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Four Suggestions and a Rule Concerning the Application of ILP  (Make Corrections)  
Ashwin Srinivasan
Relational Data Mining



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Abstract: Since the late 1980s there has been a sustained research effort directed at investigating the application of Inductive Logic Programming (ILP) to problems in biology and chemistry. This essay is a personal view of some interesting issues that have arisen during my involvement in this enterprise. Many of the concerns of the broader field of Knowledge Discovery from Databases manifest themselves during the application of ILP to analyse bio-chemical data. Addressing them in this microcosm has... (Update)

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BibTeX entry:   (Update)

@incollection{ srinivasan01four,
    author = "Ashwin Srinivasan",
    title = "Four Suggestions and a Rule Concerning the Application of {ILP}",
    booktitle = "Relational Data Mining",
    publisher = "Springer-Verlag",
    editor = "Saso Dzeroski and Nada Lavrac",
    isbn = "3-540-42289-7",
    pages = "365--374",
    year = "2001",
    url = "citeseer.ist.psu.edu/487347.html" }
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388   Inductive logic programming - Muggleton - 1991
200   Neural and Statistical classification (context) - Michie, Spiegelhalter et al. - 1994
130   Inverse Entailment and Progol - Muggleton - 1995
106   FOIL: a midterm report - Quinlan - 1993
96   Drug design by machine learning: The use of inductive logic .. (context) - King, Muggleton et al. - 1992
85   Theories for mutagenicity: a study of first-order and featur.. - Srinivasan, Muggleton et al. - 1996
79   Solving the multiple-instance problem with axis-parallel rec.. - Dietterich, Lathrop et al. - 1997
65   The application of Inductive Logic Programming to finite ele.. - Dolsak, Muggleton - 1992
53   Structureactivity relationships derived by machine learning:.. (context) - King, Muggleton et al. - 1996
44   An experimental comparison of human and machine learning for.. - Muggleton, Bain et al. - 1989
42   Part-of-speech tagging using Progol - Cussens - 1997
40   Relating chemical activity to structure: an examination of I.. - King, Srinivasan et al. - 1995
33   Feature construction with Inductive Logic Programming: a stu.. - Srinivasan, King - 1999
27   Predicting protein secondary structure using inductive logic.. (context) - Muggleton, King et al. - 1992
24   Pharmacophore Discovery using the Inductive Logic Programmin.. - Finn, Muggleton et al. - 1998
21   A study of two sampling methods for analysing large datasets.. - Srinivasan - 1999
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18   Quantitative structure-activity relationships by neural netw.. (context) - Hirst, King et al. - 1994
17   Prediction of rodent carcinogenicity bioassays from molecula.. (context) - King, Srinivasan - 1996
15   Biochemical knowledge discovery using Inductive Logic Progra.. - Muggleton, Srinivasan et al. - 1998
12   The role of background knowledge: using a problem from chemi.. - Srinivasan, King et al. - 1998
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8   Generating explicit orderings for non-monotonic logics - Cussens, Hunter et al. - 1993
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8   An initial experiment into stereochemistry-based drug design.. - Muggleton, Page et al. - 1996
8   The superarticulacy phenomenon in the context of software ma.. (context) - Michie
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1   Five lessons in representation based on the application of I.. (context) - Srinivasan - 1997
1   The Strange Case of the Spotted Mice and other classic essay.. (context) - Medawar

Documents on the same site (http://www.comlab.ox.ac.uk/oucl/work/ashwin.srinivasan/pubs.html):   More
ILP: A Short Look Back and a Longer Look Forward - Page   (Correct)
Generating Explicit Orderings for Non-monotonic Logics - Cussens, Hunter, al. (1993)   (Correct)
Compression, Significance and Accuracy - Muggleton, Srinivasan, Bain (1992)   (Correct)

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