| Hits ?▲ |
Authors |
Title |
Venue |
Year |
Link |
Author keywords |
| 1 | Stephen Muggleton, Luc De Raedt, David Poole, Ivan Bratko, Peter A. Flach, Katsumi Inoue, Ashwin Srinivasan |
ILP turns 20 - Biography and future challenges.  |
Machine Learning  |
2012 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
The Machine Learning journal: 25 years young. |
Machine Learning |
2011 |
DBLP DOI BibTeX RDF |
|
| 1 | José Hernández-Orallo, Peter A. Flach, Cèsar Ferri Ramirez |
Technical Note: Towards ROC Curves in Cost Space |
CoRR |
2011 |
DBLP BibTeX RDF |
|
| 1 | José Hernández-Orallo, Peter A. Flach, César Ferri |
Threshold Choice Methods: the Missing Link |
CoRR |
2011 |
DBLP BibTeX RDF |
|
| 1 | William Klement, Peter A. Flach, Nathalie Japkowicz, Stan Matwin |
Smooth Receiver Operating Characteristics (smROC) Curves. |
ECML/PKDD |
2011 |
DBLP DOI BibTeX RDF |
|
| 1 | José Hernández-Orallo, Peter A. Flach, Cèsar Ferri Ramirez |
Brier Curves: a New Cost-Based Visualisation of Classifier Performance. |
ICML |
2011 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach, José Hernández-Orallo, Cèsar Ferri Ramirez |
A Coherent Interpretation of AUC as a Measure of Aggregated Classification Performance. |
ICML |
2011 |
DBLP BibTeX RDF |
|
| 1 | Tarek Abudawood, Peter A. Flach |
Exploiting the High Predictive Power of Multi-class Subgroups. |
Journal of Machine Learning Research - Proceedings Track |
2010 |
DBLP BibTeX RDF |
|
| 1 | Simon Price, Peter A. Flach, Sebastian Spiegler |
SubSift: a novel application of the vector space model to support the academic research process. |
Journal of Machine Learning Research - Proceedings Track |
2010 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach |
The Machine Learning journal: 250 issues and counting. |
Machine Learning |
2010 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
ROC Analysis. |
Encyclopedia of Machine Learning |
2010 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
First-Order Logic. |
Encyclopedia of Machine Learning |
2010 |
DBLP DOI BibTeX RDF |
|
| 1 | Tarek Abudawood, Peter A. Flach |
First-Order Multi-class Subgroup Discovery. |
STAIRS |
2010 |
DBLP DOI BibTeX RDF |
|
| 1 | Tarek Abudawood, Peter A. Flach |
The Advantages of Seed Examples in First-Order Multi-class Subgroup Discovery. |
ECAI |
2010 |
DBLP DOI BibTeX RDF |
|
| 1 | Sebastian Spiegler, Peter A. Flach |
Enhanced Word Decomposition by Calibrating the Decision Threshold of Probabilistic Models and Using a Model Ensemble. |
ACL |
2010 |
DBLP BibTeX RDF |
|
| 1 | Sebastian Spiegler, Andrew van der Spuy, Peter A. Flach |
Ukwabelana - An open-source morphological Zulu corpus. |
COLING |
2010 |
DBLP BibTeX RDF |
|
| 1 | Simon Price, Peter A. Flach, Sebastian Spiegler, Christopher Bailey, Nikki Rogers |
SubSift Web Services and Workflows for Profiling and Comparing Scientists and Their Published Works. |
eScience |
2010 |
DBLP DOI BibTeX RDF |
|
| 1 | Tarek Abudawood, Peter A. Flach |
Learning Multi-class Theories in ILP. |
ILP |
2010 |
DBLP DOI BibTeX RDF |
|
| 1 | Antonis C. Kakas, Peter A. Flach |
Abduction and Induction in Artificial Intelligence. |
J. Applied Logic |
2009 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach, Sebastian Spiegler, Bruno Golénia, Simon Price, John Guiver, Ralf Herbrich, Thore Graepel, Mohammed J. Zaki |
Novel tools to streamline the conference review process: experiences from SIGKDD'09. |
SIGKDD Explorations |
2009 |
DBLP DOI BibTeX RDF |
|
| 1 | Kseniya B. Shalonova, Bruno Golénia, Peter A. Flach |
Towards Learning Morphology for Under-Resourced Fusional and Agglutinating Languages. |
IEEE Transactions on Audio, Speech & Language Processing |
2009 |
DBLP DOI BibTeX RDF |
|
| 1 | Tarek Abudawood, Peter A. Flach |
Evaluation Measures for Multi-class Subgroup Discovery. |
ECML/PKDD |
2009 |
DBLP DOI BibTeX RDF |
|
| 1 | Bruno Golénia, Sebastian Spiegler, Peter A. Flach |
Unsupervised Morpheme Discovery with Ungrade. |
CLEF |
2009 |
DBLP DOI BibTeX RDF |
|
| 1 | Sebastian Spiegler, Bruno Golénia, Peter A. Flach |
Unsupervised Word Decomposition with the Promodes Algorithm. |
CLEF |
2009 |
DBLP DOI BibTeX RDF |
|
| 1 | William Klement, Peter A. Flach, Nathalie Japkowicz, Stan Matwin |
Cost-Based Sampling of Individual Instances. |
Canadian Conference on AI |
2009 |
DBLP DOI BibTeX RDF |
Cost-Based Learning, Sampling, Class Imbalance |
| 1 | John F. Elder IV, Françoise Fogelman-Soulié, Peter A. Flach, Mohammed Javeed Zaki (eds.) |
Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28 - July 1, 2009 |
KDD |
2009 |
DBLP BibTeX RDF |
|
| 1 | Susanne Hoche, Peter A. Flach, David Hardcastle |
A Fast Method for Property Prediction in Graph-Structured Data from Positive and Unlabelled Examples. |
ECAI |
2008 |
DBLP DOI BibTeX RDF |
|
| 1 | Simon Price, Peter A. Flach |
Querying and Merging Heterogeneous Data by Approximate Joins on Higher-Order Terms. |
ILP |
2008 |
DBLP DOI BibTeX RDF |
|
| 1 | Susanne Hoche, Andreas Nürnberger, Peter A. Flach |
Network analysis in natural sciences and engineering. |
AI Commun. |
2007 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach |
Putting Things in Order: On the Fundamental Role of Ranking in Classification and Probability Estimation. |
ECML/PKDD |
2007 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach, Edson Takashi Matsubara |
On classification, ranking, and probability estimation. |
Probabilistic, Logical and Relational Learning - A Further Synthesis |
2007 |
DBLP BibTeX RDF |
|
| 1 | Shaomin Wu, Peter A. Flach, Cèsar Ferri Ramirez |
An Improved Model Selection Heuristic for AUC. |
ECML |
2007 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach, Edson Takashi Matsubara |
A Simple Lexicographic Ranker and Probability Estimator. |
ECML |
2007 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
Reinventing Machine Learning with ROC Analysis. |
IBERAMIA-SBIA |
2006 |
DBLP DOI BibTeX RDF |
|
| 1 | Kerstin Eder, Peter A. Flach, Hsiou-Wen Hsueh |
Towards Automating Simulation-Based Design Verification Using ILP. |
ILP |
2006 |
DBLP DOI BibTeX RDF |
|
| 1 | Tom Fawcett, Peter A. Flach |
A Response to Webb and Ting's On the Application of ROC Analysis to Predict Classification Performance Under Varying Class Distributions. |
Machine Learning |
2005 |
DBLP DOI BibTeX RDF |
classifier evaluation, class skew, classification, ROC |
| 1 | Johannes Fürnkranz, Peter A. Flach |
ROC 'n' Rule Learning-Towards a Better Understanding of Covering Algorithms. |
Machine Learning |
2005 |
DBLP DOI BibTeX RDF |
inductive rule learning, rule evaluation metrics, coverage space, ROC analysis |
| 1 | Ronaldo C. Prati, Peter A. Flach |
ROCCER: An Algorithm for Rule Learning Based on ROC Analysis. |
IJCAI |
2005 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach, Shaomin Wu |
Repairing Concavities in ROC Curves. |
IJCAI |
2005 |
DBLP BibTeX RDF |
|
| 1 | Elias Gyftodimos, Peter A. Flach |
Combining Bayesian Networks with Higher-Order Data Representations. |
Probabilistic, Logical and Relational Learning |
2005 |
DBLP BibTeX RDF |
|
| 1 | Elias Gyftodimos, Peter A. Flach |
Combining Bayesian Networks with Higher-Order Data Representations. |
IDA |
2005 |
DBLP DOI BibTeX RDF |
|
| 1 | Nada Lavrac, Branko Kavsek, Peter A. Flach, Ljupco Todorovski |
Subgroup Discovery with CN2-SD. |
Journal of Machine Learning Research |
2004 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach, Nicolas Lachiche |
Naive Bayesian Classification of Structured Data. |
Machine Learning |
2004 |
DBLP DOI BibTeX RDF |
first-order features, knowledge representation, inductive logic programming, bayesian classifier, structured data |
| 1 | Thomas Gärtner, John W. Lloyd, Peter A. Flach |
Kernels and Distances for Structured Data. |
Machine Learning |
2004 |
DBLP DOI BibTeX RDF |
kernel methods, inductive logic programming, higher-order logic, instance-based learning, structured data |
| 1 | Nada Lavrac, Bojan Cestnik, Dragan Gamberger, Peter A. Flach |
Decision Support Through Subgroup Discovery: Three Case Studies and the Lessons Learned. |
Machine Learning |
2004 |
DBLP DOI BibTeX RDF |
data mining, decision support, actionability, lessons learned, subgroup discovery |
| 1 | José Hernández-Orallo, César Ferri, Nicolas Lachiche, Peter A. Flach |
The 1st workshop on ROC analysis in artificial intelligence (ROCAI-2004). |
SIGKDD Explorations |
2004 |
DBLP DOI BibTeX RDF |
machine learning, artificial intelligence, ROC analysis |
| 1 | Peter A. Flach |
Book review: Logic for Learning: Learning Comprehensible Theories from Structured Data by John W. Lloyd, Springer-Verlag, 2003, ISBN 3-540-42027-4. |
TPLP |
2004 |
DBLP DOI BibTeX RDF |
|
| 1 | José Hernández-Orallo, César Ferri, Nicolas Lachiche, Peter A. Flach (eds.) |
ROC Analysis in Artificial Intelligence, 1st International Workshop, ROCAI-2004, Valencia, Spain, August 22, 2004 |
ROCAI |
2004 |
DBLP BibTeX RDF |
|
| 1 | Johannes Fürnkranz, Peter A. Flach |
An Analysis of Stopping and Filtering Criteria for Rule Learning. |
ECML |
2004 |
DBLP DOI BibTeX RDF |
|
| 1 | Elias Gyftodimos, Peter A. Flach |
Hierarchical Bayesian Networks: An Approach to Classification and Learning for Structured Data. |
SETN |
2004 |
DBLP DOI BibTeX RDF |
|
| 1 | César Ferri, Peter A. Flach, José Hernández-Orallo |
Delegating classifiers. |
ICML |
2004 |
DBLP DOI BibTeX RDF |
|
| 1 | Annalisa Appice, Michelangelo Ceci, Simon Rawles, Peter A. Flach |
Redundant feature elimination for multi-class problems. |
ICML |
2004 |
DBLP DOI BibTeX RDF |
|
| 1 | César Ferri, Peter A. Flach, José Hernández-Orallo |
Improving the AUC of Probabilistic Estimation Trees. |
ECML |
2003 |
DBLP DOI BibTeX RDF |
|
| 1 | Johannes Fürnkranz, Peter A. Flach |
An Analysis of Rule Evaluation Metrics. |
ICML |
2003 |
DBLP BibTeX RDF |
|
| 1 | Nicolas Lachiche, Peter A. Flach |
Improving Accuracy and Cost of Two-class and Multi-class Probabilistic Classifiers Using ROC Curves. |
ICML |
2003 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach |
The Geometry of ROC Space: Understanding Machine Learning Metrics through ROC Isometrics. |
ICML |
2003 |
DBLP BibTeX RDF |
|
| 1 | Dimitrios Mavroeidis, Peter A. Flach |
Improved Distances for Structured Data. |
ILP |
2003 |
DBLP DOI BibTeX RDF |
|
| 1 | Mark-A. Krogel, Simon Rawles, Filip Zelezný, Peter A. Flach, Nada Lavrac, Stefan Wrobel |
Comparative Evaluation of Approaches to Propositionalization. |
ILP |
2003 |
DBLP DOI BibTeX RDF |
|
| 1 | Thomas Gärtner, Peter A. Flach, Stefan Wrobel |
On Graph Kernels: Hardness Results and Efficient Alternatives. |
COLT |
2003 |
DBLP DOI BibTeX RDF |
|
| 1 | Tanja Urbancic, Maja Skrjanc, Peter A. Flach |
Web-based analysis of data mining and decision support education. |
AI Commun. |
2002 |
DBLP BibTeX RDF |
|
| 1 | Nada Lavrac, Peter A. Flach, Branko Kavsek, Ljupco Todorovski |
Adapting classification rule induction to subgroup discovery. |
ICDM |
2002 |
DBLP DOI BibTeX RDF |
|
| 1 | César Ferri, Peter A. Flach, José Hernández-Orallo |
Learning Decision Trees Using the Area Under the ROC Curve. |
ICML |
2002 |
DBLP BibTeX RDF |
|
| 1 | Thomas Gärtner, Peter A. Flach, Adam Kowalczyk, Alex J. Smola |
Multi-Instance Kernels. |
ICML |
2002 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach, Nada Lavrac |
Learning in Clausal Logic: A Perspective on Inductive Logic Programming. |
Computational Logic: Logic Programming and Beyond |
2002 |
DBLP DOI BibTeX RDF |
|
| 1 | Nicolas Lachiche, Peter A. Flach |
1BC2: A True First-Order Bayesian Classifier. |
ILP |
2002 |
DBLP DOI BibTeX RDF |
|
| 1 | Nada Lavrac, Filip Zelezný, Peter A. Flach |
RSD: Relational Subgroup Discovery through First-Order Feature Construction. |
ILP |
2002 |
DBLP DOI BibTeX RDF |
|
| 1 | Thomas Gärtner, John W. Lloyd, Peter A. Flach |
Kernels for Structured Data. |
ILP |
2002 |
DBLP DOI BibTeX RDF |
|
| 1 | Yonghong Peng, Peter A. Flach, Carlos Soares, Pavel Brazdil |
Improved Dataset Characterisation for Meta-learning. |
Discovery Science |
2002 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach, Nicolas Lachiche |
Confirmation-Guided Discovery of First-Order Rules with Tertius. |
Machine Learning |
2001 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach, Saso Dzeroski |
Editorial: Inductive Logic Programming is Coming of Age. |
Machine Learning |
2001 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
On the state of the art in machine learning: A personal review. |
Artif. Intell. |
2001 |
DBLP DOI BibTeX RDF |
|
| 1 | Nada Lavrac, Peter A. Flach |
An extended transformation approach to inductive logic programming. |
ACM Trans. Comput. Log. |
2001 |
DBLP DOI BibTeX RDF |
data mining, machine learning, relational databases, inductive logic programming |
| 1 | Peter A. Flach |
Multi-relational Data Mining: a perspective. |
EPIA |
2001 |
DBLP DOI BibTeX RDF |
|
| 1 | Luc De Raedt, Peter A. Flach (eds.) |
Machine Learning: EMCL 2001, 12th European Conference on Machine Learning, Freiburg, Germany, September 5-7, 2001, Proceedings |
ECML |
2001 |
DBLP BibTeX RDF |
|
| 1 | Thomas Gärtner, Peter A. Flach |
WBCsvm: Weighted Bayesian Classification based on Support Vector Machines. |
ICML |
2001 |
DBLP BibTeX RDF |
|
| 1 | Iztok Savnik, Peter A. Flach |
Discovery of multivalued dependencies from relations. |
Intell. Data Anal. |
2000 |
DBLP BibTeX RDF |
|
| 1 | Ljupco Todorovski, Peter A. Flach, Nada Lavrac |
Predictive Performance of Weghted Relative Accuracy. |
PKDD |
2000 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach, Nicolas Lachiche |
Decomposing Probability Distributions on Structured Individuals. |
ILP Work-in-progress reports |
2000 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach |
The Use of Functional and Logic Languages in Machine Learning. |
WFLP |
2000 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach, Iztok Savnik |
Database Dependency Discovery: A Machine Learning Approach. |
AI Commun. |
1999 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach |
Knowledge Representation for Inductive Learning. |
ESCQARU |
1999 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach, Nicolas Lachiche |
IBC: A First-Order Bayesian Classifier. |
ILP |
1999 |
DBLP DOI BibTeX RDF |
|
| 1 | Saso Dzeroski, Peter A. Flach (eds.) |
Inductive Logic Programming, 9th International Workshop, ILP-99, Bled, Slovenia, June 24-27, 1999, Proceedings |
ILP |
1999 |
DBLP BibTeX RDF |
|
| 1 | Nada Lavrac, Peter A. Flach, Blaz Zupan |
Rule Evaluation Measures: A Unifying View. |
ILP |
1999 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach, Antonis C. Kakas |
Abduction and Induction in AI: Report of the IJCAI'97 Workshop. |
Logic Journal of the IGPL |
1998 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach |
From Extensional to Intensional Knowledge: Inductive Logic Programming Techniques and Their Application to Deductive Databases. |
Transactions and Change in Logic Databases |
1998 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
Comparing Consequence Relations. |
KR |
1998 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach, Christophe G. Giraud-Carrier, John W. Lloyd |
Strongly Typed Inductive Concept Learning. |
ILP |
1998 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach, Antonis C. Kakas |
Abductive and Inductive Reasoning: Report of the ECAI'96 Workshop. |
Logic Journal of the IGPL |
1997 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
Inductive Logic Databases: From Extensional to Intensional Knowledge. |
DOOD |
1997 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
Normal Forms for Inductive Logic Programming. |
ILP |
1997 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
Rationality Postulates for Induction. |
TARK |
1996 |
DBLP BibTeX RDF |
|
| 1 | Peter A. Flach |
Simply logical - intelligent reasoning by example. |
|
1994 |
RDF |
|
| 1 | Peter A. Flach |
Predicate Invention in Inductive Data Engineering. |
ECML |
1993 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
An Analysis of Various Forms of "Jumping to Conclusions". |
AII |
1992 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
A Model of Inductive Reasoning. |
Logic at Work |
1992 |
DBLP DOI BibTeX RDF |
|
| 1 | Peter A. Flach |
Towards a Theory of Inductive Logic Programming. |
ISMIS |
1991 |
DBLP DOI BibTeX RDF |
|
| 1 | Shan-Hwei Nienhuys-Cheng, Peter A. Flach |
Consistent Term Mappings, Term Partitions and Inverse Resolution. |
EWSL |
1991 |
DBLP DOI BibTeX RDF |
Inverse resolution, absorption, substitution |
| 1 | Peter A. Flach |
Second-order Inductive Learning. |
AII |
1989 |
DBLP BibTeX RDF |
|
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