data=breastcancer measure= pd #key, ties, win, loss, win-loss psc, 4, 0, 0, 0 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 measure= prec #key, ties, win, loss, win-loss psc, 4, 0, 0, 0 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 measure= pf #key, ties, win, loss, win-loss psc, 4, 0, 0, 0 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 measure= pd knn 25.6, 36.6, 46.2, 61.1, 75.0, [ ------ | +++++++ ] psc 10.3, 31.6, 46.7, 56.2, 89.5, [ ----------- | +++++++++++++++++ ] cliff 22.2, 37.5, 47.4, 66.7, 81.4, [ -------- | ++++++++ ] mcs 16.7, 41.5, 50.0, 57.8, 73.3, [ ------------- | ++++++++ ] cnn 21.4, 43.9, 52.6, 59.1, 73.3, [ ------------ | ++++++++ ] measure= prec psc 9.7, 27.3, 42.9, 68.4, 90.0, [ --------- | +++++++++++ ] knn 20.0, 28.2, 46.2, 68.2, 85.2, [ ----- | +++++++++ ] cliff 15.4, 31.2, 54.5, 70.0, 91.9, [ -------- | +++++++++++ ] mcs 12.5, 26.9, 54.5, 69.0, 85.7, [ -------- | +++++++++ ] cnn 15.0, 30.8, 58.3, 70.6, 83.3, [ -------- | +++++++ ] measure= pf cnn 26.7, 40.0, 47.4, 53.8, 78.6, [ ------- | +++++++++++++ ] cliff 18.6, 31.4, 50.0, 60.0, 77.8, [ ------- | +++++++++ ] mcs 26.7, 41.7, 50.0, 56.4, 83.3, [ -------- | ++++++++++++++ ] psc 10.5, 40.0, 52.9, 65.1, 89.7, [ --------------- | +++++++++++++ ] knn 25.0, 37.5, 53.3, 60.5, 74.4, [ ------- | +++++++ ] ********************************************************************************************* data=ecoli measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 3, 0, 1, -1 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 2, 2, 0, 2 knn, 2, 2, 0, 2 cnn, 3, 1, 0, 1 mcs, 1, 1, 2, -1 cliff, 0, 0, 4, -4 measure= pd cnn 0.0, 0.0, 0.0, 25.0, 100.0, [ ++++++++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 0.0, 6.9, 100.0, [ +++++++++++++++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 7.1, 100.0, [ +++++++++++++++++++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 3.8, 34.6, 100.0, [| +++++++++++++++++++++++++++++++++ ] cliff 0.0, 0.0, 50.0, 80.0, 100.0, [ | +++++++++++] measure= prec cnn 0.0, 0.0, 0.0, 29.4, 100.0, [ ++++++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 0.0, 7.7, 100.0, [ +++++++++++++++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 4.3, 100.0, [ ++++++++++++++++++++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 6.7, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cliff 0.0, 0.0, 68.8, 92.3, 100.0, [ | ++++ ] measure= pf cliff 0.0, 0.0, 1.9, 5.9, 36.4, [ ++++++++++++++++ ] mcs 0.0, 1.5, 4.8, 15.3, 55.2, [ | ++++++++++++++++++++ ] cnn 0.0, 1.6, 7.5, 17.5, 57.1, [ | ++++++++++++++++++++ ] psc 0.0, 2.0, 9.1, 20.8, 61.7, [ | +++++++++++++++++++++ ] knn 0.0, 3.6, 9.7, 19.5, 67.2, [- | ++++++++++++++++++++++++ ] ********************************************************************************************* data=glass measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 1, 2, 1, 1 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 cnn, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 knn, 1, 3, 0, 3 mcs, 1, 1, 2, -1 cnn, 1, 1, 2, -1 cliff, 0, 0, 4, -4 measure= pd psc 0.0, 0.0, 0.0, 25.0, 100.0, [ ++++++++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 7.7, 33.3, 100.0, [ | ++++++++++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 20.0, 50.0, 100.0, [ | ++++++++++++++++++++++++++] mcs 0.0, 0.0, 31.2, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cliff 0.0, 0.0, 50.0, 92.3, 100.0, [ | ++++ ] measure= prec psc 0.0, 0.0, 0.0, 23.1, 100.0, [ +++++++++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 11.1, 25.0, 100.0, [ | ++++++++++++++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 20.0, 50.0, 100.0, [ | ++++++++++++++++++++++++++] mcs 0.0, 0.0, 33.3, 58.3, 100.0, [ | +++++++++++++++++++++ ] cliff 0.0, 0.0, 52.0, 87.5, 100.0, [ | +++++++ ] measure= pf cliff 0.0, 0.0, 3.4, 10.3, 58.1, [| ++++++++++++++++++++++++ ] mcs 0.0, 2.8, 9.1, 20.0, 50.0, [- | ++++++++++++++++ ] cnn 0.0, 2.5, 9.8, 23.7, 58.6, [- | ++++++++++++++++++ ] knn 0.0, 7.5, 14.3, 25.0, 64.0, [--- | ++++++++++++++++++++ ] psc 0.0, 5.1, 15.8, 24.0, 50.0, [-- | ++++++++++++++ ] ********************************************************************************************* data=heart-c measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 1, 2, 1, 1 knn, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 1, 2, 1, 1 knn, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= pf #key, ties, win, loss, win-loss psc, 0, 4, 0, 4 knn, 0, 3, 1, 2 mcs, 1, 1, 2, -1 cnn, 1, 1, 2, -1 cliff, 0, 0, 4, -4 measure= pd psc 9.7, 25.8, 32.0, 43.3, 69.7, [ --------- | ++++++++++++++ ] knn 22.2, 32.1, 40.9, 45.9, 56.0, [ ----- | ++++++ ] mcs 20.8, 47.2, 50.0, 59.5, 75.0, [ -------------- | ++++++++ ] cnn 23.1, 41.7, 55.6, 64.9, 82.1, [ ---------- | +++++++++ ] cliff 45.8, 64.3, 77.8, 86.5, 97.1, [ ---------- | ++++++ ] measure= prec psc 15.0, 27.3, 34.6, 40.6, 58.8, [ ------- | ++++++++++ ] knn 22.2, 32.0, 41.9, 44.7, 55.2, [ ----- | ++++++ ] mcs 22.7, 45.5, 53.7, 60.0, 75.9, [ ------------ | ++++++++ ] cnn 27.3, 43.5, 55.2, 65.5, 83.3, [ --------- | +++++++++ ] cliff 60.0, 69.4, 76.7, 83.3, 94.1, [ ----- | ++++++ ] measure= pf cliff 2.9, 12.5, 20.0, 34.4, 54.2, [----- | ++++++++++ ] cnn 17.9, 34.5, 43.3, 56.7, 76.9, [ --------- | +++++++++++ ] mcs 25.0, 40.0, 48.6, 51.9, 79.2, [ -------- |++++++++++++++ ] knn 44.0, 53.1, 58.6, 66.7, 77.8, [ ----- | ++++++ ] psc 30.3, 56.5, 65.5, 72.2, 90.3, [ -------------- | ++++++++++ ] ********************************************************************************************* data=heart-h measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 1, 2, 1, 1 psc, 0, 1, 3, -2 knn, 0, 0, 4, -4 measure= prec #key, ties, win, loss, win-loss cliff, 1, 3, 0, 3 mcs, 2, 2, 0, 2 cnn, 1, 2, 1, 1 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= pf #key, ties, win, loss, win-loss knn, 0, 4, 0, 4 psc, 0, 3, 1, 2 mcs, 1, 1, 2, -1 cnn, 1, 1, 2, -1 cliff, 0, 0, 4, -4 measure= pd knn 13.5, 22.7, 29.7, 40.0, 60.0, [ ----- | +++++++++++ ] psc 6.2, 22.9, 36.8, 48.7, 88.9, [ --------- | +++++++++++++++++++++ ] cnn 9.1, 26.1, 50.0, 64.7, 95.5, [ --------- | ++++++++++++++++ ] mcs 16.7, 42.4, 52.8, 62.5, 94.4, [ ------------- | ++++++++++++++++ ] cliff 0.0, 0.0, 79.2, 95.3, 100.0, [ | +++ ] measure= prec knn 11.4, 18.8, 29.2, 42.1, 68.6, [ ---- | ++++++++++++++ ] psc 10.0, 22.6, 34.1, 48.0, 90.0, [ ------- | ++++++++++++++++++++++ ] cnn 5.9, 27.6, 47.8, 63.3, 91.7, [ ----------- | +++++++++++++++ ] mcs 13.8, 39.4, 51.9, 67.6, 94.7, [ ------------- | ++++++++++++++ ] cliff 0.0, 0.0, 66.1, 78.9, 92.9, [ | +++++++ ] measure= pf cliff 0.0, 0.0, 18.2, 61.5, 100.0, [ | ++++++++++++++++++++ ] mcs 5.6, 33.3, 47.1, 56.8, 83.3, [ -------------- | ++++++++++++++ ] cnn 4.5, 32.0, 48.1, 70.3, 90.9, [ -------------- | +++++++++++ ] psc 11.1, 47.1, 62.5, 72.7, 93.8, [ ------------------ | +++++++++++ ] knn 40.0, 58.8, 70.0, 76.9, 86.5, [ ---------- | +++++ ] ********************************************************************************************* data=hepatitis measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 3, 0, 1, -1 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 measure= prec #key, ties, win, loss, win-loss cliff, 2, 2, 0, 2 mcs, 4, 0, 0, 0 cnn, 4, 0, 0, 0 psc, 3, 0, 1, -1 knn, 3, 0, 1, -1 measure= pf #key, ties, win, loss, win-loss psc, 2, 2, 0, 2 knn, 2, 2, 0, 2 cnn, 3, 1, 0, 1 mcs, 1, 1, 2, -1 cliff, 0, 0, 4, -4 measure= pd knn 20.0, 33.3, 42.9, 56.0, 100.0, [ ------- | +++++++++++++++++++++++] psc 0.0, 30.8, 42.9, 60.0, 100.0, [--------------- | +++++++++++++++++++++] cnn 0.0, 33.3, 50.0, 70.4, 100.0, [---------------- | +++++++++++++++ ] mcs 20.0, 42.9, 56.0, 66.7, 85.7, [ ------------ | ++++++++++ ] cliff 0.0, 50.0, 62.1, 85.7, 100.0, [------------------------- | ++++++++ ] measure= prec knn 5.0, 18.8, 33.3, 75.0, 100.0, [ ------- | +++++++++++++ ] psc 0.0, 19.0, 33.3, 75.0, 100.0, [--------- | +++++++++++++ ] mcs 7.7, 23.5, 46.2, 81.2, 95.0, [ -------- | +++++++ ] cliff 0.0, 26.7, 50.0, 90.9, 100.0, [------------- | +++++ ] cnn 0.0, 22.2, 55.6, 80.0, 100.0, [----------- | +++++++++++] measure= pf cliff 0.0, 14.3, 37.5, 46.2, 100.0, [------- | +++++++++++++++++++++++++++ ] mcs 14.3, 33.3, 42.9, 54.5, 80.0, [ ---------- | +++++++++++++ ] cnn 0.0, 29.2, 50.0, 66.7, 100.0, [-------------- | +++++++++++++++++ ] knn 0.0, 40.0, 54.2, 66.7, 80.0, [-------------------- | +++++++ ] psc 0.0, 37.5, 57.1, 66.7, 100.0, [------------------ | +++++++++++++++++ ] ********************************************************************************************* data=iris measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 cnn, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 cnn, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 knn, 1, 3, 0, 3 cnn, 0, 2, 2, 0 mcs, 0, 1, 3, -2 cliff, 0, 0, 4, -4 measure= pd knn 0.0, 0.0, 0.0, 11.1, 58.3, [ ++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 30.0, 84.6, [ ++++++++++++++++++++++++++++ ] cnn 0.0, 9.1, 33.3, 57.1, 100.0, [---- | ++++++++++++++++++++++ ] mcs 0.0, 25.0, 55.6, 80.0, 100.0, [------------ | +++++++++++] cliff 77.8, 90.0, 100.0, 100.0, 100.0, [ ------- |] measure= prec knn 0.0, 0.0, 0.0, 12.5, 100.0, [ ++++++++++++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 27.3, 100.0, [ +++++++++++++++++++++++++++++++++++++ ] cnn 0.0, 9.1, 34.6, 56.2, 100.0, [---- | ++++++++++++++++++++++ ] mcs 0.0, 26.7, 56.2, 77.8, 100.0, [------------- | ++++++++++++ ] cliff 77.8, 90.0, 100.0, 100.0, 100.0, [ ------- |] measure= pf cliff 0.0, 0.0, 0.0, 4.8, 11.8, [ ++++ ] mcs 0.0, 4.8, 19.0, 36.8, 72.7, [-- | ++++++++++++++++++ ] cnn 0.0, 14.3, 30.0, 47.1, 100.0, [------- | +++++++++++++++++++++++++++ ] psc 0.0, 19.0, 45.0, 59.1, 100.0, [--------- | +++++++++++++++++++++ ] knn 0.0, 21.1, 47.4, 61.9, 95.2, [---------- | +++++++++++++++++ ] ********************************************************************************************* data=labor measure= pd #key, ties, win, loss, win-loss mcs, 3, 1, 0, 1 cnn, 3, 1, 0, 1 cliff, 3, 1, 0, 1 knn, 4, 0, 0, 0 psc, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss cnn, 3, 1, 0, 1 cliff, 3, 1, 0, 1 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 psc, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 knn, 4, 0, 0, 0 mcs, 3, 0, 1, -1 cnn, 3, 0, 1, -1 cliff, 3, 0, 1, -1 measure= pd knn 0.0, 28.6, 50.0, 75.0, 100.0, [-------------- | +++++++++++++ ] psc 0.0, 25.0, 50.0, 62.5, 100.0, [------------ | +++++++++++++++++++ ] cnn 0.0, 37.5, 60.0, 75.0, 100.0, [------------------ | +++++++++++++ ] mcs 0.0, 37.5, 60.0, 66.7, 100.0, [------------------ | +++++++++++++++++ ] cliff 0.0, 37.5, 62.5, 80.0, 100.0, [------------------ | +++++++++++] measure= prec knn 0.0, 33.3, 50.0, 66.7, 100.0, [---------------- | +++++++++++++++++ ] mcs 0.0, 33.3, 50.0, 75.0, 100.0, [---------------- | +++++++++++++ ] psc 0.0, 25.0, 50.0, 60.0, 100.0, [------------ | +++++++++++++++++++++] cnn 0.0, 40.0, 60.0, 71.4, 100.0, [-------------------- | +++++++++++++++ ] cliff 0.0, 36.4, 66.7, 80.0, 100.0, [------------------ | +++++++++++] measure= pf cliff 0.0, 16.7, 33.3, 57.1, 100.0, [-------- | ++++++++++++++++++++++ ] cnn 0.0, 25.0, 40.0, 57.1, 100.0, [------------ | ++++++++++++++++++++++ ] mcs 0.0, 25.0, 40.0, 60.0, 100.0, [------------ | +++++++++++++++++++++] knn 0.0, 25.0, 50.0, 66.7, 100.0, [------------ | +++++++++++++++++ ] psc 0.0, 33.3, 50.0, 66.7, 100.0, [---------------- | +++++++++++++++++ ] ********************************************************************************************* data=lymph measure= pd #key, ties, win, loss, win-loss psc, 4, 0, 0, 0 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 measure= prec #key, ties, win, loss, win-loss cliff, 3, 1, 0, 1 psc, 4, 0, 0, 0 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 mcs, 3, 0, 1, -1 measure= pf #key, ties, win, loss, win-loss psc, 2, 2, 0, 2 mcs, 3, 1, 0, 1 knn, 3, 1, 0, 1 cnn, 3, 0, 1, -1 cliff, 1, 0, 3, -3 measure= pd psc 0.0, 0.0, 25.0, 38.9, 100.0, [ | +++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 27.3, 50.0, 100.0, [ | ++++++++++++++++++++++++++] mcs 0.0, 0.0, 28.6, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cliff 0.0, 0.0, 33.3, 54.5, 100.0, [ | +++++++++++++++++++++++ ] cnn 0.0, 0.0, 33.3, 53.8, 100.0, [ | ++++++++++++++++++++++++ ] measure= prec mcs 0.0, 0.0, 20.0, 63.6, 100.0, [ | +++++++++++++++++++ ] psc 0.0, 0.0, 20.0, 62.5, 100.0, [ | +++++++++++++++++++ ] knn 0.0, 0.0, 25.0, 66.7, 100.0, [ | +++++++++++++++++ ] cliff 0.0, 0.0, 33.3, 81.8, 100.0, [ | ++++++++++ ] cnn 0.0, 0.0, 36.4, 72.7, 100.0, [ | ++++++++++++++ ] measure= pf cliff 0.0, 5.0, 12.5, 25.0, 57.1, [-- | +++++++++++++++++ ] cnn 0.0, 8.3, 14.3, 25.0, 61.5, [---- | +++++++++++++++++++ ] mcs 0.0, 10.3, 17.9, 27.6, 72.7, [----- | +++++++++++++++++++++++ ] knn 0.0, 10.0, 18.2, 28.6, 55.2, [----- | ++++++++++++++ ] psc 0.0, 10.3, 18.8, 32.1, 55.2, [----- | ++++++++++++ ] ********************************************************************************************* data=vote measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 1, 2, 1, 1 knn, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 1, 2, 1, 1 knn, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= pf #key, ties, win, loss, win-loss psc, 0, 4, 0, 4 knn, 0, 3, 1, 2 mcs, 1, 1, 2, -1 cnn, 1, 1, 2, -1 cliff, 0, 0, 4, -4 measure= pd psc 8.3, 17.0, 25.5, 30.0, 43.2, [ ----- | +++++++ ] knn 16.7, 24.3, 30.6, 37.3, 60.3, [ ---- | ++++++++++++ ] mcs 27.6, 42.3, 51.7, 62.0, 76.7, [ -------- | ++++++++ ] cnn 18.5, 36.5, 55.8, 66.7, 89.2, [ ---------- | ++++++++++++ ] cliff 71.2, 83.3, 90.0, 93.3, 100.0, [ ------- |++++ ] measure= prec psc 7.5, 16.2, 25.0, 32.5, 50.0, [ ----- | +++++++++ ] knn 10.7, 20.7, 32.6, 43.1, 60.3, [ ----- | +++++++++ ] mcs 25.0, 39.6, 50.9, 60.8, 80.4, [ -------- | ++++++++++ ] cnn 16.3, 34.1, 53.7, 66.7, 93.2, [ --------- | ++++++++++++++ ] cliff 68.8, 77.1, 88.2, 95.5, 100.0, [ ----- | +++ ] measure= pf cliff 0.0, 5.7, 10.0, 16.0, 28.8, [-- | +++++++ ] cnn 10.8, 29.4, 43.9, 63.0, 81.5, [ ---------- | ++++++++++ ] mcs 23.3, 37.1, 47.5, 56.9, 72.4, [ ------- | ++++++++ ] knn 39.7, 60.4, 69.2, 74.5, 83.3, [ ----------- | +++++ ] psc 56.8, 68.6, 74.5, 81.0, 91.7, [ ------ | ++++++ ] ********************************************************************************************* data=spectra3 measure= pd #key, ties, win, loss, win-loss mcs, 1, 3, 0, 3 cliff, 1, 3, 0, 3 cnn, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss mcs, 1, 3, 0, 3 cliff, 1, 3, 0, 3 cnn, 0, 2, 2, 0 psc, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= pf #key, ties, win, loss, win-loss knn, 1, 3, 0, 3 psc, 2, 2, 0, 2 cnn, 1, 2, 1, 1 mcs, 1, 0, 3, -3 cliff, 1, 0, 3, -3 measure= pd knn 0.0, 0.0, 0.0, 0.0, 17.6, [++++++++ ] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] cnn 0.0, 0.0, 5.0, 40.0, 100.0, [ | +++++++++++++++++++++++++++++++] cliff100.0, 100.0, 100.0, 100.0, 100.0, [ |] mcs 0.0, 41.7, 100.0, 100.0, 100.0, [-------------------- |] measure= prec knn 0.0, 0.0, 0.0, 0.0, 33.3, [++++++++++++++++ ] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] cnn 0.0, 0.0, 4.3, 28.6, 100.0, [ | ++++++++++++++++++++++++++++++++++++ ] mcs 0.0, 47.8, 93.8, 100.0, 100.0, [----------------------- | +] cliff100.0, 100.0, 100.0, 100.0, 100.0, [ |] measure= pf cliff 0.0, 0.0, 0.0, 0.0, 0.0, [ ] mcs 0.0, 0.0, 0.0, 20.7, 78.6, [ +++++++++++++++++++++++++++++ ] cnn 0.0, 15.4, 30.4, 59.3, 96.6, [------- | +++++++++++++++++++ ] psc 0.0, 16.7, 40.0, 68.0, 100.0, [-------- | +++++++++++++++++] knn 0.0, 22.7, 45.5, 71.4, 100.0, [----------- | +++++++++++++++ ] ********************************************************************************************* data=spectra5 measure= pd #key, ties, win, loss, win-loss mcs, 1, 3, 0, 3 cliff, 1, 3, 0, 3 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= prec #key, ties, win, loss, win-loss mcs, 1, 3, 0, 3 cliff, 1, 3, 0, 3 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 2, 2, 0, 2 knn, 2, 2, 0, 2 cnn, 2, 2, 0, 2 mcs, 1, 0, 3, -3 cliff, 1, 0, 3, -3 measure= pd cnn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] knn 0.0, 0.0, 0.0, 0.0, 50.0, [+++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] cliff 0.0, 100.0, 100.0, 100.0, 100.0, [-------------------------------------------------|] mcs 0.0, 20.0, 100.0, 100.0, 100.0, [---------- |] measure= prec cnn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] knn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] cliff 0.0, 100.0, 100.0, 100.0, 100.0, [-------------------------------------------------|] mcs 0.0, 21.4, 100.0, 100.0, 100.0, [---------- |] measure= pf cliff 0.0, 0.0, 0.0, 0.0, 14.7, [+++++++ ] mcs 0.0, 0.0, 0.0, 8.3, 69.0, [ +++++++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 7.1, 45.0, 100.0, [ | ++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 8.0, 36.8, 100.0, [ | ++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 11.4, 51.5, 90.5, [ | ++++++++++++++++++++ ] ********************************************************************************************* data=spectra10 measure= pd #key, ties, win, loss, win-loss mcs, 1, 3, 0, 3 cliff, 1, 3, 0, 3 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= prec #key, ties, win, loss, win-loss mcs, 1, 3, 0, 3 cliff, 1, 3, 0, 3 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 2, 2, 0, 2 knn, 2, 2, 0, 2 cnn, 2, 2, 0, 2 mcs, 1, 0, 3, -3 cliff, 1, 0, 3, -3 measure= pd cnn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] knn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] cliff 0.0, 100.0, 100.0, 100.0, 100.0, [-------------------------------------------------|] mcs 0.0, 40.0, 100.0, 100.0, 100.0, [-------------------- |] measure= prec cnn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] knn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] cliff 0.0, 100.0, 100.0, 100.0, 100.0, [-------------------------------------------------|] mcs 0.0, 50.0, 100.0, 100.0, 100.0, [------------------------- |] measure= pf cliff 0.0, 0.0, 0.0, 0.0, 5.9, [++ ] mcs 0.0, 0.0, 0.0, 0.0, 18.2, [+++++++++ ] cnn 0.0, 0.0, 2.9, 11.4, 70.3, [| ++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 5.4, 11.8, 59.5, [ | ++++++++++++++++++++++++ ] knn 0.0, 0.0, 5.6, 11.8, 65.6, [ | +++++++++++++++++++++++++++ ] ********************************************************************************************* data=spectra20 measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 cnn, 2, 0, 2, -2 measure= pf #key, ties, win, loss, win-loss psc, 2, 2, 0, 2 knn, 2, 2, 0, 2 cnn, 4, 0, 0, 0 mcs, 2, 0, 2, -2 cliff, 2, 0, 2, -2 measure= pd cnn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] knn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] mcs 0.0, 0.0, 50.0, 100.0, 100.0, [ | +] cliff 0.0, 0.0, 100.0, 100.0, 100.0, [ |] measure= prec cnn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] knn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] mcs 0.0, 0.0, 50.0, 100.0, 100.0, [ | +] cliff 0.0, 0.0, 83.3, 100.0, 100.0, [ | +] measure= pf cliff 0.0, 0.0, 0.0, 0.0, 16.7, [++++++++ ] cnn 0.0, 0.0, 0.0, 5.9, 37.8, [ ++++++++++++++++ ] mcs 0.0, 0.0, 0.0, 2.8, 19.4, [+++++++++ ] knn 0.0, 0.0, 2.7, 5.9, 41.7, [|++++++++++++++++++ ] psc 0.0, 0.0, 2.7, 8.1, 37.1, [| +++++++++++++++ ] *********************************************************************************************