Detecting multiple outliers in linear regression using a cluster method combined with graphical visualization
Author
Abstract
Suggested Citation
DOI: 10.1007/s00180-007-0026-3
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- J. C. Gower & G. J. S. Ross, 1969. "Minimum Spanning Trees and Single Linkage Cluster Analysis," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 18(1), pages 54-64, March.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Menjoge, Rajiv S. & Welsch, Roy E., 2010. "A diagnostic method for simultaneous feature selection and outlier identification in linear regression," Computational Statistics & Data Analysis, Elsevier, vol. 54(12), pages 3181-3193, December.
- M. Habshah & M. R. Norazan & A.H.M. Rahmatullah Imon, 2009. "The performance of diagnostic-robust generalized potentials for the identification of multiple high leverage points in linear regression," Journal of Applied Statistics, Taylor & Francis Journals, vol. 36(5), pages 507-520.
- Sung-Soo Kim & Sung Park & W. J. Krzanowski, 2008. "Simultaneous variable selection and outlier identification in linear regression using the mean-shift outlier model," Journal of Applied Statistics, Taylor & Francis Journals, vol. 35(3), pages 283-291.
- Nikolas Kuschnig & Gregor Zens & Jesús Crespo Cuaresma, 2021. "Hidden in Plain Sight: Influential Sets in Linear Models," CESifo Working Paper Series 8981, CESifo.
- Yingli Pan & Zhan Liu & Guangyu Song, 2021. "Outlier detection under a covariate-adjusted exponential regression model with censored data," Computational Statistics, Springer, vol. 36(2), pages 961-976, June.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Beibei Zhang & Rong Chen, 2018. "Nonlinear Time Series Clustering Based on Kolmogorov-Smirnov 2D Statistic," Journal of Classification, Springer;The Classification Society, vol. 35(3), pages 394-421, October.
- Ahuja, Ravindra K., 1956-, 1992. "Applications of network optimization," Working papers 3458-92., Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Tokuda, Eric K. & Comin, Cesar H. & Costa, Luciano da F., 2022. "Revisiting agglomerative clustering," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 585(C).
- Modarres, Reza, 2014. "On the interpoint distances of Bernoulli vectors," Statistics & Probability Letters, Elsevier, vol. 84(C), pages 215-222.
- Kirschstein, Thomas & Liebscher, Steffen & Becker, Claudia, 2013. "Robust estimation of location and scatter by pruning the minimum spanning tree," Journal of Multivariate Analysis, Elsevier, vol. 120(C), pages 173-184.
- M. Raddant & T. Di Matteo, 2023.
"A look at financial dependencies by means of econophysics and financial economics,"
Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 18(4), pages 701-734, October.
- M. Raddant & T. Di Matteo, 2023. "A Look at Financial Dependencies by Means of Econophysics and Financial Economics," Papers 2302.08208, arXiv.org.
- Cheong, Siew Ann & Fornia, Robert Paulo & Lee, Gladys Hui Ting & Kok, Jun Liang & Yim, Woei Shyr & Xu, Danny Yuan & Zhang, Yiting, 2011. "The Japanese economy in crises: A time series segmentation study," Economics Discussion Papers 2011-24, Kiel Institute for the World Economy (IfW Kiel).
- Coletti, Paolo, 2016. "Comparing minimum spanning trees of the Italian stock market using returns and volumes," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 463(C), pages 246-261.
- Jean-Pierre Barthélemy & Bruno Leclerc & Bernard Monjardet, 1986. "On the use of ordered sets in problems of comparison and consensus of classifications," Journal of Classification, Springer;The Classification Society, vol. 3(2), pages 187-224, September.
- Sergio Scippacercola, 2011. "The Factorial Minimum Spanning Tree as a Reference for a Synthetic Index of Complex Phenomena," Journal of Classification, Springer;The Classification Society, vol. 28(1), pages 21-37, April.
- T. Ojasoo & J. C. Doré, 1999. "Citation bias in medical journals," Scientometrics, Springer;Akadémiai Kiadó, vol. 45(1), pages 81-94, May.
- Lawrence Hubert, 1974. "Some applications of graph theory to clustering," Psychometrika, Springer;The Psychometric Society, vol. 39(3), pages 283-309, September.
- Bruno Leclerc, 1995. "Minimum spanning trees for tree metrics: abridgements and adjustments," Journal of Classification, Springer;The Classification Society, vol. 12(2), pages 207-241, September.
- Nenad Mladenovic & Pierre Hansen & Jack Brimberg, 2013. "Sequential clustering with radius and split criteria," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 21(1), pages 95-115, June.
- Zhimei Lei & Kuo-Jui Wu & Li Cui & Ming K Lim, 2018. "A Hybrid Approach to Explore the Risk Dependency Structure among Agribusiness Firms," Sustainability, MDPI, vol. 10(2), pages 1-17, February.
- Raymond, Ben & Hosie, Graham, 2009. "Network-based exploration and visualisation of ecological data," Ecological Modelling, Elsevier, vol. 220(5), pages 673-683.
- Müllner, Daniel, 2013. "fastcluster: Fast Hierarchical, Agglomerative Clustering Routines for R and Python," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 53(i09).
- Giorgio Fagiolo, 2010.
"The international-trade network: gravity equations and topological properties,"
Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 5(1), pages 1-25, June.
- Giorgio Fagiolo, 2009. "The International-Trade Network: Gravity Equations and Topological Properties," LEM Papers Series 2009/08, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
- Giorgio Fagiolo, 2009. "The International-Trade Network: Gravity Equations and Topological Properties," Papers 0908.2086, arXiv.org.
- Unknown, 1996. "Proceedings of a workshop held at Northern Territory University, 6-7 June 1996: Trochus: Status, Hatchery Practice and Nutrition," ACIAR Proceedings Series 135188, Australian Centre for International Agricultural Research.
- Eden, Colin, 2004. "Analyzing cognitive maps to help structure issues or problems," European Journal of Operational Research, Elsevier, vol. 159(3), pages 673-686, December.
More about this item
Keywords
Multiple outliers; Masking; Swamping; Single cluster algorithm; Minimal spanning tree;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:compst:v:22:y:2007:i:1:p:109-119. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.