data=breastcancer measure= pd #key, ties, win, loss, win-loss mcs, 3, 1, 0, 1 psc, 4, 0, 0, 0 cnn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 knn, 3, 0, 1, -1 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 knn, 3, 1, 0, 1 psc, 4, 0, 0, 0 cnn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 mcs, 3, 0, 1, -1 measure= pd psc 12.2, 31.1, 45.5, 66.7, 87.5, [ ---------- | +++++++++++ ] knn 18.8, 41.5, 50.0, 57.9, 76.5, [ ------------ | ++++++++++ ] cliff 12.5, 41.2, 51.4, 65.0, 86.8, [ --------------- | +++++++++++ ] cnn 16.7, 43.8, 53.5, 64.7, 78.0, [ -------------- | +++++++ ] mcs 16.7, 47.2, 57.9, 63.2, 76.5, [ ---------------- | +++++++ ] measure= prec psc 12.2, 29.2, 42.2, 68.2, 83.3, [ --------- | ++++++++ ] knn 13.6, 27.8, 42.9, 69.2, 85.0, [ -------- | ++++++++ ] cnn 20.0, 34.8, 50.0, 75.0, 85.7, [ -------- | ++++++ ] cliff 18.5, 32.0, 54.5, 71.1, 82.9, [ ------- | ++++++ ] mcs 10.3, 34.5, 54.5, 73.5, 84.6, [ ------------- | ++++++ ] measure= pf mcs 23.5, 35.6, 41.9, 50.0, 83.3, [ ------- | +++++++++++++++++ ] cnn 22.0, 31.1, 43.9, 54.5, 83.3, [ ----- | +++++++++++++++ ] cliff 13.2, 32.6, 47.6, 58.3, 87.5, [ ---------- | +++++++++++++++ ] knn 23.5, 41.2, 50.0, 57.8, 81.2, [ --------- | ++++++++++++ ] psc 12.5, 29.4, 52.8, 66.7, 87.8, [ --------- | +++++++++++ ] ********************************************************************************************* 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, 1, 2, 1, 1 cnn, 3, 0, 1, -1 psc, 2, 0, 2, -2 knn, 2, 0, 2, -2 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 cnn 0.0, 0.0, 0.0, 28.6, 100.0, [ ++++++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 0.0, 11.8, 100.0, [ +++++++++++++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 6.7, 100.0, [ +++++++++++++++++++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 7.4, 42.3, 100.0, [ | +++++++++++++++++++++++++++++ ] cliff 0.0, 0.0, 60.0, 85.7, 100.0, [ | ++++++++ ] measure= prec cnn 0.0, 0.0, 0.0, 33.3, 100.0, [ ++++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 0.0, 12.5, 100.0, [ ++++++++++++++++++++++++++++++++++++++++++++ ] psc 0.0, 0.0, 0.0, 8.7, 100.0, [ ++++++++++++++++++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 14.3, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cliff 0.0, 0.0, 66.7, 90.5, 100.0, [ | +++++ ] measure= pf cliff 0.0, 0.0, 1.7, 6.7, 32.8, [ ++++++++++++++ ] mcs 0.0, 1.5, 5.6, 13.9, 80.4, [ | ++++++++++++++++++++++++++++++++++ ] cnn 0.0, 1.5, 6.0, 16.7, 74.5, [ | +++++++++++++++++++++++++++++ ] psc 0.0, 3.2, 8.5, 20.5, 59.1, [- | ++++++++++++++++++++ ] knn 0.0, 3.0, 9.8, 19.0, 61.7, [- | ++++++++++++++++++++++ ] ********************************************************************************************* data=glass measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 1, 2, 1, 1 cnn, 2, 1, 1, 0 knn, 2, 0, 2, -2 psc, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 mcs, 0, 3, 1, 2 cnn, 1, 1, 2, -1 knn, 2, 0, 2, -2 psc, 1, 0, 3, -3 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 psc 0.0, 0.0, 0.0, 33.3, 100.0, [ ++++++++++++++++++++++++++++++++++ ] knn 0.0, 0.0, 7.1, 31.2, 100.0, [ | +++++++++++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 18.2, 50.0, 100.0, [ | ++++++++++++++++++++++++++] mcs 0.0, 0.0, 30.8, 52.6, 100.0, [ | ++++++++++++++++++++++++ ] cliff 0.0, 0.0, 50.0, 86.7, 100.0, [ | +++++++ ] measure= prec psc 0.0, 0.0, 0.0, 20.0, 100.0, [ +++++++++++++++++++++++++++++++++++++++++] knn 0.0, 0.0, 9.1, 33.3, 100.0, [ | ++++++++++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 20.0, 46.7, 100.0, [ | +++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 30.0, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cliff 0.0, 0.0, 52.2, 85.7, 100.0, [ | ++++++++ ] measure= pf cliff 0.0, 0.0, 3.0, 8.1, 55.6, [| ++++++++++++++++++++++++ ] mcs 0.0, 2.4, 10.3, 21.4, 75.0, [- | +++++++++++++++++++++++++++ ] cnn 0.0, 2.8, 10.8, 22.2, 59.3, [- | +++++++++++++++++++ ] psc 0.0, 3.8, 14.3, 26.3, 55.2, [- | +++++++++++++++ ] knn 0.0, 6.9, 14.6, 23.7, 47.8, [--- | +++++++++++++ ] ********************************************************************************************* data=heart-c measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 mcs, 0, 2, 2, 0 knn, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 mcs, 0, 2, 2, 0 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, 0, 2, 2, 0 cnn, 0, 1, 3, -2 cliff, 0, 0, 4, -4 measure= pd psc 17.4, 28.6, 34.5, 43.3, 78.3, [ ------ | ++++++++++++++++++ ] knn 11.1, 34.3, 44.4, 54.3, 80.0, [ ------------ | +++++++++++++ ] mcs 22.2, 43.8, 48.3, 58.3, 80.0, [ ----------- | +++++++++++ ] cnn 19.4, 44.4, 57.7, 74.3, 90.3, [ ------------- | +++++++++ ] cliff 53.3, 64.3, 80.8, 90.3, 100.0, [ ------ | +++++ ] measure= prec psc 16.0, 28.6, 33.3, 42.9, 75.0, [ ------- | +++++++++++++++++ ] knn 21.4, 38.5, 44.4, 50.0, 70.6, [ --------- | +++++++++++ ] mcs 15.4, 43.8, 50.0, 57.1, 80.8, [ --------------- | ++++++++++++ ] cnn 26.5, 50.0, 62.2, 69.4, 83.9, [ ------------ | ++++++++ ] cliff 63.2, 75.0, 80.0, 86.8, 100.0, [ ------ | +++++++ ] measure= pf cliff 0.0, 9.4, 17.2, 32.3, 46.7, [---- | ++++++++ ] cnn 9.7, 23.3, 40.6, 54.5, 80.6, [ ------- | ++++++++++++++ ] mcs 20.0, 40.6, 51.4, 54.8, 77.8, [ ----------- | ++++++++++++ ] knn 20.0, 44.8, 54.8, 65.2, 88.9, [ ------------- | ++++++++++++ ] psc 21.7, 56.2, 65.5, 71.0, 82.6, [ ------------------ | ++++++ ] ********************************************************************************************* 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, 1, 0, 3, -3 knn, 1, 0, 3, -3 measure= prec #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= 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 knn 5.3, 26.7, 33.3, 40.0, 60.9, [ ----------- | +++++++++++ ] psc 9.1, 25.0, 37.5, 57.7, 96.0, [ -------- | ++++++++++++++++++++ ] cnn 13.3, 36.8, 59.4, 73.0, 91.7, [ ------------ | ++++++++++ ] mcs 23.1, 46.4, 59.4, 69.2, 84.2, [ ------------ | ++++++++ ] cliff 0.0, 64.0, 84.0, 91.4, 100.0, [-------------------------------- | +++++ ] measure= prec knn 4.2, 21.6, 29.7, 48.0, 68.6, [ --------- | +++++++++++ ] psc 13.8, 25.0, 39.5, 56.5, 83.3, [ ------ | ++++++++++++++ ] mcs 18.2, 43.3, 56.0, 72.7, 89.7, [ ------------- | +++++++++ ] cnn 11.8, 42.9, 60.0, 70.0, 86.7, [ ---------------- | +++++++++ ] cliff 0.0, 75.0, 81.0, 86.0, 100.0, [------------------------------------- | +++++++ ] measure= pf cliff 0.0, 7.9, 15.4, 34.8, 100.0, [--- | +++++++++++++++++++++++++++++++++ ] cnn 8.3, 23.1, 40.0, 61.5, 86.7, [ -------- | +++++++++++++ ] mcs 15.8, 30.4, 40.0, 52.6, 76.9, [ -------- | +++++++++++++ ] psc 4.0, 38.3, 60.5, 73.2, 90.9, [ ------------------ | +++++++++ ] knn 39.1, 59.1, 66.7, 70.3, 94.7, [ ---------- | +++++++++++++ ] ********************************************************************************************* data=hepatitis measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 2, 1, 1, 0 mcs, 3, 0, 1, -1 knn, 3, 0, 1, -1 psc, 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 mcs, 3, 1, 0, 1 knn, 3, 1, 0, 1 cnn, 2, 1, 1, 0 cliff, 0, 0, 4, -4 measure= pd psc 5.0, 27.3, 45.5, 57.1, 100.0, [ ------------ | ++++++++++++++++++++++ ] knn 0.0, 41.7, 50.0, 57.1, 100.0, [-------------------- | ++++++++++++++++++++++ ] mcs 0.0, 37.5, 50.0, 68.2, 100.0, [------------------ | ++++++++++++++++ ] cnn 0.0, 40.0, 57.1, 66.7, 90.9, [-------------------- | +++++++++++++ ] cliff 0.0, 52.0, 70.0, 81.5, 100.0, [-------------------------- | ++++++++++ ] measure= prec psc 4.0, 15.8, 35.7, 72.7, 100.0, [ ------ | ++++++++++++++ ] knn 0.0, 18.8, 45.0, 82.4, 100.0, [--------- | +++++++++ ] mcs 0.0, 21.4, 50.0, 81.2, 100.0, [---------- | ++++++++++ ] cliff 0.0, 29.0, 56.2, 94.7, 100.0, [-------------- | +++ ] cnn 0.0, 23.1, 61.5, 81.2, 95.2, [----------- | +++++++ ] measure= pf cliff 0.0, 13.8, 28.6, 42.9, 100.0, [------ | +++++++++++++++++++++++++++++ ] cnn 9.1, 27.3, 42.9, 57.1, 100.0, [ ---------- | ++++++++++++++++++++++ ] mcs 0.0, 29.6, 48.3, 61.9, 100.0, [-------------- | ++++++++++++++++++++ ] knn 0.0, 33.3, 50.0, 55.6, 100.0, [---------------- | +++++++++++++++++++++++ ] psc 0.0, 40.0, 54.2, 70.0, 95.0, [-------------------- | +++++++++++++ ] ********************************************************************************************* 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, 0, 1, 3, -2 knn, 0, 0, 4, -4 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, 12.5, 50.0, [ +++++++++++++++++++ ] psc 0.0, 0.0, 8.3, 36.4, 75.0, [ | ++++++++++++++++++++ ] cnn 0.0, 11.1, 38.5, 60.0, 100.0, [----- | +++++++++++++++++++++] mcs 0.0, 33.3, 61.5, 90.9, 100.0, [---------------- | +++++ ] cliff 63.6, 90.0, 100.0, 100.0, 100.0, [ -------------- |] measure= prec knn 0.0, 0.0, 0.0, 20.0, 100.0, [ +++++++++++++++++++++++++++++++++++++++++] psc 0.0, 0.0, 8.3, 33.3, 100.0, [ | ++++++++++++++++++++++++++++++++++ ] cnn 0.0, 16.7, 40.9, 58.3, 100.0, [-------- | +++++++++++++++++++++ ] mcs 0.0, 46.2, 63.6, 85.7, 100.0, [----------------------- | ++++++++ ] cliff 63.6, 90.9, 100.0, 100.0, 100.0, [ -------------- |] measure= pf cliff 0.0, 0.0, 0.0, 4.8, 18.8, [ +++++++ ] mcs 0.0, 4.8, 13.0, 30.4, 66.7, [-- | +++++++++++++++++++ ] cnn 0.0, 5.6, 27.3, 47.8, 78.3, [-- | ++++++++++++++++ ] psc 0.0, 21.1, 42.9, 52.6, 87.5, [---------- | ++++++++++++++++++ ] knn 0.0, 21.7, 50.0, 65.0, 91.3, [---------- | ++++++++++++++ ] ********************************************************************************************* data=labor measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 knn, 2, 1, 1, 0 cnn, 2, 1, 1, 0 mcs, 3, 0, 1, -1 psc, 1, 0, 3, -3 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 knn, 2, 1, 1, 0 cnn, 2, 1, 1, 0 mcs, 3, 0, 1, -1 psc, 1, 0, 3, -3 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 mcs, 3, 1, 0, 1 knn, 2, 1, 1, 0 cnn, 2, 1, 1, 0 cliff, 0, 0, 4, -4 measure= pd psc 0.0, 22.2, 44.4, 66.7, 100.0, [----------- | +++++++++++++++++ ] mcs 0.0, 33.3, 50.0, 75.0, 100.0, [---------------- | +++++++++++++ ] knn 0.0, 33.3, 57.1, 71.4, 100.0, [---------------- | +++++++++++++++ ] cnn 0.0, 40.0, 60.0, 77.8, 100.0, [-------------------- | ++++++++++++ ] cliff 0.0, 50.0, 66.7, 87.5, 100.0, [------------------------- | +++++++ ] measure= prec psc 0.0, 25.0, 50.0, 62.5, 100.0, [------------ | +++++++++++++++++++ ] knn 0.0, 40.0, 57.1, 75.0, 100.0, [-------------------- | +++++++++++++ ] mcs 0.0, 33.3, 60.0, 75.0, 100.0, [---------------- | +++++++++++++ ] cnn 0.0, 37.5, 66.7, 75.0, 100.0, [------------------ | +++++++++++++ ] cliff 0.0, 66.7, 77.8, 90.0, 100.0, [--------------------------------- | ++++++] measure= pf cliff 0.0, 0.0, 28.6, 40.0, 100.0, [ | +++++++++++++++++++++++++++++++] cnn 0.0, 20.0, 40.0, 55.6, 100.0, [---------- | +++++++++++++++++++++++ ] knn 0.0, 25.0, 42.9, 60.0, 100.0, [------------ | +++++++++++++++++++++] mcs 0.0, 22.2, 50.0, 62.5, 100.0, [----------- | +++++++++++++++++++ ] psc 0.0, 33.3, 55.6, 75.0, 100.0, [---------------- | +++++++++++++ ] ********************************************************************************************* data=lymph measure= pd #key, ties, win, loss, win-loss cnn, 3, 1, 0, 1 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 cliff, 4, 0, 0, 0 psc, 3, 0, 1, -1 measure= prec #key, ties, win, loss, win-loss cliff, 3, 1, 0, 1 mcs, 4, 0, 0, 0 knn, 4, 0, 0, 0 cnn, 4, 0, 0, 0 psc, 3, 0, 1, -1 measure= pf #key, ties, win, loss, win-loss psc, 1, 3, 0, 3 mcs, 3, 1, 0, 1 knn, 2, 1, 1, 0 cnn, 2, 1, 1, 0 cliff, 0, 0, 4, -4 measure= pd psc 0.0, 0.0, 23.1, 42.1, 100.0, [ | +++++++++++++++++++++++++++++ ] cliff 0.0, 0.0, 33.3, 66.7, 100.0, [ | +++++++++++++++++ ] knn 0.0, 0.0, 40.0, 58.8, 100.0, [ | +++++++++++++++++++++ ] mcs 0.0, 0.0, 40.0, 60.0, 100.0, [ | +++++++++++++++++++++] cnn 0.0, 0.0, 43.8, 63.2, 100.0, [ | +++++++++++++++++++ ] measure= prec psc 0.0, 0.0, 20.0, 54.5, 100.0, [ | +++++++++++++++++++++++ ] mcs 0.0, 0.0, 33.3, 66.7, 100.0, [ | +++++++++++++++++ ] cnn 0.0, 0.0, 37.5, 72.7, 100.0, [ | ++++++++++++++ ] knn 0.0, 0.0, 40.0, 71.4, 100.0, [ | +++++++++++++++ ] cliff 0.0, 0.0, 50.0, 84.6, 100.0, [ | ++++++++ ] measure= pf cliff 0.0, 3.3, 10.3, 20.0, 82.8, [- | ++++++++++++++++++++++++++++++++ ] cnn 0.0, 7.1, 14.3, 24.1, 56.2, [--- | +++++++++++++++++ ] knn 0.0, 7.1, 17.2, 25.0, 48.3, [--- | ++++++++++++ ] mcs 0.0, 10.3, 17.6, 27.3, 64.3, [----- | +++++++++++++++++++ ] psc 0.0, 10.3, 21.4, 34.5, 67.9, [----- | +++++++++++++++++ ] ********************************************************************************************* data=vote measure= pd #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 mcs, 0, 2, 2, 0 knn, 0, 1, 3, -2 psc, 0, 0, 4, -4 measure= prec #key, ties, win, loss, win-loss cliff, 0, 4, 0, 4 cnn, 0, 3, 1, 2 mcs, 0, 2, 2, 0 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, 0, 2, 2, 0 cnn, 0, 1, 3, -2 cliff, 0, 0, 4, -4 measure= pd psc 2.6, 16.7, 25.9, 31.0, 55.6, [-------- | +++++++++++++ ] knn 18.8, 31.4, 41.2, 46.6, 60.0, [ ------- | +++++++ ] mcs 32.4, 41.2, 50.0, 60.4, 71.9, [ ----- | ++++++ ] cnn 21.7, 46.4, 60.6, 77.4, 90.0, [ ------------- | +++++++ ] cliff 73.6, 81.8, 88.6, 94.7, 100.0, [ ----- | +++ ] measure= prec psc 2.9, 13.6, 23.5, 35.1, 52.9, [------ | +++++++++ ] knn 15.4, 27.1, 38.9, 51.2, 66.7, [ ------ | ++++++++ ] mcs 25.6, 37.5, 54.5, 61.5, 80.4, [ ------ | ++++++++++ ] cnn 18.4, 45.9, 65.8, 71.9, 93.6, [ -------------- | +++++++++++ ] cliff 60.6, 77.3, 88.9, 95.9, 100.0, [ --------- | +++ ] measure= pf cliff 0.0, 4.9, 11.1, 15.7, 26.4, [-- | ++++++ ] cnn 10.0, 21.8, 31.8, 52.9, 78.3, [ ------ | +++++++++++++ ] mcs 28.1, 39.1, 48.3, 58.6, 67.6, [ ------ | +++++ ] knn 40.0, 52.6, 58.3, 65.7, 81.2, [ ------- | ++++++++ ] psc 44.4, 66.0, 73.9, 82.8, 97.4, [ ----------- | ++++++++ ] ********************************************************************************************* 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 psc, 1, 3, 0, 3 knn, 1, 3, 0, 3 cnn, 0, 2, 2, 0 mcs, 1, 0, 3, -3 cliff, 1, 0, 3, -3 measure= pd knn 0.0, 0.0, 0.0, 0.0, 15.8, [+++++++ ] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] cnn 0.0, 0.0, 11.8, 50.0, 100.0, [ | ++++++++++++++++++++++++++] cliff100.0, 100.0, 100.0, 100.0, 100.0, [ |] mcs 0.0, 50.0, 100.0, 100.0, 100.0, [------------------------- |] measure= prec knn 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] psc 0.0, 0.0, 0.0, 0.0, 100.0, [++++++++++++++++++++++++++++++++++++++++++++++++++] cnn 0.0, 0.0, 14.3, 41.7, 100.0, [ | ++++++++++++++++++++++++++++++ ] cliff100.0, 100.0, 100.0, 100.0, 100.0, [ |] mcs 0.0, 43.5, 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, 13.3, 100.0, [ ++++++++++++++++++++++++++++++++++++++++++++ ] cnn 0.0, 14.3, 26.9, 57.7, 100.0, [------- | ++++++++++++++++++++++ ] knn 0.0, 24.0, 42.3, 69.2, 100.0, [------------ | ++++++++++++++++ ] psc 0.0, 19.2, 50.0, 66.7, 100.0, [--------- | +++++++++++++++++ ] ********************************************************************************************* data=spectra5 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, 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, [++++++++++++++++++++++++++++++++++++++++++++++++++] mcs 0.0, 4.5, 75.0, 100.0, 100.0, [-- | +] cliff 0.0, 100.0, 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, 7.4, 87.5, 100.0, 100.0, [--- | +] cliff 0.0, 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, 11.1, 83.9, [ +++++++++++++++++++++++++++++++++++++ ] cnn 0.0, 0.0, 11.4, 45.5, 96.9, [ | ++++++++++++++++++++++++++ ] psc 0.0, 2.9, 12.1, 44.4, 87.9, [- | ++++++++++++++++++++++ ] knn 0.0, 0.0, 12.9, 45.0, 96.9, [ | ++++++++++++++++++++++++++ ] ********************************************************************************************* 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 knn, 1, 3, 0, 3 psc, 2, 2, 0, 2 cnn, 3, 0, 1, -1 mcs, 2, 0, 2, -2 cliff, 2, 0, 2, -2 measure= pd cnn 0.0, 0.0, 0.0, 80.0, 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, 33.3, 100.0, 100.0, 100.0, [---------------- |] measure= prec cnn 0.0, 0.0, 0.0, 37.5, 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= pf cliff 0.0, 0.0, 0.0, 0.0, 0.0, [ ] cnn 0.0, 0.0, 0.0, 10.8, 80.6, [ +++++++++++++++++++++++++++++++++++ ] mcs 0.0, 0.0, 0.0, 0.0, 14.7, [+++++++ ] psc 0.0, 0.0, 2.9, 12.1, 63.9, [| ++++++++++++++++++++++++++ ] knn 0.0, 0.0, 3.0, 11.4, 68.6, [| +++++++++++++++++++++++++++++ ] ********************************************************************************************* 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, 25.0, 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, 33.3, 100.0, 100.0, [ | +] cliff 0.0, 0.0, 100.0, 100.0, 100.0, [ |] measure= prec cnn 0.0, 0.0, 0.0, 18.2, 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, 33.3, 100.0, 100.0, [ | +] cliff 0.0, 0.0, 100.0, 100.0, 100.0, [ |] measure= pf cliff 0.0, 0.0, 0.0, 0.0, 22.2, [+++++++++++ ] cnn 0.0, 0.0, 0.0, 5.7, 42.9, [ +++++++++++++++++++ ] mcs 0.0, 0.0, 0.0, 2.9, 20.6, [+++++++++ ] knn 0.0, 0.0, 2.7, 5.9, 35.1, [|+++++++++++++++ ] psc 0.0, 0.0, 2.7, 6.1, 38.9, [| +++++++++++++++++ ] *********************************************************************************************