Ferri, Cèsar; Hernández-Orallo, José; Flach, Peter Setting decision thresholds when operating conditions are uncertain. (English) Zbl 1458.68163 Data Min. Knowl. Discov. 33, No. 4, 805-847 (2019). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{C. Ferri} et al., Data Min. Knowl. Discov. 33, No. 4, 805--847 (2019; Zbl 1458.68163) Full Text: DOI
Nikolaou, Nikolaos; Edakunni, Narayanan; Kull, Meelis; Flach, Peter; Brown, Gavin Cost-sensitive boosting algorithms: do we really need them? (English) Zbl 1386.68136 Mach. Learn. 104, No. 2-3, 359-384 (2016). MSC: 68T05 62H30 PDFBibTeX XMLCite \textit{N. Nikolaou} et al., Mach. Learn. 104, No. 2--3, 359--384 (2016; Zbl 1386.68136) Full Text: DOI
Twomey, Niall; Diethe, Tom; Flach, Peter On the need for structure modelling in sequence prediction. (English) Zbl 1402.62143 Mach. Learn. 104, No. 2-3, 291-314 (2016). MSC: 62H30 68T05 PDFBibTeX XMLCite \textit{N. Twomey} et al., Mach. Learn. 104, No. 2--3, 291--314 (2016; Zbl 1402.62143) Full Text: DOI
Hernández-Orallo, José; Flach, Peter; Ferri, César ROC curves in cost space. (English) Zbl 1293.68225 Mach. Learn. 93, No. 1, 71-91 (2013). MSC: 68T05 68T10 PDFBibTeX XMLCite \textit{J. Hernández-Orallo} et al., Mach. Learn. 93, No. 1, 71--91 (2013; Zbl 1293.68225) Full Text: DOI
De Bie, Tijl (ed.); Flach, Peter A. (ed.) Guest editors’ introduction: special section of selected papers from ECML-PKDD 2012. (English) Zbl 1281.00024 Data Min. Knowl. Discov. 27, No. 3, 442-443 (2013). MSC: 00B25 68-06 68T05 PDFBibTeX XMLCite \textit{T. De Bie} (ed.) and \textit{P. A. Flach} (ed.), Data Min. Knowl. Discov. 27, No. 3, 442--443 (2013; Zbl 1281.00024) Full Text: DOI
Muggleton, Stephen; De Raedt, Luc; Poole, David; Bratko, Ivan; Flach, Peter ILP turns 20. Biography and future challenges. (English) Zbl 1243.68014 Mach. Learn. 86, No. 1, 3-23 (2012). MSC: 68-03 68T05 01A99 PDFBibTeX XMLCite \textit{S. Muggleton} et al., Mach. Learn. 86, No. 1, 3--23 (2012; Zbl 1243.68014) Full Text: DOI
Flach, Peter Machine learning. The art and science of algorithms that make sense of data. (English) Zbl 1267.68010 Cambridge: Cambridge University Press (ISBN 978-1-107-09639-4/hbk; 978-1-107-42222-3/pbk; 978-1-139-57541-6/ebook). xvii, 396 p. (2012). Reviewer: Jerzy W. Grzymala-Busse (Lawrence) MSC: 68-02 68T05 PDFBibTeX XMLCite \textit{P. Flach}, Machine learning. The art and science of algorithms that make sense of data. Cambridge: Cambridge University Press (2012; Zbl 1267.68010) Full Text: DOI
Abudawood, Tarek; Flach, Peter A. Learning multi-class theories in ILP. (English) Zbl 1329.68205 Frasconi, Paolo (ed.) et al., Inductive logic programming. 20th international conference, ILP 2010, Florence, Italy, June 27–30, 2010. Revised papers. Berlin: Springer (ISBN 978-3-642-21294-9/pbk). Lecture Notes in Computer Science 6489. Lecture Notes in Artificial Intelligence, 6-13 (2011). MSC: 68T05 68N17 68Q32 PDFBibTeX XMLCite \textit{T. Abudawood} and \textit{P. A. Flach}, Lect. Notes Comput. Sci. 6489, 6--13 (2011; Zbl 1329.68205) Full Text: DOI
Price, Simon; Flach, Peter Querying and merging heterogeneous data by approximate joins on higher-order terms. (English) Zbl 1156.68587 Železný, Filip (ed.) et al., Inductive logic programming. 18th international conference, ILP 2008, Prague, Czech Republic, September 10–12, 2008. Proceedings. Berlin: Springer (ISBN 978-3-540-85927-7/pbk). Lecture Notes in Computer Science 5194. Lecture Notes in Artificial Intelligence, 226-243 (2008). MSC: 68T30 68P15 68P20 68T35 PDFBibTeX XMLCite \textit{S. Price} and \textit{P. Flach}, Lect. Notes Comput. Sci. 5194, 226--243 (2008; Zbl 1156.68587) Full Text: DOI Link
Gyftodimos, Elias; Flach, Peter A. Combining Bayesian networks with higher-order data representations. (English) Zbl 1142.68544 Fazel Famili, A. (ed.) et al., Advances in intelligent data analysis VI. 6th international symposium on intelligent data analysis, IDA 2005, Madrid, Spain, September 8–10, 2005. Proceedings. Berlin: Springer (ISBN 3-540-28795-7/pbk). Lecture Notes in Computer Science 3646, 145-156 (2005). MSC: 68T37 68T05 PDFBibTeX XMLCite \textit{E. Gyftodimos} and \textit{P. A. Flach}, Lect. Notes Comput. Sci. 3646, 145--156 (2005; Zbl 1142.68544) Full Text: DOI
Fawcett, Tom; Flach, Peter A. A response to Webb and Ting’s on the application of ROC analysis to predict classification performance under varying class distributions. (English) Zbl 1469.68082 Mach. Learn. 58, No. 1, 33-38 (2005). MSC: 68T05 PDFBibTeX XMLCite \textit{T. Fawcett} and \textit{P. A. Flach}, Mach. Learn. 58, No. 1, 33--38 (2005; Zbl 1469.68082) Full Text: DOI
Fürnkranz, Johannes; Flach, Peter A. ROC ‘n’ rule learning – towards a better understanding of covering algorithms. (English) Zbl 1075.68071 Mach. Learn. 58, No. 1, 39-77 (2005). MSC: 68T05 68W05 PDFBibTeX XMLCite \textit{J. Fürnkranz} and \textit{P. A. Flach}, Mach. Learn. 58, No. 1, 39--77 (2005; Zbl 1075.68071) Full Text: DOI
Fürnkranz, Johannes; Flach, Peter An analysis of stopping and filtering criteria for rule learning. (English) Zbl 1132.68545 Boulicaut, J.-F. (ed.) et al., Machine learning: ECML 2004. 15th European conference on machine learning, Pisa, Italy, September 20–24, 2004, Proceedings. Berlin: Springer (ISBN 978-3-540-23105-9/pbk). Lecture Notes in Computer Science 3201. Lecture Notes in Artificial Intelligence, 123-133 (2004). MSC: 68T05 PDFBibTeX XMLCite \textit{J. Fürnkranz} and \textit{P. Flach}, Lect. Notes Comput. Sci. 3201, 123--133 (2004; Zbl 1132.68545) Full Text: DOI
Gyftodimos, Elias; Flach, Peter A. Hierarchical Bayesian networks: an approach to classification and learning for structured data. (English) Zbl 1128.68420 Vouros, George A. (ed.) et al., Methods and applications of artificial intelligence. Third Hellenic conference on AI, SETN 2004, Samos, Greece, May 5–8, 2004. Proceedings. Berlin: Springer (ISBN 3-540-21937-4/pbk). Lecture Notes in Computer Science 3025. Lecture Notes in Artificial Intelligence, 291-300 (2004). MSC: 68T05 68T37 PDFBibTeX XMLCite \textit{E. Gyftodimos} and \textit{P. A. Flach}, Lect. Notes Comput. Sci. 3025, 291--300 (2004; Zbl 1128.68420) Full Text: DOI
Lavrač, Nada; Cestnik, Bojan; Gamberger, Dragan; Flach, Peter Decision support through subgroup discovery: Three case studies and the lessons learned. (English) Zbl 1078.68753 Mach. Learn. 57, No. 1-2, 115-143 (2004). MSC: 68T20 68T05 68U35 PDFBibTeX XMLCite \textit{N. Lavrač} et al., Mach. Learn. 57, No. 1--2, 115--143 (2004; Zbl 1078.68753) Full Text: DOI
Flach, Peter A.; Lachiche, Nicolas Naive Bayesian classification of structured data. (English) Zbl 1079.68085 Mach. Learn. 57, No. 3, 233-269 (2004). MSC: 68T05 68N17 68T30 PDFBibTeX XMLCite \textit{P. A. Flach} and \textit{N. Lachiche}, Mach. Learn. 57, No. 3, 233--269 (2004; Zbl 1079.68085) Full Text: DOI
Gärtner, Thomas; Lloyd, John W.; Flach, Peter A. Kernels and distances for structured data. (English) Zbl 1079.68086 Mach. Learn. 57, No. 3, 205-232 (2004). MSC: 68T05 68P05 PDFBibTeX XMLCite \textit{T. Gärtner} et al., Mach. Learn. 57, No. 3, 205--232 (2004; Zbl 1079.68086) Full Text: DOI
Gärtner, Thomas; Flach, Peter; Wrobel, Stefan On graph kernels: hardness results and efficient alternatives. (English) Zbl 1274.68312 Schölkopf, Bernhard (ed.) et al., Learning theory and kernel machines. 16th annual conference on learning theory and 7th kernel workshop, COLT/Kernel 2003, Washington, DC, USA, August 24–27, 2003. Proceedings. Berlin: Springer (ISBN 3-540-40720-0/pbk). Lect. Notes Comput. Sci. 2777, 129-143 (2003). MSC: 68T05 68R10 68Q17 PDFBibTeX XMLCite \textit{T. Gärtner} et al., Lect. Notes Comput. Sci. 2777, 129--143 (2003; Zbl 1274.68312) Full Text: DOI
Ferri, César; Flach, Peter A.; Hernández-Orallo, José Improving the AUC of probabilistic estimation trees. (English) Zbl 1257.68124 Lavrač, Nada (ed.) et al., Machine learning: ECML 2003. 14th European conference on machine learning, Cavtat-Dubrovnik, Croatia, September 22–26, 2003. Proceedings. Berlin: Springer (ISBN 3-540-20121-1/pbk). Lecture Notes in Computer Science 2837, 121-132 (2003). MSC: 68T05 68U05 PDFBibTeX XMLCite \textit{C. Ferri} et al., Lect. Notes Comput. Sci. 2837, 121--132 (2003; Zbl 1257.68124) Full Text: DOI
Mavroeidis, Dimitrios; Flach, Peter A. Improved distances for structured data. (English) Zbl 1263.68139 Horváth, Tamás (ed.) et al., Inductive logic programming. 13th international conference, ILP 2003, Szeged, Hungary, September 29 – October 1, 2003. Proceedings. Berlin: Springer (ISBN 3-540-20144-0/pbk). Lecture Notes in Computer Science 2835, 251-268 (2003). MSC: 68T05 68N17 68T30 PDFBibTeX XMLCite \textit{D. Mavroeidis} and \textit{P. A. Flach}, Lect. Notes Comput. Sci. 2835, 251--268 (2003; Zbl 1263.68139) Full Text: DOI
Lavrač, Nada; Železný, Filip; Flach, Peter A. RSD: Relational subgroup discovery through first-order feature construction. (English) Zbl 1017.68523 Matwin, Stan (ed.) et al., Inductive logic programming. 12th international conference, ILP 2002, Sydney, Australia, July 9-11, 2002. Revised papers. Berlin: Springer. Lect. Notes Comput. Sci. 2583, 149-165 (2003). MSC: 68T05 68N17 PDFBibTeX XMLCite \textit{N. Lavrač} et al., Lect. Notes Comput. Sci. 2583, 149--165 (2003; Zbl 1017.68523) Full Text: Link
Lachiche, Nicolas; Flach, Peter A. 1BC2: A true first-order Bayesian classifier. (English) Zbl 1017.68522 Matwin, Stan (ed.) et al., Inductive logic programming. 12th international conference, ILP 2002, Sydney, Australia, July 9-11, 2002. Revised papers. Berlin: Springer. Lect. Notes Comput. Sci. 2583, 133-148 (2003). MSC: 68T05 68N17 PDFBibTeX XMLCite \textit{N. Lachiche} and \textit{P. A. Flach}, Lect. Notes Comput. Sci. 2583, 133--148 (2003; Zbl 1017.68522) Full Text: Link
Gärtner, Thomas; Lloyd, John W.; Flach, Peter A. Kernels for structured data. (English) Zbl 1017.68519 Matwin, Stan (ed.) et al., Inductive logic programming. 12th international conference, ILP 2002, Sydney, Australia, July 9-11, 2002. Revised papers. Berlin: Springer. Lect. Notes Comput. Sci. 2583, 66-83 (2003). MSC: 68T05 68N17 PDFBibTeX XMLCite \textit{T. Gärtner} et al., Lect. Notes Comput. Sci. 2583, 66--83 (2003; Zbl 1017.68519) Full Text: Link
Flach, Peter A. Modern logic and its role in the study of knowledge. (English) Zbl 1058.03021 Jacquette, Dale (ed.), A companion to philosophical logic. Malden, MA: Blackwell Publishers (ISBN 0-631-21671-5/hbk). Blackwell Companions Philos. 22, 680-693 (2002). Reviewer: David Makinson (London) MSC: 03B42 03A05 68T27 PDFBibTeX XMLCite \textit{P. A. Flach}, in: A companion to philosophical logic. Malden, MA: Blackwell Publishers. 680--693 (2002; Zbl 1058.03021)
Peng, Yonghong; Flach, Peter A.; Soares, Carlos; Brazdil, Pavel Improved dataset characterisation for meta-learning. (English) Zbl 1024.68579 Lange, Steffen (ed.) et al., Discovery science. 5th international conference, DS 2002, Lübeck, Germany, November 24-26, 2002. Proceedings. Berlin: Springer. Lect. Notes Comput. Sci. 2534, 141-152 (2002). MSC: 68T05 PDFBibTeX XMLCite \textit{Y. Peng} et al., Lect. Notes Comput. Sci. 2534, 141--152 (2002; Zbl 1024.68579) Full Text: Link
Flach, Peter; Lavrac, Nada Learning in clausal logic: A perspective on inductive logic programming. (English) Zbl 1012.68534 Kakas, Antonis C. (ed.) et al., Computational logic: logic programming and beyond. Essays in honour of Robert A. Kowalski. Part 1. Berlin: Springer. Lect. Notes Comput. Sci. 2407, 437-471 (2002). MSC: 68T05 68N17 68T27 PDFBibTeX XMLCite \textit{P. Flach} and \textit{N. Lavrac}, Lect. Notes Comput. Sci. 2407, 437--471 (2002; Zbl 1012.68534) Full Text: Link
Lavrač, Nada; Flach, Peter A. An extended transformation approach to inductive logic programming. (English) Zbl 1365.68374 ACM Trans. Comput. Log. 2, No. 4, 458-494 (2001). MSC: 68T05 68N17 68P15 PDFBibTeX XMLCite \textit{N. Lavrač} and \textit{P. A. Flach}, ACM Trans. Comput. Log. 2, No. 4, 458--494 (2001; Zbl 1365.68374) Full Text: DOI
Flach, Peter A. Multi-relational data mining: A perspective. (English) Zbl 1053.68599 Brazdil, Pavel (ed.) et al., Progress in artificial intelligence. Knowledge extraction, multi-agent systems, logic programming, and constraint solving. 10th Portuguese conference, EPIA 2001, Porto, Portugal, December 17–20, 2001. Proceedings. Berlin: Springer (ISBN 3-540-43030-X). Lect. Notes Comput. Sci. 2258, 3-4 (2001). MSC: 68T05 68P15 PDFBibTeX XMLCite \textit{P. A. Flach}, Lect. Notes Comput. Sci. 2258, 3--4 (2001; Zbl 1053.68599) Full Text: Link
Flach, Peter A. On the state of the art in machine learning: A personal review. (English) Zbl 0996.68153 Artif. Intell. 131, No. 1-2, 199-222 (2001). MSC: 68T05 PDFBibTeX XMLCite \textit{P. A. Flach}, Artif. Intell. 131, No. 1--2, 199--222 (2001; Zbl 0996.68153) Full Text: DOI
De Raedt, Luc (ed.); Flach, Peter (ed.) Machine learning: ECML 2001. 12th European conference, Freiburg, Germany, September 5–7, 2001. Proceedings. (English) Zbl 0971.00049 Lecture Notes in Computer Science 2167. Lecture Notes in Artificial Intelligence. Berlin: Springer. xviii, 618 p. (2001). MSC: 00B25 68-06 68T05 PDFBibTeX XMLCite \textit{L. De Raedt} (ed.) and \textit{P. Flach} (ed.), Machine learning: ECML 2001. 12th European conference, Freiburg, Germany, September 5--7, 2001. Proceedings. Berlin: Springer (2001; Zbl 0971.00049) Full Text: DOI
Flach, Peter (ed.); Džeroski, Sašo (ed.) Special issue: Inductive logic programming. Extended papers from the ninth international workshop on ILP (ILP ’99), Bled, Slovenia, June 1999. (English) Zbl 0984.00021 Mach. Learn. 44, No. 3, 207-328 (2001). MSC: 00B15 68-06 PDFBibTeX XMLCite \textit{P. Flach} (ed.) and \textit{S. Džeroski} (ed.), Mach. Learn. 44, No. 3, 207--328 (2001; Zbl 0984.00021) Full Text: DOI
Flach, Peter A.; Lachiche, Nicolas Confirmation-guided discovery of first-order rules with Tertius. (English) Zbl 0970.68127 Mach. Learn. 42, No. 1-2, 61-95 (2001). MSC: 68T05 68N17 PDFBibTeX XMLCite \textit{P. A. Flach} and \textit{N. Lachiche}, Mach. Learn. 42, No. 1--2, 61--95 (2001; Zbl 0970.68127) Full Text: DOI
Savnik, Iztok; Flach, Peter A. Discovery of multivalued dependencies from relations. (English) Zbl 1088.68582 Intell. Data Anal. 4, No. 3-4, 195-211 (2000). MSC: 68P15 PDFBibTeX XML Full Text: Link
Flach, Peter A.; Kakas, Antonis C. Abductive and inductive reasoning: Background and issues. (English) Zbl 1031.03517 Flach, Peter A. (ed.) et al., Abduction and induction. Essays on their relation and integration. Dordrecht: Kluwer Academic Publishers. Appl. Log. Ser. 18, 1-27 (2000). MSC: 03B48 03A05 68T27 68N17 PDFBibTeX XMLCite \textit{P. A. Flach} and \textit{A. C. Kakas}, Appl. Log. Ser. 18, 1--27 (2000; Zbl 1031.03517)
Flach, Peter A. (ed.); Kakas, Antonis C. (ed.) Abduction and induction. Essays on their relation and integration. (English) Zbl 0992.03006 Applied Logic Series. 18. Dordrecht: Kluwer Academic Publishers. xix, 309 p. (2000). MSC: 03-06 68-06 03A05 68T27 03B48 PDFBibTeX XMLCite \textit{P. A. Flach} (ed.) and \textit{A. C. Kakas} (ed.), Abduction and induction. Essays on their relation and integration. Dordrecht: Kluwer Academic Publishers (2000; Zbl 0992.03006)
Flach, Peter A. Logical characterisations of inductive learning. (English) Zbl 0970.68131 Gabbay, Dov M. (ed.) et al., Handbook of defeasible reasoning and uncertainty management systems. Vol. 4: Abductive reasoning and learning. Dordrecht: Kluwer Academic Publishers. 155-196 (2000). MSC: 68T05 68T15 PDFBibTeX XMLCite \textit{P. A. Flach}, in: Handbook of defeasible reasoning and uncertainty management systems. Vol. 4: Abductive reasoning and learning. Dordrecht: Kluwer Academic Publishers. 155--196 (2000; Zbl 0970.68131)
Flach, Peter A.; Kakas, Antonis C. On the relation between abduction and inductive learning. (English) Zbl 0970.68126 Gabbay, Dov M. (ed.) et al., Handbook of defeasible reasoning and uncertainty management systems. Vol. 4: Abductive reasoning and learning. Dordrecht: Kluwer Academic Publishers. 1-33 (2000). MSC: 68T01 68T05 68T15 PDFBibTeX XMLCite \textit{P. A. Flach} and \textit{A. C. Kakas}, in: Handbook of defeasible reasoning and uncertainty management systems. Vol. 4: Abductive reasoning and learning. Dordrecht: Kluwer Academic Publishers. 1--33 (2000; Zbl 0970.68126)
Flach, Peter Simply logical. Intelligent reasoning by example. IBM 3.5 disk. (English) Zbl 0817.68049 Chichester: Wiley. xv, 240 p. (1994). Reviewer: Y.M.El-Fattah (Wien) MSC: 68N17 68T35 68T01 68-01 PDFBibTeX XMLCite \textit{P. Flach}, Simply logical. Intelligent reasoning by example. IBM 3.5 disk. Chichester: Wiley (1994; Zbl 0817.68049)
Flach, Peter A. (ed.); Meersman, Robert A. (ed.) Future directions in artificial intelligence. IFIP TC12 founding workshop collected papers, 11th international joint conference, August 1989, Detroit, MI, USA. (English) Zbl 0800.68048 Amsterdam etc.: North-Holland. XIV, 190 p. (1991). MSC: 68-06 00B25 PDFBibTeX XMLCite \textit{P. A. Flach} (ed.) and \textit{R. A. Meersman} (ed.), Future directions in artificial intelligence. IFIP TC12 founding workshop collected papers, 11th international joint conference, August 1989, Detroit, MI, USA. Amsterdam etc.: North-Holland (1991; Zbl 0800.68048)