Peter Flach

Cited by

	All	Since 2016
Citations	13947	6103
h-index	58	38
i10-index	154	100

1500

750

375

1125

1996199719981999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202148 50 61 61 73 107 173 248 363 482 487 509 645 552 489 553 666 631 664 683 769 910 997 1136 1402 883

Public access

View all

58 articles

2 articles

available

not available

Based on funding mandates

Co-authors

Tom DietheAmazon; University of BristolVerified email at bristol.ac.uk
José Hernández-OralloVRAIN, Valencian Research Institute for Artificial Intelligence, Universitat Politecnica de ValenciaVerified email at upv.es
Meelis KullAssociate Professor, University of TartuVerified email at ut.ee
César FerriVRAIN. Universitat Politècnica de ValènciaVerified email at dsic.upv.es
Nicolas LachicheAssociate professor in Computer Science, University of StrasbourgVerified email at unistra.fr
Niall TwomeyResearch Fellow, University of Bristol, United KingdomVerified email at bristol.ac.uk
Thomas GärtnerTU Wien (Technical University of Vienna)Verified email at tuwien.ac.at
Kacper SokolUniversity of BristolVerified email at bristol.ac.uk
Hao SongSeldon; University of BristolVerified email at bristol.ac.uk
Antonis KakasUniversity of CyprusVerified email at ucy.ac.cy
Ian CraddockUniversity of BristolVerified email at bristol.ac.uk
Shaomin WuProfessor of Business/Applied Statistics, Kent Business School, University of KentVerified email at kent.ac.uk
Johannes FürnkranzJohannes Kepler University, LinzVerified email at faw.jku.at
Louise Amanda Claire MillardUniversity of BristolVerified email at bristol.ac.uk
Blaz ZupanUniversity of LjubljanaVerified email at fri.uni-lj.si
Simon RawlesUniversity of NottinghamVerified email at rawles.net
John LloydEmeritus Professor of Computer Science, The Australian National UniversityVerified email at cecs.anu.edu.au
Alex SmolaAmazon Web ServicesVerified email at smola.org
Stan MatwinDalhousie University, Halifax, Canada, Institute of Computer Science, Polish Academy of SciencesVerified email at cs.dal.ca
Luc De Raedtprofessor, KU LeuvenVerified email at cs.kuleuven.be

Peter Flach

Professor of Artificial Intelligence, Department of Computer Science, University of Bristol

Verified email at bristol.ac.uk - Homepage

Artificial Intelligence Data Science Machine Learning Data Mining


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Machine learning: the art and science of algorithms that make sense of data P Flach Cambridge University Press, 2012	1156	2012
On graph kernels: Hardness results and efficient alternatives T Gärtner, P Flach, S Wrobel Learning theory and kernel machines, 129-143, 2003	1020	2003
Multi-instance kernels T Gärtner, PA Flach, A Kowalczyk, AJ Smola ICML 2 (3), 7, 2002	621	2002
Rule evaluation measures: A unifying view N Lavrač, P Flach, B Zupan International Conference on Inductive Logic Programming, 174-185, 1999	555	1999
Subgroup discovery with CN2-SD N Lavrač, B Kavšek, P Flach, L Todorovski Journal of Machine Learning Research 5 (Feb), 153-188, 2004	482	2004
Learning decision trees using the area under the ROC curve C Ferri, P Flach, J Hernández-Orallo ICML 2, 139-146, 2002	386	2002
Propositionalization approaches to relational data mining S Kramer, N Lavrač, P Flach Relational data mining, 262-291, 2001	381	2001
The geometry of ROC space: understanding machine learning metrics through ROC isometrics PA Flach Proceedings of the 20th international conference on machine learning (ICML …, 2003	345	2003
Roc ‘n’rule learning—towards a better understanding of covering algorithms J Fürnkranz, PA Flach Machine learning 58 (1), 39-77, 2005	292	2005
Abduction and Induction: Essays on their relation and integration PA Flach, AC Kakas Kluwer Academic Publishers, 2000	250*	2000
Bridging e-health and the internet of things: The sphere project N Zhu, T Diethe, M Camplani, L Tao, A Burrows, N Twomey, D Kaleshi, ... IEEE Intelligent Systems 30 (4), 39-46, 2015	218	2015
Kernels and distances for structured data T Gärtner, JW Lloyd, PA Flach Machine Learning 57 (3), 205-232, 2004	210	2004
A coherent interpretation of AUC as a measure of aggregated classification performance PA Flach, J Hernández-Orallo, C Ferri Proceedings of the 28th International Conference on Machine Learning (ICML …, 2011	204	2011
Confirmation-guided discovery of first-order rules with Tertius PA Flach, N Lachiche Machine learning 42 (1), 61-95, 2001	197	2001
A unified view of performance metrics: Translating threshold choice into expected classification loss J Hernández-Orallo, P Flach, C Ferri Ramírez Journal of Machine Learning Research 13, 2813-2869, 2012	195	2012
Database dependency discovery: a machine learning approach PA Flach, I Savnik AI communications 12 (3), 139-160, 1999	192	1999
Naive Bayesian classification of structured data PA Flach, N Lachiche Machine Learning 57 (3), 233-269, 2004	179	2004
Simply logical: intelligent reasoning by example P Flach John Wiley & Sons, Inc., 1994	177	1994
Precision-Recall-Gain Curves: PR Analysis Done Right. PA Flach, M Kull NIPS 15, 2015	175	2015
Comparative evaluation of approaches to propositionalization MA Krogel, S Rawles, F Železný, PA Flach, N Lavrač, S Wrobel International Conference on Inductive Logic Programming, 197-214, 2003	174	2003

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow this author

Cited by

Co-authors