{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,4]],"date-time":"2024-09-04T23:38:35Z","timestamp":1725493115337},"publisher-location":"Berlin, Heidelberg","reference-count":35,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540005674"},{"type":"electronic","value":"9783540364689"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2003]]},"DOI":"10.1007\/3-540-36468-4_4","type":"book-chapter","created":{"date-parts":[[2007,10,20]],"date-time":"2007-10-20T10:14:46Z","timestamp":1192875286000},"page":"48-65","source":"Crossref","is-referenced-by-count":9,"title":["An Empirical Evaluation of Bagging in Inductive Logic Programming"],"prefix":"10.1007","author":[{"given":"In\u00eas","family":"de Castro Dutra","sequence":"first","affiliation":[]},{"given":"David","family":"Page","sequence":"additional","affiliation":[]},{"given":"V\u00edtor","family":"Santos Costa","sequence":"additional","affiliation":[]},{"given":"Jude","family":"Shavlik","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2003,3,14]]},"reference":[{"doi-asserted-by":"crossref","unstructured":"E. Alpaydin. Multiple networks for function learning. In IEEE International Conference on Neural Networks, pages 9\u201314, 1993.","key":"4_CR1","DOI":"10.1109\/ICNN.1993.298539"},{"doi-asserted-by":"crossref","unstructured":"J. Basney and M. Livny. Managing network resources in Condor. In Proceedings of the Ninth IEEE Symposium on High Performance Distributed Computing (HPDC9), Pittsburgh, Pennsylvania, pages 298\u2013299, Aug 2000.","key":"4_CR2","DOI":"10.1109\/HPDC.2000.868666"},{"doi-asserted-by":"crossref","unstructured":"H. Blockeel, L. Dehaspe, B. Demoen, G. Janssens, J. Ramon, and H. Vandecasteele. Executing query packs in ILP. In J. Cussens and A. Frisch, editors, Proceedings of the 10th International Conference on Inductive Logic Programming, volume 1866 of Lecture Notes in Arti.cial Intelligence, pages 60\u201377. Springer-Verlag, 2000.","key":"4_CR3","DOI":"10.1007\/3-540-44960-4_4"},{"unstructured":"H. Blockeel, B. Demoen, G. Janssens, H. Vandecasteele, and W. Van Laer. Two advanced transformations for improving the efficiency of an ILP system. In J. Cussens and A. Frisch, editors, Proceedings of the Work-in-Progress Track at the 10th International Conference on Inductive Logic Programming, pages 43\u201359, 2000.","key":"4_CR4"},{"unstructured":"I. Bratko and M. Grobelnik. Inductive learning applied to program construction and verification. In S. Muggleton, editor, Proceedings of the 3rd International Workshop on Inductive Logic Programming, pages 279\u2013292. J. Stefan Institute, 1993.","key":"4_CR5"},{"issue":"2","key":"4_CR6","first-page":"123","volume":"24","author":"L. Breiman","year":"1996","unstructured":"L. Breiman. Bagging Predictors. Machine Learning, 24(2):123\u2013140, 1996.","journal-title":"Machine Learning"},{"issue":"1","key":"4_CR7","first-page":"49","volume":"24","author":"L. Breiman","year":"1996","unstructured":"L. Breiman. Stacked Regressions. Machine Learning, 24(1):49\u201364, 1996.","journal-title":"Machine Learning"},{"unstructured":"L. Dehaspe and L. De Raedt. Parallel inductive logic programming. In Proceedings of the MLnet Familiarization Workshop on Statistics, Machine Learning and Knowledge Discovery in Databases, 1995.","key":"4_CR8"},{"key":"4_CR9","series-title":"Lect Notes Comput Sci","first-page":"1","volume-title":"Ensemble methods in machine learning","author":"T. Dietterich","year":"2000","unstructured":"T. Dietterich. Ensemble methods in machine learning. In J. Kittler and F. Roli, editors, First International Workshop on Multiple Classifier Systems, Lecture Notes in Computer Science, pages 1\u201315. Springer-Verlag, 2000."},{"unstructured":"B. Dolisak and S. Muggleton. The application of ILP to finite element mesh design. In S. Muggleton, editor, Proceedings of the 1st International Workshop on Inductive Logic Programming, pages 225\u2013242, 1991.","key":"4_CR10"},{"unstructured":"S. D\u017eeroski, L. Dehaspe, B. Ruck, and W. Walley. Classification of river water quality data using machine learning. In Proceedings of the 5th International Conference on the Development and Application of Computer Techniques to Environmental Studies, 1995.","key":"4_CR11"},{"unstructured":"Y. Freund and R. Shapire. Experiments with a new boosting algorithm. In Proceedings of the 14th National Conference on Arti.cial Intelligence, pages 148\u2013156. Morgan Kaufman, 1996.","key":"4_CR12"},{"unstructured":"J. Graham, D. Page, and A. Wild. Parallel inductive logic programming. In Proceedings of the Systems, Man, and Cybernetics Conference, 2000.","key":"4_CR13"},{"issue":"10","key":"4_CR14","doi-asserted-by":"publisher","first-page":"993","DOI":"10.1109\/34.58871","volume":"12","author":"L. Hansen","year":"1990","unstructured":"L. Hansen and P. Salamon. Neural network ensembles. IEEE Transactions on Pattern Analysis and Machine Intelligence, 12(10):993\u20131001, October 1990.","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"doi-asserted-by":"crossref","unstructured":"S. Hoche and S. Wrobel. Relational learning using constrained confidence-rated boosting. In C\u00e9line Rouveirol and Mich\u00e8le Sebag, editors, Proceedings of the 11th International Conference on Inductive Logic Programming, volume 2157 of Lecture Notes in Artificial Intelligence, pages 51\u201364. Springer-Verlag, September 2001.","key":"4_CR15","DOI":"10.1007\/3-540-44797-0_5"},{"key":"4_CR16","doi-asserted-by":"publisher","first-page":"647","DOI":"10.1093\/protein\/5.7.647","volume":"5","author":"R. King","year":"1992","unstructured":"R. King, S. Muggleton, and M. Sternberg. Predicting protein secondary structure using inductive logic programming. Protein Engineering, 5:647\u2013657, 1992.","journal-title":"Protein Engineering"},{"unstructured":"A. Krogh and J. Vedelsby. Neural network ensembles, cross validation, and active learning. In G. Tesauro, D. Touretzky, and T. Leen, editors, Advances in Neural Information Processing Systems, volume 7, pages 231\u2013238. The MIT Press, 1995.","key":"4_CR17"},{"unstructured":"N. Lincoln and J. Skrzypek. Synergy of clustering multiple backpropagation networks. In Advances in Neural Information Processing Systems. Morgan Kaufmann, 1989.","key":"4_CR18"},{"doi-asserted-by":"crossref","unstructured":"T. Matsui, N. Inuzuka, H. Seki, and H. Ito. Parallel induction algorithms for large samples. In S. Arikawa and H. Motoda, editors, Proceedings of the First International Conference on Discovery Science, volume 1532of Lecture Notes in Artificial Intelligence, pages 397\u2013398. Springer-Verlag, December 1998.","key":"4_CR19","DOI":"10.1007\/3-540-49292-5_39"},{"key":"4_CR20","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1007\/BF00048405","volume":"27","author":"J. Metz","year":"1978","unstructured":"J. Metz. The epidemic in a closed population with all susceptibles equally vulnerable; some results for large susceptible populations and small initial infections. Acta Biotheoretica, 27:75\u2013123, 1978.","journal-title":"Acta Biotheoretica"},{"key":"4_CR21","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1613\/jair.614","volume":"11","author":"D. W. Opitz","year":"1999","unstructured":"D. W. Opitz and R. Maclin. Popular ensemble methods: An empirical study. Journal of Arti.cial Intelligence Research, 11:169\u2013198, 1999.","journal-title":"Journal of Arti.cial Intelligence Research"},{"issue":"3\/4","key":"4_CR22","doi-asserted-by":"publisher","first-page":"337","DOI":"10.1080\/095400996116802","volume":"8","author":"D. W. Opitz","year":"1996","unstructured":"D. W. Opitz and J. W. Shavlik. Actively searching for an effective neural-network ensemble. Connection Science, 8(3\/4):337\u2013353, 1996.","journal-title":"Connection Science"},{"unstructured":"F. J. Provost and T. Fawcett. Robust classi.cation systems for imprecise environments. In Proceedings of the 16th National Conference on Artificial Intelligence, pages 706\u2013713, 1998.","key":"4_CR23"},{"unstructured":"J. R. Quinlan. Bagging, boosting, and c4.5. In Proceedings of the 14th National Conference on Artificial Intelligence, volume 1, pages 725\u2013730, 1996.","key":"4_CR24"},{"doi-asserted-by":"crossref","unstructured":"J. R. Quinlan. Boosting first-order learning. Algorithmic Learning Theory, 7th International Workshop, Lecture Notes in Computer Science, 1160:143\u2013155, 1996.","key":"4_CR25","DOI":"10.1007\/3-540-61863-5_42"},{"doi-asserted-by":"crossref","unstructured":"V. Santos Costa, A. Srinivasan, and R. Camacho. A note on two simple transformations for improving the efficiency of an ILP system. In J. Cussens and A. Frisch, editors, Proceedings of the 10th International Conference on Inductive Logic Programming, volume 1866 of Lecture Notes in Artificial Intelligence, pages 225\u2013242. Springer-Verlag, 2000.","key":"4_CR26","DOI":"10.1007\/3-540-44960-4_14"},{"unstructured":"M. Sebag and C. Rouveirol. Tractable induction and classification in first-order logic via stochastic matching. In Proceedings of the 15th International Joint Conference on Artificial Intelligence, pages 888\u2013893. Morgan Kaufmann, 1997.","key":"4_CR27"},{"issue":"1","key":"4_CR28","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1023\/A:1009824123462","volume":"3","author":"A. Srinivasan","year":"1999","unstructured":"A. Srinivasan. A study of two sampling methods for analysing large datasets with ILP. Data Mining and Knowledge Discovery, 3(1):95\u2013123, 1999.","journal-title":"Data Mining and Knowledge Discovery"},{"unstructured":"A. Srinivasan. The Aleph Manual, 2001.","key":"4_CR29"},{"doi-asserted-by":"crossref","unstructured":"A. Srinivasan, R. King, S. Muggleton, and M. Sternberg. Carcinogenesis predictions using ILP. In S. D\u017eeroski and N. Lavra\u010d, editors, Proceedings of the 7th International Workshop on Inductive Logic Programming, volume 1297 of Lecture Notes in Artificial Intelligence, pages 273\u2013287. Springer-Verlag, 1997.","key":"4_CR30","DOI":"10.1007\/3540635149_56"},{"doi-asserted-by":"crossref","unstructured":"J. Struyf and H. Blockeel. Efficient cross-validation in ILP. In C\u00e9line Rouveirol and Mich\u00e8le Sebag}, editors, Proceedings of the 11th International Conference on Inductive Logic Programming, volume 2157 of Lecture Notes in Arti.cial Intelligence, pages 228\u2013239. Springer-Verlag, September 2001.","key":"4_CR31","DOI":"10.1007\/3-540-44797-0_19"},{"doi-asserted-by":"crossref","unstructured":"F. Zelezny, A. Srinivasan, and D. Page. Lattice-search runtime distributions may be heavy-tailed. In The Twelfth International Conference on Inductive Logic Programming. Springer Verlag, July 2002.","key":"4_CR32","DOI":"10.1007\/3-540-36468-4_22"},{"unstructured":"J. Zelle and R. Mooney. Learning semantic grammars with constructive inductive logic programming. In Proceedings of the 11th National Conference on Artificial Intelligence, pages 817\u2013822, Washington, D.C., July 1993. AAAI Press\/MIT Press.","key":"4_CR33"},{"unstructured":"S. Zemke. Bagging imperfect predictors. In Proceedings of the International Conference on Artificial Neural Networks in Engineering, St. Louis, MI, USA. ASME Press, 1999.","key":"4_CR34"},{"key":"4_CR35","doi-asserted-by":"crossref","first-page":"561","DOI":"10.1093\/clinchem\/39.4.561","volume":"39","author":"M. Zweig","year":"1993","unstructured":"M. Zweig and G. Campbell. Receiver-operative characteristic. Clinical Chemistry, 39:561\u2013577, 1993.","journal-title":"Clinical Chemistry"}],"container-title":["Lecture Notes in Computer Science","Inductive Logic Programming"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/3-540-36468-4_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,4,27]],"date-time":"2020-04-27T08:33:57Z","timestamp":1587976437000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/3-540-36468-4_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2003]]},"ISBN":["9783540005674","9783540364689"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/3-540-36468-4_4","relation":{},"ISSN":["0302-9743"],"issn-type":[{"type":"print","value":"0302-9743"}],"subject":[],"published":{"date-parts":[[2003]]}}}