------------------------------------ Accuracy results for all classifiers ------------------------------------ ~~* hepatitis.arff *~~ oner -- 60.0, 75.0, 86.7, 93.3, 100.0, [ -------- | ++++ ] nb -- 62.5, 80.0, 86.7, 93.3, 100.0, [ --------- | ++++ ] bnet -- 66.7, 80.0, 86.7, 93.3, 100.0, [ ------- | ++++ ] j48 -- 60.0, 75.0, 81.2, 87.5, 100.0, [ -------- | +++++++ ] density -- 60.0, 75.0, 81.2, 87.5, 100.0, [ -------- | +++++++ ] zeror -- 60.0, 73.3, 80.0, 87.5, 100.0, [ ------- | +++++++ ] ridor -- 53.3, 73.3, 80.0, 87.5, 100.0, [ ----------- | +++++++ ] ~~* sick.arff *~~ j48 -- 95.8, 97.3, 97.9, 98.4, 99.5, [ -|+ ] ridor -- 95.2, 96.8, 97.6, 98.1, 99.2, [ -|+ ] bnet -- 95.8, 97.1, 97.6, 98.1, 98.9, [ -|+ ] nb -- 95.5, 96.8, 97.4, 97.9, 99.5, [ -| ] oner -- 94.7, 96.0, 96.7, 97.3, 98.7, [ -| ] zeror -- 91.0, 92.8, 93.6, 94.7, 97.1, [ -|++ ] density -- 86.1, 90.7, 91.8, 92.6, 96.3, [ --|++ ] ~~* ionosphere.arff *~~ density -- 80.0, 88.6, 94.3, 94.3, 100.0, [ ----- |++ ] ridor -- 80.0, 85.7, 91.4, 94.3, 100.0, [ --- | +++ ] nb -- 80.0, 85.7, 91.4, 94.3, 100.0, [ --- | +++ ] j48 -- 77.1, 85.7, 91.4, 94.3, 100.0, [ ----- | +++ ] bnet -- 80.0, 88.6, 91.4, 94.3, 100.0, [ -----| +++ ] oner -- 68.6, 82.9, 88.6, 91.4, 97.1, [ -------- |+++ ] zeror -- 42.9, 57.1, 62.9, 68.6, 80.0, [ -------- | ++++++ ] ~~* vehicle.arff *~~ bnet -- 65.9, 78.6, 88.2, 95.2, 100.0, [ ------- | +++ ] density -- 62.4, 77.4, 87.1, 94.1, 100.0, [ -------- | +++ ] ridor -- 60.7, 76.5, 86.9, 92.9, 100.0, [ -------- | ++++ ] j48 -- 64.7, 77.4, 86.9, 94.1, 100.0, [ ------- | +++ ] nb -- 63.5, 75.0, 81.2, 86.9, 96.4, [ ------ | +++++ ] oner -- 58.3, 72.9, 77.6, 81.2, 91.7, [ -------- | ++++++ ] zeror -- 14.1, 29.4, 71.8, 75.3, 85.7, [ -------- | ++++++ ] ~~* splice.arff *~~ nb -- 92.8, 96.2, 97.2, 97.8, 99.4, [ --| ] bnet -- 92.5, 96.2, 96.9, 97.8, 99.7, [ --| ] j48 -- 92.8, 95.3, 95.9, 97.1, 99.1, [ -|++ ] ridor -- 89.3, 93.7, 95.0, 95.9, 98.7, [ ---|+ ] density -- 71.4, 79.9, 85.3, 87.5, 91.5, [ ----- |+++ ] zeror -- 46.1, 53.8, 74.6, 77.1, 82.4, [ ---- |+++ ] oner -- 18.2, 26.3, 47.6, 75.8, 81.8, [ ----- | ++++ ] ~~* segment.arff *~~ bnet -- 93.5, 98.3, 99.6, 100.0, 100.0, [ ---|+] j48 -- 93.5, 97.8, 99.1, 100.0, 100.0, [ ---|+] nb -- 90.5, 95.7, 98.3, 100.0, 100.0, [ --- |+] density -- 92.6, 97.0, 98.3, 100.0, 100.0, [ ---|+] ridor -- 90.5, 95.7, 97.8, 99.1, 100.0, [ ---|+ ] oner -- 78.8, 87.4, 89.6, 91.8, 100.0, [ -----|+++++ ] zeror -- 8.7, 83.1, 84.8, 86.1, 90.0, [ --------------------------------------|++ ] ~~* iris2.arff *~~ nb -- 80.0, 93.3, 100.0, 100.0, 100.0, [ ------- |] j48 -- 80.0, 93.3, 100.0, 100.0, 100.0, [ ------- |] density -- 80.0, 93.3, 100.0, 100.0, 100.0, [ ------- |] bnet -- 80.0, 93.3, 100.0, 100.0, 100.0, [ ------- |] ridor -- 73.3, 93.3, 93.3, 100.0, 100.0, [ ----------| +] oner -- 80.0, 93.3, 93.3, 100.0, 100.0, [ ------| +] zeror -- 0.0, 26.7, 53.3, 66.7, 85.7, [------------- | ++++++++++ ] ~~* colic.arff *~~ ridor -- 59.5, 81.1, 83.8, 86.5, 94.6, [ ----------- | +++++ ] j48 -- 70.3, 81.1, 83.8, 89.2, 94.6, [ ------| +++ ] oner -- 67.6, 75.7, 81.1, 86.1, 94.6, [ ----- | +++++ ] bnet -- 64.9, 78.4, 81.1, 86.5, 94.6, [ ------- | +++++ ] nb -- 62.2, 75.7, 80.6, 83.8, 91.9, [ ------- |+++++ ] density -- 62.2, 73.0, 78.4, 83.8, 91.9, [ ------ | +++++ ] zeror -- 45.9, 59.5, 62.2, 69.4, 83.8, [ ------- | ++++++++ ] ~~* labor.arff *~~ nb -- 60.0, 83.3, 100.0, 100.0, 100.0, [ ------------ |] j48 -- 40.0, 80.0, 100.0, 100.0, 100.0, [ --------------------- |] density -- 60.0, 100.0, 100.0, 100.0, 100.0, [ --------------------|] bnet -- 60.0, 83.3, 100.0, 100.0, 100.0, [ ------------ |] ridor -- 20.0, 66.7, 80.0, 100.0, 100.0, [ ------------------------ | +] oner -- 40.0, 66.7, 80.0, 83.3, 100.0, [ -------------- |+++++++++ ] zeror -- 20.0, 60.0, 66.7, 83.3, 100.0, [ --------------------- | +++++++++ ] ~~* vote.arff *~~ j48 -- 86.4, 93.2, 95.5, 97.7, 100.0, [ ----|++ ] oner -- 88.6, 93.0, 95.3, 97.7, 100.0, [ ---|++ ] ridor -- 81.8, 90.9, 93.2, 97.7, 100.0, [ ----- | ++ ] bnet -- 81.8, 90.7, 93.0, 95.3, 100.0, [ ----- |+++ ] density -- 77.3, 88.4, 90.7, 93.0, 97.7, [ ------ |+++ ] nb -- 77.3, 86.0, 88.6, 93.0, 97.7, [ ----- | +++ ] zeror -- 45.5, 55.8, 60.5, 65.1, 75.0, [ ------ | +++++ ] ~~* sonar.arff *~~ nb -- 61.9, 81.0, 85.7, 90.5, 100.0, [ ---------- | +++++ ] density -- 61.9, 80.0, 85.7, 90.0, 95.2, [ ---------- | +++ ] bnet -- 57.1, 76.2, 85.0, 90.0, 100.0, [ ---------- | ++++++] j48 -- 57.1, 75.0, 80.0, 90.0, 95.2, [ --------- | +++ ] ridor -- 57.1, 71.4, 76.2, 85.0, 95.2, [ -------- | ++++++ ] oner -- 47.6, 66.7, 76.2, 81.0, 95.0, [ ---------- | ++++++++ ] zeror -- 28.6, 47.6, 55.0, 60.0, 76.2, [ ---------- | +++++++++ ] ~~* diabetes.arff *~~ nb -- 66.2, 73.7, 76.6, 79.2, 89.5, [ ---- |++++++ ] bnet -- 67.1, 74.0, 76.6, 81.6, 89.6, [ ---- | +++++ ] j48 -- 66.2, 73.7, 75.3, 79.2, 88.3, [ ----| +++++ ] ridor -- 62.3, 71.4, 75.0, 77.6, 88.3, [ ----- |++++++ ] oner -- 59.7, 71.1, 73.7, 76.6, 88.3, [ ------ | ++++++ ] density -- 63.6, 70.1, 73.7, 75.3, 88.2, [ ---- |+++++++ ] zeror -- 45.5, 62.3, 64.5, 68.4, 77.6, [ --------- | +++++ ] ~~* lymph.arff *~~ nb -- 66.7, 85.7, 100.0, 100.0, 100.0, [ ---------- |] density -- 60.0, 86.7, 100.0, 100.0, 100.0, [ -------------- |] bnet -- 64.3, 86.7, 100.0, 100.0, 100.0, [ ------------ |] ridor -- 20.0, 80.0, 93.3, 100.0, 100.0, [ ------------------------------- | +] oner -- 57.1, 80.0, 92.9, 100.0, 100.0, [ ------------ | +] j48 -- 40.0, 80.0, 92.9, 100.0, 100.0, [ --------------------- | +] zeror -- 26.7, 57.1, 85.7, 100.0, 100.0, [ ---------------- | +] ~~* soybean.arff *~~ ridor -- 85.3, 98.5, 100.0, 100.0, 100.0, [ ------- |] nb -- 89.7, 100.0, 100.0, 100.0, 100.0, [ ------|] j48 -- 88.2, 98.5, 100.0, 100.0, 100.0, [ ------|] density -- 86.8, 100.0, 100.0, 100.0, 100.0, [ -------|] bnet -- 89.7, 100.0, 100.0, 100.0, 100.0, [ ------|] zeror -- 2.9, 92.6, 97.1, 98.5, 100.0, [--------------------------------------------- |+ ] oner -- 45.6, 92.6, 97.1, 98.5, 100.0, [ ------------------------ |+ ] ~~* primary-tumor.arff *~~ zeror -- 9.4, 93.8, 100.0, 100.0, 100.0, [ ------------------------------------------- |] ridor -- 55.2, 92.9, 100.0, 100.0, 100.0, [ ------------------- |] oner -- 6.7, 93.5, 100.0, 100.0, 100.0, [ -------------------------------------------- |] nb -- 60.7, 93.3, 100.0, 100.0, 100.0, [ ----------------- |] j48 -- 45.5, 93.1, 100.0, 100.0, 100.0, [ ------------------------ |] density -- 53.6, 93.1, 100.0, 100.0, 100.0, [ -------------------- |] bnet -- 59.3, 93.3, 100.0, 100.0, 100.0, [ ------------------ |] ~~* anneal.arff *~~ ridor -- 94.4, 98.9, 100.0, 100.0, 100.0, [ ---|] j48 -- 96.7, 98.9, 100.0, 100.0, 100.0, [ --|] density -- 91.1, 98.9, 100.0, 100.0, 100.0, [ ---- |] bnet -- 95.5, 98.9, 100.0, 100.0, 100.0, [ -- |] nb -- 91.1, 96.7, 98.9, 100.0, 100.0, [ --- |+] oner -- 73.3, 87.8, 95.6, 100.0, 100.0, [ -------- | +] zeror -- 64.4, 86.7, 93.3, 97.8, 100.0, [ ------------ | ++ ] ~~* audiology.arff *~~ zeror -- 17.4, 95.5, 100.0, 100.0, 100.0, [ ---------------------------------------- |] ridor -- 59.1, 95.7, 100.0, 100.0, 100.0, [ ------------------- |] oner -- 39.1, 95.5, 100.0, 100.0, 100.0, [ ----------------------------- |] nb -- 65.2, 95.7, 100.0, 100.0, 100.0, [ ---------------- |] j48 -- 73.9, 95.7, 100.0, 100.0, 100.0, [ ----------- |] density -- 69.6, 95.7, 100.0, 100.0, 100.0, [ -------------- |] bnet -- 73.9, 95.7, 100.0, 100.0, 100.0, [ ----------- |] ~~* autos.arff *~~ density -- 75.0, 90.5, 95.2, 100.0, 100.0, [ -------- | +] bnet -- 61.9, 90.5, 95.2, 100.0, 100.0, [ --------------- | +] j48 -- 55.0, 90.0, 95.0, 100.0, 100.0, [ ------------------ | +] nb -- 55.0, 81.0, 90.5, 95.2, 100.0, [ -------------- | +++ ] ridor -- 55.0, 80.0, 85.7, 95.0, 100.0, [ ------------- | +++ ] oner -- 40.0, 75.0, 85.7, 95.2, 100.0, [ ------------------ | +++ ] zeror -- 5.0, 61.9, 85.0, 95.0, 100.0, [ ----------------------------- | +++ ] ~~* breast-cancer.arff *~~ density -- 50.0, 72.4, 96.6, 100.0, 100.0, [ ------------ | +] zeror -- 50.0, 71.4, 89.7, 100.0, 100.0, [ ----------- | +] nb -- 55.2, 72.4, 89.7, 100.0, 100.0, [ --------- | +] j48 -- 48.3, 75.9, 89.7, 100.0, 100.0, [ -------------- | +] bnet -- 48.3, 71.4, 89.7, 100.0, 100.0, [ ------------ | +] ridor -- 51.7, 75.0, 89.3, 100.0, 100.0, [ ------------ | +] oner -- 48.3, 67.9, 82.1, 100.0, 100.0, [ ---------- | +] ------------------------------------ Accuracy results for all classifiers ------------------------------------ ~~* ar3.arff *~~ nb -- 66.7, 83.3, 100.0, 100.0, 100.0, [ --------- |] density -- 66.7, 100.0, 100.0, 100.0, 100.0, [ -----------------|] zeror -- 50.0, 83.3, 85.7, 100.0, 100.0, [ -----------------| +] ridor -- 57.1, 83.3, 85.7, 100.0, 100.0, [ --------------| +] oner -- 57.1, 83.3, 85.7, 100.0, 100.0, [ --------------| +] j48 -- 57.1, 83.3, 85.7, 100.0, 100.0, [ --------------| +] bnet -- 57.1, 83.3, 83.3, 100.0, 100.0, [ -------------| +] ~~* ar4.arff *~~ nb -- 60.0, 81.8, 90.0, 90.9, 100.0, [ ----------- |++++ ] bnet -- 60.0, 80.0, 90.0, 90.9, 100.0, [ ----------- |++++ ] zeror -- 54.5, 72.7, 81.8, 90.0, 100.0, [ ---------- | ++++++] ridor -- 54.5, 80.0, 81.8, 90.9, 100.0, [ -------------| +++++ ] oner -- 45.5, 72.7, 81.8, 90.0, 100.0, [ -------------- | ++++++] j48 -- 54.5, 72.7, 81.8, 90.0, 100.0, [ ---------- | ++++++] density -- 54.5, 72.7, 81.8, 90.0, 100.0, [ ---------- | ++++++] ~~* ar5.arff *~~ ridor -- 0.0, 75.0, 100.0, 100.0, 100.0, [------------------------------------- |] oner -- 33.3, 100.0, 100.0, 100.0, 100.0, [ ----------------------------------|] nb -- 33.3, 75.0, 100.0, 100.0, 100.0, [ --------------------- |] j48 -- 33.3, 100.0, 100.0, 100.0, 100.0, [ ----------------------------------|] density -- 33.3, 75.0, 100.0, 100.0, 100.0, [ --------------------- |] bnet -- 33.3, 75.0, 100.0, 100.0, 100.0, [ --------------------- |] zeror -- 25.0, 66.7, 75.0, 100.0, 100.0, [ --------------------- | +] ~~* shared_CM1.arff *~~ zeror -- 78.0, 87.8, 90.0, 93.9, 98.0, [ ----- |+++ ] ridor -- 78.0, 87.8, 90.0, 93.9, 98.0, [ ----- |+++ ] oner -- 78.0, 87.8, 90.0, 93.9, 98.0, [ ----- |+++ ] j48 -- 78.0, 87.8, 90.0, 93.9, 98.0, [ ----- |+++ ] bnet -- 71.4, 80.0, 85.7, 90.0, 96.0, [ ----- | ++++ ] density -- 49.0, 63.3, 68.0, 70.0, 85.7, [ -------- |++++++++ ] nb -- 44.9, 62.0, 67.3, 72.0, 83.7, [ --------- | ++++++ ] ~~* shared_KC1.arff *~~ ridor -- 77.7, 83.9, 85.2, 86.5, 89.6, [ ----|++ ] oner -- 80.1, 83.9, 85.2, 86.7, 91.5, [ --|+++ ] j48 -- 79.6, 83.4, 84.8, 86.7, 91.5, [ -- |+++ ] zeror -- 76.8, 82.9, 84.4, 85.8, 89.6, [ ----|+ ] bnet -- 77.3, 81.9, 83.3, 85.2, 89.6, [ ---|+++ ] nb -- 66.4, 70.6, 72.9, 74.4, 80.1, [ ---|+++ ] density -- 63.5, 68.7, 70.6, 72.5, 79.1, [ --- |++++ ] ~~* shared_KC2.arff *~~ ridor -- 71.2, 80.8, 83.0, 88.5, 94.2, [ ----- | +++ ] oner -- 71.2, 80.8, 82.7, 86.5, 94.2, [ ----- | ++++ ] j48 -- 73.1, 78.8, 82.7, 86.5, 96.2, [ --- | +++++ ] bnet -- 69.2, 78.8, 82.7, 86.5, 94.2, [ ----- | ++++ ] zeror -- 63.5, 75.0, 80.8, 82.7, 90.6, [ ------ |++++ ] nb -- 67.3, 75.0, 80.8, 82.7, 94.2, [ ---- |++++++ ] density -- 65.4, 75.0, 78.8, 82.7, 88.5, [ ----- | +++ ] ~~* shared_KC3.arff *~~ zeror -- 80.4, 87.0, 91.1, 93.5, 97.8, [ ---- |+++ ] ridor -- 80.4, 87.0, 91.1, 93.5, 100.0, [ ---- |++++ ] j48 -- 80.4, 87.0, 91.1, 93.3, 97.8, [ ---- |+++ ] oner -- 80.4, 86.7, 89.1, 93.3, 97.8, [ ----| +++ ] bnet -- 78.3, 86.7, 88.9, 91.1, 97.8, [ -----|++++ ] nb -- 45.7, 65.2, 68.9, 73.9, 84.4, [ ---------- | ++++++ ] density -- 45.7, 64.4, 67.4, 71.7, 80.4, [ ---------- | +++++ ] ~~* shared_MC2.arff *~~ ridor -- 50.0, 68.8, 75.0, 81.2, 93.8, [ ---------- | +++++++ ] oner -- 43.8, 68.8, 75.0, 81.2, 100.0, [ ------------- | ++++++++++ ] nb -- 43.8, 62.5, 75.0, 81.2, 100.0, [ ---------- | ++++++++++ ] j48 -- 50.0, 68.8, 75.0, 81.2, 100.0, [ ---------- | ++++++++++ ] density -- 43.8, 68.8, 75.0, 81.2, 100.0, [ ------------- | ++++++++++ ] bnet -- 50.0, 68.8, 75.0, 81.2, 100.0, [ ---------- | ++++++++++ ] zeror -- 43.8, 62.5, 68.8, 75.0, 93.8, [ ---------- | ++++++++++ ] ~~* shared_MW1.arff *~~ ridor -- 85.0, 92.5, 95.0, 97.5, 100.0, [ ---- |++ ] j48 -- 85.0, 92.5, 95.0, 97.5, 100.0, [ ---- |++ ] zeror -- 85.0, 90.0, 92.5, 95.0, 100.0, [ --- |+++ ] oner -- 85.0, 90.0, 92.5, 95.0, 100.0, [ --- |+++ ] bnet -- 82.9, 90.0, 92.5, 95.0, 100.0, [ ---- |+++ ] nb -- 70.0, 85.0, 87.5, 90.0, 97.5, [ --------| ++++ ] density -- 73.2, 82.9, 87.5, 90.0, 95.0, [ ----- | +++ ] ~~* shared_PC1.arff *~~ oner -- 86.5, 91.0, 93.7, 94.6, 98.2, [ ---|++ ] j48 -- 86.5, 91.9, 93.7, 94.6, 98.2, [ ---|++ ] ridor -- 87.4, 91.9, 93.6, 94.6, 98.2, [ ---|++ ] zeror -- 84.7, 91.0, 92.8, 94.5, 97.3, [ ----|++ ] bnet -- 86.5, 91.0, 92.8, 94.5, 98.2, [ ---|++ ] nb -- 62.7, 69.4, 72.1, 73.9, 81.1, [ ---- |+++ ] density -- 61.8, 67.6, 69.4, 73.0, 79.3, [ --- | ++++ ]