East-West Challenge: Results of Competition 2 Legend: _______ Entry is a codeword used by us for scoring purposes Oracle is a codeword used to denote theories known to us to be within the bottom quartile of complexity scores Accuracy is the accuracy of the subsymbolic entry, taking as oracle the theory in the Oracle column Contestant is the name of the contestant Notes: ______ 1. Accuracy is measured as follows. For each oracle/entry pair the following 2x2 table is calculated using the file 100trains.pl: Oracle class | East | West ------------------------------------------ | | East | N1 | N2 Entry | | class ------------------------------------ | | West | N3 | N4 | | ------------------------------------------ Accuracy = (N1 + N4) / (N1 + N2 + N3 + N4) 2. We know of 9 theories in the bottom quartile of complexity scores relevant to Competition 1. Ordered by complexity score, these are: Theory Size Details ______ ____ _______ mpage 16 Michie-Page inspired by Theory pfahr2 pfahr2 16 Bernhard Pfahringer inglis 19 Stuart Inglis pfahr1 19 Bernhard Pfahringer turney 19 Peter D Turney weka 19 WEKA ML Project x 19 Theory X aqdt1 20 Ibrahim F Imam aqdt2 20 Ryszard S Michalski 3. Winner is decided on the basis of the highest accuracy using any of the theories listed above as oracles. If two or more entries have the same accuracy, then a tie-break rule compares accuracies when using the winner of Competition 1, (Theory pfahr2) as ora- cle. 4. In the note "UPDATE ON INDUCTIVE LEARNING COMPETITIONS" issued by us on August 3 1994, we described necessary changes to the file 100trains.pl used to score this competition. All entries received before August 3 were scored using the older version of 100trains.pl. This affects Entry hart and Entry quin listed below. Winner: _______ Peter D. Turney Knowledge Systems Laboratory National Research Council Canada Ottawa, Ontario, Canada, K1A 0R6 peter@ai.iit.nrc.ca Comments: _________ Due to an oversight on our part, we failed to realise that any entry that scored in the bottom quartile of Competition 1, could be resubmitted to Competition 2 in the guise of a subsymbolic learner. Under the rules of engagement, this entry would be guaranteed to have 100% agreement with at least one of the ora- cles, namely itself. This error has been rightly punished by each of: Entry aqdt1, Entry aqdt2 and Entry turney. Details: ________ Entry Oracle Accuracy Contestant _____ ______ ________ __________ aq17hci aqdt1 57% Janusz Wnek aqdt2 54% inglis 53% mpage 51% pfahr1 53% pfahr2 58% turney 60% weka 53% x 52% aqdt1 aqdt1 100% Ibrahim F. Imam aqdt2 81% inglis 69% mpage 54% pfahr1 69% pfahr2 61% turney 43% weka 69% x 47% aqdt2 aqdt1 81% Ryszard S Michalski aqdt2 100% inglis 60% mpage 57% pfahr1 60% pfahr2 60% turney 48% weka 60% x 52% hart aqdt1 65% G R Hart aqdt2 61% inglis 68% mpage 60% pfahr1 68% pfahr2 61% turney 61% weka 68% x 58% imam aqdt1 69% Ibrahim F Imam aqdt2 66% inglis 70% mpage 63% pfahr1 70% pfahr2 60% turney 56% weka 70% x 58% quin aqdt1 74% Ross Quinlan aqdt2 78% inglis 47% mpage 53% pfahr1 47% pfahr2 62% turney 52% weka 47% x 53% turney aqdt1 43% Peter D Turney aqdt2 48% inglis 52% mpage 85% pfahr1 52% pfahr2 72% turney 100% weka 52% x 90%