{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,5]],"date-time":"2024-09-05T00:44:48Z","timestamp":1725497088670},"publisher-location":"Berlin, Heidelberg","reference-count":22,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540772255"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/978-3-540-77226-2_68","type":"book-chapter","created":{"date-parts":[[2007,12,6]],"date-time":"2007-12-06T14:55:58Z","timestamp":1196952958000},"page":"673-683","source":"Crossref","is-referenced-by-count":4,"title":["Stop Wasting Time: On Predicting the Success or Failure of Learning for Industrial Applications"],"prefix":"10.1007","author":[{"given":"J. E.","family":"Smith","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"M. A.","family":"Tahir","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"68_CR1","unstructured":"Kohavi, R., Wolpert, D.H.: Bias Plus Variance Decomposition for Zero-One Loss Functions. In: Proceedings of the 13th International Conference on Machine Learning (1996)"},{"key":"68_CR2","unstructured":"Brian, D., Webb, G.I.: On the effect of data set size on bias and variance in classification learning. In: Proceedings of the 4th Australian Knowledge Acquisition Workshop, pp. 117\u2013128 (1999)"},{"key":"68_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1162\/neco.1992.4.1.1","volume":"4","author":"S. Geman","year":"1995","unstructured":"Geman, S., Bienenstock, E., Doursat, R.: Neural Networks and the bias\/variance dilemma. Neural Computation\u00a04, 1\u201348 (1995)","journal-title":"Neural Computation"},{"key":"68_CR4","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"779","DOI":"10.1007\/11494669_95","volume-title":"Computational Intelligence and Bioinspired Systems","author":"J.J. Rodriguez","year":"2005","unstructured":"Rodriguez, J.J., Alonso, C.J., Prieto, O.J.: Bias and Variance of Rotation-based Ensembles. In: Cabestany, J., Prieto, A.G., Sandoval, F. (eds.) IWANN 2005. LNCS, vol.\u00a03512, pp. 779\u2013786. Springer, Heidelberg (2005)"},{"key":"68_CR5","unstructured":"Breiman, L.: Bias, variance, and arcing classifiers, Technical report 460, Statistics Department, University of California, Berkeley, CA"},{"key":"68_CR6","unstructured":"Domingos, P.: A unified bias-variance decomposition and its application. In: Proceedings of the 17th International Conference on Machine Learning, Stanford University, USA, pp. 231\u2013238 (2000)"},{"issue":"1","key":"68_CR7","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1023\/A:1009778005914","volume":"1","author":"J.H. Friedman","year":"2000","unstructured":"Friedman, J.H.: On bias, variance, 0\/1-loss, and the curse of dimensionality. Data Mining and Knowledge Discovery\u00a01(1), 55\u201377 (2000)","journal-title":"Data Mining and Knowledge Discovery"},{"issue":"2","key":"68_CR8","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1023\/A:1022899518027","volume":"51","author":"G. James","year":"2003","unstructured":"James, G.: Variance and bias for general loss functions. Machine Learning\u00a051(2), 115\u2013135 (2003)","journal-title":"Machine Learning"},{"key":"68_CR9","first-page":"313","volume-title":"Proceedings of the 12th International Conference on Machine Learning","author":"B.E. Kong","year":"1995","unstructured":"Kong, B.E., Dietterich, T.G.: Error-correcting output coding corrects bias and variance. In: Proceedings of the 12th International Conference on Machine Learning, pp. 313\u2013321. Morgan Kaufmann, San Francisco (1995)"},{"issue":"2","key":"68_CR10","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1023\/A:1007659514849","volume":"40","author":"G.I. Webb","year":"2000","unstructured":"Webb, G.I.: Multiboosting: A technique for combining boosting and wagging. Machine Learning\u00a040(2), 159\u2013196 (2000)","journal-title":"Machine Learning"},{"key":"68_CR11","unstructured":"Webb, G.I., Conilione, P.: Estimating bias and variance from data (2003) (Under Review), \n                    \n                      http:\/\/www.csse.monash.edu.au\/~webb\/Files\/WebbConilione03.pdf"},{"key":"68_CR12","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1023\/B:MACH.0000035476.95130.99","volume":"57","author":"P.I.D. Putten","year":"2004","unstructured":"Putten, P.I.D., Someren, M.V.: A Bias-Variance Analysis of a Real World Learning Problem: The CoIL Challenge 2000. Machine Learning\u00a057, 177\u2013195 (2004)","journal-title":"Machine Learning"},{"key":"68_CR13","volume-title":"Pattern Classification","author":"R.O. Duda","year":"2000","unstructured":"Duda, R O., Hart, P.E., Stork, D.G.: Pattern Classification, 2nd edn. Wiley Interscience, New York (2000)","edition":"2"},{"key":"68_CR14","volume-title":"C4.5: Programs for Machine Learning","author":"J.R. Quinlan","year":"1993","unstructured":"Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann Publishers Inc, San Francisco (1993)"},{"issue":"1","key":"68_CR15","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1109\/34.824819","volume":"22","author":"A.K. Jain","year":"2000","unstructured":"Jain, A.K., Duin, R.P.W., Mao, J.: Statistical Pattern Recognition: A Review. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a022(1), 4\u201337 (2000)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"1","key":"68_CR16","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1109\/TIT.1967.1053964","volume":"13","author":"T.M. Cover","year":"1967","unstructured":"Cover, T.M., Hart, P.E.: Nearest Neighbor Pattern Classification. IEEE Transactions on Information Theory\u00a013(1), 21\u201327 (1967)","journal-title":"IEEE Transactions on Information Theory"},{"key":"68_CR17","volume-title":"Data Mining: Practical machine learning tools and techniques","author":"I.H. Witten","year":"2005","unstructured":"Witten, I.H., Frank, E.: Data Mining: Practical machine learning tools and techniques, 2nd edn. Morgan Kaufmann, San Francisco (2005)","edition":"2"},{"issue":"2","key":"68_CR18","first-page":"123","volume":"24","author":"L. Breiman","year":"1996","unstructured":"Breiman, L.: Bagging predictors. Machine Learning\u00a024(2), 123\u2013140 (1996)","journal-title":"Machine Learning"},{"key":"68_CR19","unstructured":"Freund, Y., Schapire, R.E.: Experiments with a new boosting algorithm. In: Proceedings of International Conference on Machine Learning, pp. 148\u2013156 (1996)"},{"issue":"1","key":"68_CR20","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L. Breiman","year":"2001","unstructured":"Breiman, L.: Random Forests. Machine Learning\u00a045(1), 5\u201332 (2001)","journal-title":"Machine Learning"},{"key":"68_CR21","doi-asserted-by":"crossref","unstructured":"Kohavi, R.: The Power of Decision Tables. In: Proceedings of the 8th European Conference on Machine Learning (1995)","DOI":"10.1007\/3-540-59286-5_57"},{"key":"68_CR22","volume-title":"Advances in Kernel Methods - Support Vector Learning","author":"J. Platt","year":"1998","unstructured":"Platt, J.: Fast Training of Support Vector Machines using Sequential Minimal Optimization. In: Schoelkopf, B., Burges, C., Smola, A. (eds.) Advances in Kernel Methods - Support Vector Learning, MIT Press, Cambridge (1998)"}],"container-title":["Lecture Notes in Computer Science","Intelligent Data Engineering and Automated Learning - IDEAL 2007"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-77226-2_68.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,27]],"date-time":"2021-04-27T11:05:23Z","timestamp":1619521523000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-77226-2_68"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9783540772255"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-77226-2_68","relation":{},"subject":[]}}