ILPnet2 library: ILP Application

ILP publications on ILP Application

This is a list of publications in the ILPnet2 on-line library dealing with ILP Application. Notice that Keywords are a new feature in the ILPnet2 library, so that only recent papers will be listed. The title of the article is a link to the full reference, including -- if provided by the author -- abstract and URL. It also allows easy access to related publications.

2002

L Badea. Functional discrimination of gene expression patterns using ILP. July 2002.
F Esposito, S Ferilli, N Fanizzi, TMA Basile, and ND Mauro. Cooperation of Multiple Strategies for Automated Learning in Complex Environments. June 2002.
WV Laer. From Propositional to First Order Logic in Machine Learning and Data Mining -- Induction of first order rules with ICL. June 2002.
M Dastani, N Jacobs, CM Jonker, and J Treur. Modelling user preferences and mediating agents in electronic commerce. May 2002.
F Zelezny, J Zidek, and O Stepankova. A Learning System for Decision Support in Telecommunications. April 2002.
J Cheng, C Hatzis, H Hayashi, MA Krogel, S Morishita, D Page, and J Sese. KDD Cup 2001 Report. January 2002.
P Flach and N Lavrac. Learning in Clausal Logic: A Perspective on Inductive Logic Programming. 2002.

2001

D Malerba, F Esposito, A Lanza, and FA Lisi. Machine Learning for Information Extraction from Topographic Maps. December 2001.
SH Muggleton, CH Bryant, A Srinivasan, A Whittaker, S Topp, and C Rawlings. Are grammatical representations useful for learning from biological sequence data? - a case study. October 2001.
J Ramon, T Francis, and H Blockeel. Learning a Tsume-Go heuristic with Tilde. October 2001.
H Blockeel, J Furnkranz, A Prskawetz, and FC Billari. Detecting temporal changes in event sequences: An application to demographic data. September 2001.
G Semeraro, S Ferilli, N Fanizzi, and F Esposito. Document Classification and Interpretation through the Inference of Logic-Based Models. September 2001.
PA Flach and D Gamberger. Subgroup evaluation and decision support for a direct mailing marketing problem. September 2001.
T Gärtner, S Wu, and PA Flach. Data Mining on the Sisyphus Dataset: Evaluation and Integration of Results. September 2001.
N Jacobs and H Blockeel. From Shell Logs to Shell Scripts. September 2001.
M Nepil. Learning to Parse from a Treebank: Combining TBL and ILP. September 2001.
M Nepil, L Popelínský, and E Zácková. Part-of-Speech Tagging by Means of Shallow Parsing, ILP and Active Learning. September 2001.
N Jacobs and H Blockeel. The learning shell : Automated macro construction. July 2001.
M Nepil. Automated Parser Construction from a Treebank by means of TBL and ILP. July 2001.
J Ramon and H Blockeel. A survey of the application of machine learning to the game of go. May 2001.
C Bryant, S Muggleton, S Oliver, D Kell, P Reiser, and R King. Combining Inductive Logic Programming, Active Learning and Robotics to Discover the Function of Genes. 2001.

2000

RD King, A Karwath, AJ Clare, and L Dehaspe. Genome scale prediction of protein functional class from sequence using data mining. August 2000.
L Badea. Learning Trading Rules with Inductive Logic Programming. June 2000.
N Jacobs. The learning shell. March 2000.
F Esposito, G Semeraro, N Fanizzi, and S Ferilli. Multistrategy Theory Revision: Induction and Abduction in INTHELEX. January 2000.

1999

N Fanizzi. Refinement Operators in Multistrategy Incremental Learning. November 1999.
N Jacobs. Adaplix: Towards Adaptive Websites. November 1999.
H Blockeel, S Dzeroski, and J Grbovic. Simultaneous prediction of multiple chemical parameters of river water quality with TILDE.. September 1999.
L Todorovski and S Dzeroski. Experiments in meta-level learning with ILP. September 1999.
D Kazakov. Natural Language Processing Applications of Machine Learning. May 1999.
B Pfahringer, E Gottmann, S Kramer, and C Helma. Representational/Efficiency Issues in Toxicological Knowledge Discovery. 1999.
H Pirker and S Kramer. Listening to Lists: Studying Durational Phenomena in Enumerations. 1999.

1998

I Mozetic. Secondary structure prediction by Inductive Logic Programming. December 1998.
L Popelinsky. Inductive inference to support object-oriented analysis and design. September 1998.
S Dzeroski, N Jacobs, M Molina, and C Moure. ILP experiments in detecting traffic problems. August 1998.
N Jacobs, K Driessens, and LD Raedt. Inductive verification and validation of multi agents systems. August 1998.
K Driessens, N Jacobs, N Cossement, P Monsieurs, and LD Raedt. Inductive verification and validation of the KULRot RoboCup team. May 1998.
S Dzeroski, N Jacobs, M Molina, C Moure, S Muggleton, and W Van Laer. Detecting Traffic Problems with ILP. 1998.
C Helma, S Kramer, and B Pfahringer. Carcinogenicity Prediction for Noncongeneric Compounds: Experiments with the Machine Learning Program SRT and Various Sets of Chemical Descriptors. 1998.

1997

D Zupanic, M Hodoscek, N Lavrac, and I Mozetic. Global energy minimization of small molecules combining Constraint Logic Programming and molecular mechanics. December 1997.
S Kramer, B Pfahringer, and C Helma. Mining for Causes of Cancer: Machine Learning Experiments at Various Levels of Detail. 1997.