/1.9781611972825.90. ISBN 978-1-61197-232-0.

semanticscholar.org

api.semanticscholar.org

Schubert, E.; Zimek, A.; Kriegel, H. -P. (2012). "Local outlier detection reconsidered: A generalized view on locality with applications to spatial, video, and network outlier detection". Data Mining and Knowledge Discovery. 28: 190–237. doi:10.1007/s10618-012-0300-z. S2CID 19036098.
Campos, Guilherme O.; Zimek, Arthur; Sander, Jörg; Campello, Ricardo J. G. B.; Micenková, Barbora; Schubert, Erich; Assent, Ira; Houle, Michael E. (2016). "On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study". Data Mining and Knowledge Discovery. 30 (4): 891–927. doi:10.1007/s10618-015-0444-8. ISSN 1384-5810. S2CID 1952214.
Lazarevic, A.; Kumar, V. (2005). "Feature bagging for outlier detection". Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining. pp. 157–166. doi:10.1145/1081870.1081891. ISBN 159593135X. S2CID 2054204.
Zimek, A.; Campello, R. J. G. B.; Sander, J. R. (2014). "Ensembles for unsupervised outlier detection". ACM SIGKDD Explorations Newsletter. 15: 11–22. doi:10.1145/2594473.2594476. S2CID 8065347.

siam.org

Lazarevic, A.; Ozgur, A.; Ertoz, L.; Srivastava, J.; Kumar, V. (2003). "A Comparative Study of Anomaly Detection Schemes in Network Intrusion Detection" (PDF). Proceedings of the 2003 SIAM International Conference on Data Mining. pp. 25–36. doi:10.1137/1.9781611972733.3. ISBN 978-0-89871-545-3. Archived from the original (PDF) on 2013-07-17. Retrieved 2010-05-14.

web.archive.org

Lazarevic, A.; Ozgur, A.; Ertoz, L.; Srivastava, J.; Kumar, V. (2003). "A Comparative Study of Anomaly Detection Schemes in Network Intrusion Detection" (PDF). Proceedings of the 2003 SIAM International Conference on Data Mining. pp. 25–36. doi:10.1137/1.9781611972733.3. ISBN 978-0-89871-545-3. Archived from the original (PDF) on 2013-07-17. Retrieved 2010-05-14.

worldcat.org

search.worldcat.org

Alpaydin, Ethem (2020). Introduction to machine learning (Fourth ed.). Cambridge, Massachusetts. ISBN 978-0-262-04379-3. OCLC 1108782604.{{cite book}}: CS1 maint: location missing publisher (link)
Campos, Guilherme O.; Zimek, Arthur; Sander, Jörg; Campello, Ricardo J. G. B.; Micenková, Barbora; Schubert, Erich; Assent, Ira; Houle, Michael E. (2016). "On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study". Data Mining and Knowledge Discovery. 30 (4): 891–927. doi:10.1007/s10618-015-0444-8. ISSN 1384-5810. S2CID 1952214.