See this document in CiteSeerX!

Phase Transitions and Stochastic Local Search in k-Term DNF Learning  (Make Corrections)  
Ulrich Rückert, Stefan Kramer, Luc De Raedt



  Home/Search   Context   Related

 
View or download:
wwwkramer.in.tum.de/kramer...ecml02.pdf
Cached:  PS.gz  PS  PDF   Image  Update  Help

From:  wwwkramer.in.tum.d...publications (more)
(Enter author homepages)

Rate this article: (best)
  Comment on this article  
(Enter summary)

Abstract: In the past decade, there has been a lot of interest in phase transitions within artificial intelligence, and more recently, in machine learning and inductive logic programming. We investigate phase transitions in learning k-term DNF boolean formulae, a practically relevant class of concepts. We do not only show that there exist phase transitions, but also characterize and locate these phase transitions using the parameters k, the number of positive and negative examples, and the number... (Update)

Similar documents (at the sentence level):
54.2%:   Phase Transitions and Stochastic Local Search in k-Term.. - Rueckert, Kramer, De.. (2002)   (Correct)

Active bibliography (related documents):   More   All
0.3:   Go Patterns Generated by Retrograde Analysis - Bouzy   (Correct)
0.3:   Scalability and Efficiency in Multi-Relational Data Mining - Blockeel, Sebag (2003)   (Correct)
0.2:   Optimal Number Partitioning - Korf (1995)   (Correct)

BibTeX entry:   (Update)

@misc{ ckert-phase,
  author = "Ulrich Rückert and Stefan Kramer and Luc De Raedt",
  title = "Phase Transitions and Stochastic Local Search in k-Term DNF Learning",
  url = "citeseer.ist.psu.edu/712267.html" }
Citations (may not include all citations):
416   A new method for solving hard satisfiability problems - Selman, Kautz - 1992
329   Where the really hard problems are - Cheeseman, Kanefsky et al. - 1991
320   Hard and easy distributions of SAT problems - Mitchell, Selman et al. - 1992
267   A note on inductive generalization (context) - Plotkin - 1970
248   An introduction to computational learning theory (context) - Kearns, Vazirani - 1994
197   Noise strategies for improving local search - Selman, Kautz et al. - 1994
146   Domain-independent extensions to GSAT: solving large structu.. - Selman, Kautz - 1993
103   Local search strategies for satisfiability testing - Selman, Kautz et al. - 1993
82   Evidence for invariants in local search - McAllester, Selman et al. - 1997
81   Critical behavior in the satisfiability of random boolean ex.. - Kirkpatrick, Selman - 1994
44   Stochastic local search - methods (context) - Hoos - 1998
29   Induction of logic programs: FOIL and related systems - Quinlan, Cameron-Jones - 1995
27   Learning disjunctive concepts by means of genetic algorithms (context) - Giordana, Saitta et al. - 1994
17   Finite-size scaling (context) - Barber - 1983
17   The TSP phase transition - Gent, Walsh - 1996
14   The role of Occam's razor in knowledge discovery - Domingos - 1999
13   Encouraging experimental results on learning CNF (context) - Mooney - 1995
10   Phase Transitions in Relational Learning (context) - Giordana, Saitta - 2000
9   MILP -- a stochastic approach to Inductive Logic Programming (context) - Kovacic - 1994
8   Learning logical exceptions in chess - Bain - 1994
5   Analyzing Relational Learning in the Phase Transition Framew.. (context) - Giordana, Saitta et al. - 2000
5   The number partition phase transition - Gent, Walsh - 1995
3   Further evidence against the utility of Occam's razor (context) - Webb - 1996
3   StirlingNumberoftheSecondKind (context) - Weisstein - 2002
3   Space-efficient indexing of chess endgame tables (context) - Nalimov, Haworth et al. - 2000
2   An experimental study of phase transitions in matching (context) - Giordana, Botta et al. - 1999
2   A continous approach to inductive inference (context) - Kamath, Karmarkar et al. - 1992
1   Personal communication (context) - Furnkranz - 2002

Documents on the same site (http://wwwkramer.in.tum.de/kramer/publications.html):   More
Learning to Use Operational Advice - Fürnkranz, Pfahringer, Kaindl..   (Correct)
Experiments in Predicting Biodegradability - Dzeroski, Blockeel, Kompare.. (1999)   (Correct)
Demand-Driven Construction of Structural Features in ILP - Kramer (2001)   (Correct)

Online articles have much greater impact   More about CiteSeer.IST   Add search form to your site   Submit documents   Feedback  

CiteSeer.IST - Copyright Penn State and NEC