K-nearest neighbors algorithm (English Wikipedia)

Analysis of information sources in references of the Wikipedia article "K-nearest neighbors algorithm" in English language version.

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archive.org

Mills, Peter (2012-08-09). "Efficient statistical classification of satellite measurements". International Journal of Remote Sensing.

arxiv.org

Hall, Peter; Park, Byeong U.; Samworth, Richard J. (2008). "Choice of neighbor order in nearest-neighbor classification". Annals of Statistics. 36 (5): 2135–2152. arXiv:0810.5276. Bibcode:2008arXiv0810.5276H. doi:10.1214/07-AOS537. S2CID 14059866.
Samworth, Richard J. (2012). "Optimal weighted nearest neighbour classifiers". Annals of Statistics. 40 (5): 2733–2763. arXiv:1101.5783. doi:10.1214/12-AOS1049. S2CID 88511688.

columbia.edu

cs.columbia.edu

Shaw, Blake; Jebara, Tony (2009), "Structure preserving embedding" (PDF), Proceedings of the 26th Annual International Conference on Machine Learning (published June 2009), pp. 1–8, doi:10.1145/1553374.1553494, ISBN 9781605585161, S2CID 8522279

doi.org

Cover, Thomas M.; Hart, Peter E. (1967). "Nearest neighbor pattern classification" (PDF). IEEE Transactions on Information Theory. 13 (1): 21–27. CiteSeerX 10.1.1.68.2616. doi:10.1109/TIT.1967.1053964. S2CID 5246200.
Coomans, Danny; Massart, Desire L. (1982). "Alternative k-nearest neighbour rules in supervised pattern recognition : Part 1. k-Nearest neighbour classification by using alternative voting rules". Analytica Chimica Acta. 136: 15–27. doi:10.1016/S0003-2670(01)95359-0.
Nigsch, Florian; Bender, Andreas; van Buuren, Bernd; Tissen, Jos; Nigsch, Eduard; Mitchell, John B. O. (2006). "Melting point prediction employing k-nearest neighbor algorithms and genetic parameter optimization". Journal of Chemical Information and Modeling. 46 (6): 2412–2422. doi:10.1021/ci060149f. PMID 17125183.
Hall, Peter; Park, Byeong U.; Samworth, Richard J. (2008). "Choice of neighbor order in nearest-neighbor classification". Annals of Statistics. 36 (5): 2135–2152. arXiv:0810.5276. Bibcode:2008arXiv0810.5276H. doi:10.1214/07-AOS537. S2CID 14059866.
Stone, Charles J. (1977). "Consistent nonparametric regression". Annals of Statistics. 5 (4): 595–620. doi:10.1214/aos/1176343886.
Samworth, Richard J. (2012). "Optimal weighted nearest neighbour classifiers". Annals of Statistics. 40 (5): 2733–2763. arXiv:1101.5783. doi:10.1214/12-AOS1049. S2CID 88511688.
Terrell, George R.; Scott, David W. (1992). "Variable kernel density estimation". Annals of Statistics. 20 (3): 1236–1265. doi:10.1214/aos/1176348768.
Toussaint, Godfried T. (April 2005). "Geometric proximity graphs for improving nearest neighbor methods in instance-based learning and data mining". International Journal of Computational Geometry and Applications. 15 (2): 101–150. doi:10.1142/S0218195905001622.
Shaw, Blake; Jebara, Tony (2009), "Structure preserving embedding" (PDF), Proceedings of the 26th Annual International Conference on Machine Learning (published June 2009), pp. 1–8, doi:10.1145/1553374.1553494, ISBN 9781605585161, S2CID 8522279
Bingham, Ella; Mannila, Heikki (2001). "Random projection in dimensionality reduction". Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '01. pp. 245–250. doi:10.1145/502512.502546. ISBN 158113391X. S2CID 1854295.
Bremner, David; Demaine, Erik; Erickson, Jeff; Iacono, John; Langerman, Stefan; Morin, Pat; Toussaint, Godfried T. (2005). "Output-sensitive algorithms for computing nearest-neighbor decision boundaries". Discrete and Computational Geometry. 33 (4): 593–604. doi:10.1007/s00454-004-1152-0.
Hart, Peter E. (1968). "The Condensed Nearest Neighbor Rule". IEEE Transactions on Information Theory. 18: 515–516. doi:10.1109/TIT.1968.1054155.
Ramaswamy, Sridhar; Rastogi, Rajeev; Shim, Kyuseok (2000). "Efficient algorithms for mining outliers from large data sets". Proceedings of the 2000 ACM SIGMOD international conference on Management of data - SIGMOD '00. Proceedings of the 2000 ACM SIGMOD international conference on Management of data – SIGMOD '00. pp. 427–438. doi:10.1145/342009.335437. ISBN 1-58113-217-4.
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.

dtic.mil

apps.dtic.mil

Fix, Evelyn; Hodges, Joseph L. (1951). Discriminatory Analysis. Nonparametric Discrimination: Consistency Properties (PDF) (Report). USAF School of Aviation Medicine, Randolph Field, Texas. Archived (PDF) from the original on September 26, 2020.

harvard.edu

ui.adsabs.harvard.edu

Hall, Peter; Park, Byeong U.; Samworth, Richard J. (2008). "Choice of neighbor order in nearest-neighbor classification". Annals of Statistics. 36 (5): 2135–2152. arXiv:0810.5276. Bibcode:2008arXiv0810.5276H. doi:10.1214/07-AOS537. S2CID 14059866.

le.ac.uk

math.le.ac.uk

Mirkes, Evgeny M.; KNN and Potential Energy: applet, University of Leicester, 2011

mit.edu

ssg.mit.edu

Cover, Thomas M.; Hart, Peter E. (1967). "Nearest neighbor pattern classification" (PDF). IEEE Transactions on Information Theory. 13 (1): 21–27. CiteSeerX 10.1.1.68.2616. doi:10.1109/TIT.1967.1053964. S2CID 5246200.

nih.gov

pubmed.ncbi.nlm.nih.gov

Nigsch, Florian; Bender, Andreas; van Buuren, Bernd; Tissen, Jos; Nigsch, Eduard; Mitchell, John B. O. (2006). "Melting point prediction employing k-nearest neighbor algorithms and genetic parameter optimization". Journal of Chemical Information and Modeling. 46 (6): 2412–2422. doi:10.1021/ci060149f. PMID 17125183.

psu.edu

citeseerx.ist.psu.edu

Cover, Thomas M.; Hart, Peter E. (1967). "Nearest neighbor pattern classification" (PDF). IEEE Transactions on Information Theory. 13 (1): 21–27. CiteSeerX 10.1.1.68.2616. doi:10.1109/TIT.1967.1053964. S2CID 5246200.
Jaskowiak, Pablo A.; Campello, Ricardo J. G. B. (2011). "Comparing Correlation Coefficients as Dissimilarity Measures for Cancer Classification in Gene Expression Data". Brazilian Symposium on Bioinformatics (BSB 2011): 1–8. CiteSeerX 10.1.1.208.993.

semanticscholar.org

api.semanticscholar.org

Cover, Thomas M.; Hart, Peter E. (1967). "Nearest neighbor pattern classification" (PDF). IEEE Transactions on Information Theory. 13 (1): 21–27. CiteSeerX 10.1.1.68.2616. doi:10.1109/TIT.1967.1053964. S2CID 5246200.
Hall, Peter; Park, Byeong U.; Samworth, Richard J. (2008). "Choice of neighbor order in nearest-neighbor classification". Annals of Statistics. 36 (5): 2135–2152. arXiv:0810.5276. Bibcode:2008arXiv0810.5276H. doi:10.1214/07-AOS537. S2CID 14059866.
Samworth, Richard J. (2012). "Optimal weighted nearest neighbour classifiers". Annals of Statistics. 40 (5): 2733–2763. arXiv:1101.5783. doi:10.1214/12-AOS1049. S2CID 88511688.
Shaw, Blake; Jebara, Tony (2009), "Structure preserving embedding" (PDF), Proceedings of the 26th Annual International Conference on Machine Learning (published June 2009), pp. 1–8, doi:10.1145/1553374.1553494, ISBN 9781605585161, S2CID 8522279
Bingham, Ella; Mannila, Heikki (2001). "Random projection in dimensionality reduction". Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '01. pp. 245–250. doi:10.1145/502512.502546. ISBN 158113391X. S2CID 1854295.
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.

web.archive.org

Fix, Evelyn; Hodges, Joseph L. (1951). Discriminatory Analysis. Nonparametric Discrimination: Consistency Properties (PDF) (Report). USAF School of Aviation Medicine, Randolph Field, Texas. Archived (PDF) from the original on September 26, 2020.

wisconsin.edu

minds.wisconsin.edu

Beyer, Kevin; et al. "When is "nearest neighbor" meaningful?" (PDF). Database Theory—ICDT'99. 1999: 217–235.

worldcat.org

Hastie, Trevor. (2001). The elements of statistical learning : data mining, inference, and prediction : with 200 full-color illustrations. Tibshirani, Robert., Friedman, J. H. (Jerome H.). New York: Springer. ISBN 0-387-95284-5. OCLC 46809224.
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.