{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T16:45:43Z","timestamp":1762015543033},"publisher-location":"Berlin, Heidelberg","reference-count":35,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642229213"},{"type":"electronic","value":"9783642229220"}],"license":[{"start":{"date-parts":[[2011,1,1]],"date-time":"2011-01-01T00:00:00Z","timestamp":1293840000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2011]]},"DOI":"10.1007\/978-3-642-22922-0_4","type":"book-chapter","created":{"date-parts":[[2011,8,20]],"date-time":"2011-08-20T09:39:14Z","timestamp":1313833154000},"page":"39-55","source":"Crossref","is-referenced-by-count":11,"title":["Comparing Predictive Power in Climate Data: Clustering Matters"],"prefix":"10.1007","author":[{"given":"Karsten","family":"Steinhaeuser","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nitesh V.","family":"Chawla","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Auroop R.","family":"Ganguly","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"issue":"13","key":"4_CR1","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1093\/bioinformatics\/btm212","volume":"23","author":"S. Asur","year":"2007","unstructured":"Asur, S., Ucar, D., Parthasarathy, S.: An ensemble framework for clustering protein-protein interaction graphs. Bioinformatics\u00a023(13), 29\u201340 (2007)","journal-title":"Bioinformatics"},{"key":"4_CR2","first-page":"1","volume":"7","author":"J. Dem\u0161ar","year":"2006","unstructured":"Dem\u0161ar, J.: Statistical Comparisons of Classifiers over Multiple Data Sets. Mach. Learn. Res.\u00a07, 1\u201330 (2006)","journal-title":"Mach. Learn. Res."},{"key":"4_CR3","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1140\/epjst\/e2009-01098-2","volume":"174","author":"J.F. Donges","year":"2009","unstructured":"Donges, J.F., Zou, Y., Marwan, N., Kurths, J.: Complex networks in climate dynamics. Eur. Phs. J. Special Topics\u00a0174, 157\u2013179 (2009)","journal-title":"Eur. Phs. J. Special Topics"},{"issue":"6","key":"4_CR4","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1145\/367766.368168","volume":"5","author":"R.W. Floyd","year":"1962","unstructured":"Floyd, R.W.: Algorithm 97: Shortest Path. Comm. ACM\u00a05(6), 345 (1962)","journal-title":"Comm. ACM"},{"issue":"11","key":"4_CR5","doi-asserted-by":"publisher","first-page":"2103","DOI":"10.1175\/1520-0442(1993)006<2103:CZOTCU>2.0.CO;2","volume":"6","author":"R.G. Fovell","year":"1993","unstructured":"Fovell, R.G., Fovell, M.-Y.C.: Climate Zones of the Conterminous United States Defined Using Cluster Analysis. J. Climate\u00a06(11), 2103\u20132135 (1993)","journal-title":"J. Climate"},{"key":"4_CR6","doi-asserted-by":"publisher","first-page":"611","DOI":"10.1198\/016214502760047131","volume":"92","author":"C. Fraley","year":"2002","unstructured":"Fraley, C., Raftery, A.E.: Model-based clustering, discriminant analysis, and density estimation. J. Am. Stat. Assoc.\u00a092, 611\u2013631 (2002)","journal-title":"J. Am. Stat. Assoc."},{"key":"4_CR7","volume-title":"Teleconnections linking worldwide climate anomalies: scientific basis and societal impact","author":"M.H. Glantz","year":"1991","unstructured":"Glantz, M.H., Katz, R.W., Nicholls, N.: Teleconnections linking worldwide climate anomalies: scientific basis and societal impact. Cambridge University Press, Cambridge (1991)"},{"issue":"22","key":"4_CR8","doi-asserted-by":"publisher","first-page":"7794","DOI":"10.1073\/pnas.0407994102","volume":"102","author":"R. Guimer\u00e1","year":"2005","unstructured":"Guimer\u00e1, R., Mossa, S., Turtschi, A., Amaral, L.A.N.: The worldwide air transportation network: Anomalous centrality, community structure, and cities\u2019 global roles. Proc. Nat. Acad. Sci. USA\u00a0102(22), 7794\u20137799 (2005)","journal-title":"Proc. Nat. Acad. Sci. USA"},{"key":"4_CR9","unstructured":"Hall, M.A., Smith, L.A.: Feature Selection for Machine Learning: Comparing a Correlation-based Filter Approach to the Wrapper. In: Int\u2019l Florida AI Research Society Conf., pp. 235\u2013239 (1999)"},{"key":"4_CR10","first-page":"1","volume-title":"Spatial Clustering in Data Mining: A Survey","author":"J. Han","year":"2001","unstructured":"Han, J., Kamber, M., Tung, A.K.H.: Spatial Clustering in Data Mining: A Survey, pp. 1\u201329. Taylor and Francis, Abington (2001)"},{"issue":"4","key":"4_CR11","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1109\/5992.774837","volume":"1","author":"W.W. Hargrove","year":"1999","unstructured":"Hargrove, W.W., Hoffman, F.M.: Using Multivariate Clustering to Characterize Ecoregion Borders. Comput. Sci. Eng.\u00a01(4), 18\u201325 (1999)","journal-title":"Comput. Sci. Eng."},{"key":"4_CR12","doi-asserted-by":"publisher","first-page":"100","DOI":"10.2307\/2346830","volume":"28","author":"J.A. Hartigan","year":"1979","unstructured":"Hartigan, J.A., Wong, M.A.: Algorithm AS 136: A K-means clustering algorithm. Applied Statistics\u00a0(28), 100\u2013108 (1979)","journal-title":"Applied Statistics"},{"issue":"3","key":"4_CR13","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1145\/331499.331504","volume":"31","author":"A.K. Jain","year":"1999","unstructured":"Jain, A.K., Murty, N.N., Flynn, P.J.: Data clustering: A Review. ACM Computing Surveys\u00a031(3), 264\u2013323 (1999)","journal-title":"ACM Computing Surveys"},{"issue":"3","key":"4_CR14","doi-asserted-by":"publisher","first-page":"437","DOI":"10.1175\/1520-0477(1996)077<0437:TNYRP>2.0.CO;2","volume":"77","author":"E. Kalnay","year":"1996","unstructured":"Kalnay, E., et al.: The NCEP\/NCAR 40-Year Reanalysis Project. BAMS\u00a077(3), 437\u2013470 (1996)","journal-title":"BAMS"},{"key":"4_CR15","doi-asserted-by":"publisher","DOI":"10.1002\/9780470316801","volume-title":"Finding Groups in Data: An Introduction to Clustering Analysis","author":"L. Kaufman","year":"1990","unstructured":"Kaufman, L., Rousseeuw, P.J.: Finding Groups in Data: An Introduction to Clustering Analysis. Wiley, Chichester (1990)"},{"issue":"6-7","key":"4_CR16","doi-asserted-by":"publisher","first-page":"1303","DOI":"10.1080\/014311600210191","volume":"21","author":"T.R. Loveland","year":"2000","unstructured":"Loveland, T.R., et al.: Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data. Int. J. Remote Sensing\u00a021(6-7), 1303\u20131330 (2000)","journal-title":"Int. J. Remote Sensing"},{"key":"4_CR17","unstructured":"Ng, A.Y., Jordan, M.I., Weiss, Y.: On Spectral Clustering: Analysis and an algorithm. In: Advances in Neural Information Processing Systems, pp. 849\u2013856 (2001)"},{"issue":"2","key":"4_CR18","doi-asserted-by":"publisher","first-page":"191","DOI":"10.7155\/jgaa.00124","volume":"10","author":"P. Pons","year":"2006","unstructured":"Pons, P., Latapy, M.: Computing communities in large networks using random walks. J. Graph Alg. App.\u00a010(2), 191\u2013218 (2006)","journal-title":"J. Graph Alg. App."},{"key":"4_CR19","unstructured":"Race, C., Steinbach, M., Ganguly, A.R., Semazzi, F., Kumar, V.: A Knowledge Discovery Strategy for Relating Sea Surface Temperatures to Frequencies of Tropical Storms and Generating Predictions of Hurricanes Under 21st-century Global Warming Scenarios. In: NASA Conf. on Intelligent Data Understanding, Mountain View, CA (2010)"},{"key":"4_CR20","doi-asserted-by":"publisher","first-page":"2161","DOI":"10.1175\/1520-0493(1987)115<2161:AEOTTS>2.0.CO;2","volume":"115","author":"C.F. Ropelewski","year":"1987","unstructured":"Ropelewski, C.F., Jones, P.D.: An Extension of the Tahiti-Darwin Southern Oscillation Index. Mon. Weather Rev.\u00a0115, 2161\u20132165 (1987)","journal-title":"Mon. Weather Rev."},{"issue":"16","key":"4_CR21","doi-asserted-by":"publisher","first-page":"8847","DOI":"10.1073\/pnas.0808904106","volume":"106","author":"A. Serrano","year":"2009","unstructured":"Serrano, A., Boguna, M., Vespignani, A.: Extracting the multiscale backbone of complex weighted networks. PNAS\u00a0106(16), 8847\u20138852 (2009)","journal-title":"PNAS"},{"key":"4_CR22","unstructured":"Steinbach, M., Karypis, G., Kumar, V.: A Comparison of Document Clustering Techniques. In: ACM SIGKDD Workshop on Text Mining (2000)"},{"key":"4_CR23","doi-asserted-by":"crossref","unstructured":"Steinbach, M., Tan, P.-N., Kumar, V., Klooster, S., Potter, C.: Discovery of Climate Indices using Clustering. In: ACM SIGKDD Conf. on Knowledge Discovery and Data Mining, pp. 446\u2013455 (2003)","DOI":"10.1145\/956750.956801"},{"key":"4_CR24","unstructured":"Steinhaeuser, K., Chawla, N.V., Ganguly, A.R.: Complex Networks as a Unified Framework for Descriptive Analysis and Predictive Modeling in Climate. Technical Report TR-2010-07. University of Notre Dame (2010)"},{"key":"4_CR25","unstructured":"Steinhaeuser, K., Chawla, N.V., Ganguly, A.R.: Complex Networks in Climate Science: Progress, Opportunities and Challenges. In: NASA Conf. on Intelligent Data Understanding, Mountain View, CA (2010)"},{"issue":"1","key":"4_CR26","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1145\/1882471.1882476","volume":"12","author":"K. Steinhaeuser","year":"2010","unstructured":"Steinhaeuser, K., Chawla, N.V., Ganguly, A.R.: An Exploration of Climate Data Using Complex Networks. ACM SIGKDD Explorations\u00a012(1), 25\u201332 (2010)","journal-title":"ACM SIGKDD Explorations"},{"key":"4_CR27","doi-asserted-by":"publisher","first-page":"497","DOI":"10.1016\/j.physa.2003.10.045","volume":"333","author":"A.A. Tsonis","year":"2004","unstructured":"Tsonis, A.A., Roebber, P.J.: The architecture of the climate network. Physica A\u00a0333, 497\u2013504 (2004)","journal-title":"Physica A"},{"issue":"5","key":"4_CR28","doi-asserted-by":"publisher","first-page":"585","DOI":"10.1175\/BAMS-87-5-585","volume":"87","author":"A.A. Tsonis","year":"2006","unstructured":"Tsonis, A.A., Swanson, K.L., Roebber, P.J.: What Do Networks Have to Do with Climate? BAMS\u00a087(5), 585\u2013595 (2006)","journal-title":"BAMS"},{"key":"4_CR29","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511815478","volume-title":"Social Network Analysis: Methods and Applications","author":"S. Wasserman","year":"1994","unstructured":"Wasserman, S., Faust, K.: Social Network Analysis: Methods and Applications. Cambridge University Press, Cambridge (1994)"},{"key":"4_CR30","doi-asserted-by":"publisher","first-page":"440","DOI":"10.1038\/30918","volume":"393","author":"D.J. Watts","year":"1998","unstructured":"Watts, D.J., Strogatz, S.H.: Collective dynamics of \u2018small-world\u2019 networks. Nature\u00a0393, 440\u2013442 (1998)","journal-title":"Nature"},{"issue":"11","key":"4_CR31","doi-asserted-by":"publisher","first-page":"1101","DOI":"10.1109\/34.244673","volume":"15","author":"Z. Wu","year":"1993","unstructured":"Wu, Z., Leahy, R.: An optimal graph theoretic approach to data clustering: Theory and its application to image segmentation. IEEE T. Pattern Anal.\u00a015(11), 1101\u20131113 (1993)","journal-title":"IEEE T. Pattern Anal."},{"issue":"22","key":"4_CR32","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1103\/PhysRevLett.100.228501","volume":"100","author":"K. Yamasaki","year":"2008","unstructured":"Yamasaki, K., Gozolchiani, A., Havlin, S.: Climate Networks around the Globe are Significantly Affected by El Ni\u00f1o. Phys. Rev. Lett.\u00a0100(22), 157\u2013179 (2008)","journal-title":"Phys. Rev. Lett."},{"key":"4_CR33","unstructured":"http:\/\/cdiac.ornl.gov\/climate\/indices\/indices_table.html"},{"key":"4_CR34","unstructured":"http:\/\/www.cdc.noaa.gov\/data\/gridded\/data.ncep.reanalysis.html"},{"key":"4_CR35","unstructured":"http:\/\/www.cgd.ucar.edu\/cas\/catalog\/climind\/"}],"container-title":["Lecture Notes in Computer Science","Advances in Spatial and Temporal Databases"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-22922-0_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,3,31]],"date-time":"2019-03-31T19:03:02Z","timestamp":1554058982000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-22922-0_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011]]},"ISBN":["9783642229213","9783642229220"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-22922-0_4","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2011]]}}}