The Eighth International Conference on Inductive Logic Programming - ILP'98

David Page

The Eighth International Conference on Inductive Logic Programming (ILP'98) was held July 22-24, 1998, on the campus of the University of Wisconsin, in Madison, Wisconsin, U.S.A. ILP'98 was co-located with the Fifteenth International Conference on Machine Learning (ICML'98), the Fifteenth National Conference on Artificial Intelligence, the Tenth Annual Innovative Applications of Artificial Intelligence (IAAI'98), the Eleventh Annual Conference on Computational Learning Theory (COLT'98), the Third Annual Genetic Programming Conference (GP'98), the Fourteenth Annual Conference on Uncertainty in Artificial Intelligence Conference (UAI'98), the Twentieth Annual Meeting of the Cognitive Science Society (CogSci'98), and the Eighth Annual Meeting of the Society for Text and Discourse. An ILP Tutorial Day, was held the day before ILP'98.

ILP-98 Proceedings were published by Springer (LNCS/LNAI 1446, ISBN 3-540-64738-4).

 Content

Inductive Logic Programming (ILP) is the study of automated inductive learning where the knowledge representation used is first-order definite clause logic. The richness of the representation makes ILP particularly well-suited to domains such as organic chemistry and molecular biology, natural language processing, and elecommunications, where examples are easily described as sets of objects (e.g., atoms in a molecule) together with relations that hold among those objects (e.g., bonds or distance relations). Traditionally ILP researchers have shown equally great interest in papers describing (1) theoretical advances, (2) implementations of new or improved systems, and (3) novel applications.

The ILP'98 Schedule

ILP'98 Chair

David Page
Department of Engineering Mathematics and Computer Science
Speed Scientific School
University of Louisville
Louisville, KY 40292
U.S.A.
cdpage@louisville.edu

 

Program Committee

Francesco Bergadano
Henrik Bostrom
Ivan Bratko
James Cussens
Luc De Raedt
Saso Dzeroski
Peter Flach
Alan Frisch
Nada Lavrac
Stan Matwin
Ray Mooney
Stephen Muggleton
Masayuki Numao
Celine Rouveirol
Claude Sammut
Michele Sebag
Ashwin Srinivasan
Stefan Wrobel 

Extended presentations and Invited talks were 40 minute presentations with an additional 10 minutes for questions. All other presentations were 20 minutes long with an additional 5 minutes for questions. The schedule of the ILP-98 invited talks overlaped with ICML/COLT/UAI. In addition there was a joint poster session on

Saturday.

Programme: 

Wednesday, July 22:

MORNING (Grainger Hall, Room 1220)

9:00 SESSION 1

Combining Statistical and Relational Methods for Learning
in Hypertext Domains (Extended Presentation) [ILP-1]
S. Slattery and M. Craven

10:05 SESSION 2

Using Prior Probabilities and Density Estimation for Relational
Classification [ILP-10]
J. Cussens

A Stochastic Simple Similarity [ILP-6]
M. Sebag

11:10 SESSION 3

Induction of Constraint Grammar-Rules Using Progol [ILP-7]
M. Eineborg and N. Lindberg

A Hybrid Approach to Word Segmentation [ILP-8]
D. Kazakov and S. Manandhar

Learning Multilingual Morphology with CLOG [ILP-9]
S. Manandhar, S. Dzeroski, and T. Erjavec

1:30 SESSION 4

Prolog, Refinements and RLGG's [ILP-11]
C. Sammut

Completing Inverse Entailment [ILP-4]
S. Muggleton

Normal Programs and Multiple Predicate Learning [ILP-13]
L. Fogel and G. Zaverucha

2:45 ILP COMMUNITY MEETING

(Refreshments arrive at 3:10)

3:40 SESSION 5

Learning Structurally Indeterminate Clauses [ILP-14]
J.-D. Zucker and J.-G. Ganascia

Detecting Traffic Problems with ILP [ILP-15]
S. Dzeroski, N. Jacobs, M. Molina, C. Moure,

S. Muggleton, and W. Van Laer
A Comparison of ILP and Propositional Systems on Propositional Traffic Data [ILP-16]
S. Roberts, W. Van Laer, N. Jacobs

 

Thursday, July 23:

9:00 SESSION 1

Term Comparisons in First-Order Similarity
Measures (Extended Presentation) [ILP-2]
U. Bohnebeck, T. Horvath, and S. Wrobel

10:05 SESSION 2

Distances and Limits on Herbrand Interpretations
S.-H. Nienhuys-Cheng

Relational Distance-Based Clustering [ILP-18]
M. Kirsten and S. Wrobel

A Framework for Defining Distances Between First-Order Logic Objects [ILP-19]
J. Ramon and M. Bruynooghe

11:35 SESSION 3

Using ILP Systems for Verification and Validation of Multi-Agent Systems [ILP-20]
N. Jacobs, K. Driessens, and L. De Raedt

Strongly Typed Inductive Concept Learning [ILP-21]
P.A. Flach, C. Giraud-Carrier, and J.W. Lloyd

1:30 SESSION 4

Application of Inductive Logic Programming to Discover Rules Governing the Three-Dimensional Topology of Protein Structure (Extended Presentation) [ILP-3]
M. Turcotte, S.H. Muggleton, and M.J.E. Sternberg

Stochastic Propositionalization of Non-determinate
Background Knowledge (Extended Presentation) [ILP-5]
S. Kramer, B. Pfahringer, and C. Helma

3:40 SESSION 5

Inducing Shogi Heuristics Using Inductive Logic Programming [ILP-22]
T. Nakano, N. Inuzuka, H. Seki, and H. Itoh

Repeat Learning Using Predicate Invention [ILP-23]
K. Khan, S. Muggleton, and R. Parson

DOGMA: A GA-Based Relational Learner [ILP-12]
J. Hekanaho

Function-Free Horn Clauses are Hard to Approximate [ILP-17]
R. Nock and P. Jappy

 

Friday, July 24:

8:30 SESSION 1

Joint COLT/ICML/UAI invited talk Reinforcement Learning: How Far Can It Go?
Rich Sutton

10:10 SESSION 2

Application of ILP to Problems in Chemistry and Biology (ILP'98 Invited Talk)
Ashwin Srinivasan

Attribute-Value Learning versus Inductive Logic Programming:The Missing Links (ILP'98 Invited Talk)
Luc De Raedt

1:30 SESSION 3

Advances in ILP Theory and Implementations (ILP'98 Invited Talk)
Stephen Muggleton

3:40 SESSION 4 (2120 Grainger Hall)

Joint technical session with ICML Learning First-Order Acyclic Horn Programs from Entailment [ICML-17]
C. Reddy and P. Tadepalli

Top-Down Induction of Clustering Trees [ICML-18]
H. Blockeel, L. De Raedt, and J. Ramon

Multistrategy Learning for Information Extraction [ICML-19]
D. Freitag

Structural Machine Learning with Galois Lattice and Graphs [ICML-20]
M. Liquiere and J. Sallantin

7:00 Joint COLT/ICML/ILP/UAI banquet, Madison Convention Center Ballroom
banquet speaker: David Spiegelhalter
"2.5 Millennia of Directed Graphs"
(introduced by Steffen Lauritzen)

 

Saturday, July 25:

7:00 p.m. - midnight
joint COLT/ICML/ILP/UAI poster session.

http://www.cs.louisville.edu/faculty/page/ilp98/