Results summary:

All experiments were performed on a 2.2Ghz dual core AMD Opteron processor (275) with 8gb RAM.

Global (with left to right evaluation, resolutions=10.000)
beam=2, K=5
                     Train acc.        Test acc.            Time
Alzheimers Amine:        79.6%         76.2%+/-2.4%          21s
Carcinogenesis:          71.8%         70.4%+/-7.5%         222s Notes: maxneg=30
DSSTox:                  79.0%         74.0%+/-3.1%         478s Notes: evalfn=coverage, 5 folds
Metabolism:              71.3%         63.8%+/-14.8%        267s
Proteins:                68.8%         63.7%               6351s
Pyrimidines:             89.5%         74.1%                175s


Incremental  (with left to right evaluation, resolutions=10.000)

(Times are for all the folds + using all data for training, so divide roughly by 11 for
 training time on all datasets. For DSSTox divide by 6)

beam=3, K=10
On lake:

                              Test acc.      Total Time
Alzheimers Amine:             76.1%+/-4.0%          42s    
Carcinogenesis:               63.0%+/-7.2%         669s     Notes: maxneg=30
DSSTox:                       68.6%+/-5.3%        1045s     Notes: inflation=10, 5 folds
Metabolism:                   62.3%+/-14.3%       1402s     
Proteins:                     58.7%               5551s     
Pyrimidines:                  77.9%                 20s     

Phase transition dataset:

N=2, K=5
Problem (always l=12)
m               Test acc.     Time  Memory
6                98.0%         6s      34M
7                99.5%        14s      48M         
8                97.5%        33s      61M 
10               98.0%        23s      73M
11               99.0%        25s      79M
14               97.0%        34s      94M
16               54.5%       395s     116M  
17               80.5%       439s     122M

N=2, K=10
Problem (always l=12)
m               Test acc.     Time  Memory
6                98.0%         7s      34M
7                99.5%        15s      48M         
8                97.5%        40s      61M 
10               97.0%        45s      73M 
11               99.0%        36s      79M
14               93.5%        47s      94M
16               76.0%       501s     116M  
17               71.0%       485s     122M

