{"id":1885,"date":"2022-08-02T16:09:46","date_gmt":"2022-08-02T20:09:46","guid":{"rendered":"https:\/\/henry.olders.ca\/wordpress\/?p=1885"},"modified":"2022-08-02T16:11:37","modified_gmt":"2022-08-02T20:11:37","slug":"hamnn-classification-results-with-publicly-available-datasets","status":"publish","type":"post","link":"https:\/\/henry.olders.ca\/wordpress\/?p=1885","title":{"rendered":"HamNN Classification Results with Publicly Available Datasets"},"content":{"rendered":"<p>These datasets are included in the VhamNN and HamNN repositories on GitHub.<\/p>\n<p>It should be noted that the formula for balanced accuracy is different for binary classification problems and multiclass classification.<\/p>\n<table>\n<caption>HamNN Classification Results with Publicly Available Datasets<\/caption>\n<thead>\n<tr>\n<th style=\"text-align: center;\">\n\t\t\t\tFilename\n\t\t\t<\/th>\n<th style=\"text-align: center;\">\n\t\t\t\tclasses\n\t\t\t<\/th>\n<th style=\"text-align: center;\">\n\t\t\t\tdiscrete attibutes\n\t\t\t<\/th>\n<th style=\"text-align: center;\">\n\t\t\t\tcontinuous attributes\n\t\t\t<\/th>\n<th style=\"text-align: center;\">\n\t\t\t\ttotal instances\n\t\t\t<\/th>\n<th style=\"text-align: center;\">\n\t\t\t\tmissing values (%)\n\t\t\t<\/th>\n<th style=\"text-align: center;\">\n\t\t\t\tbest balanced accuracy\n\t\t\t<\/th>\n<th style=\"text-align: center;\">\n\t\t\t\t% of instances removed by purging\n\t\t\t<\/th>\n<th>\n\t\t\t\tcommand line\n\t\t\t<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tanneal.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t5\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t25\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t6\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t898\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t63.3\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t97.09\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t65.23\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -p -a 7 -b 14,14 -w -u datasets\/UCI\/anneal.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tbalance-scale.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t4\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t625\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t67.65\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -p -a 4 -w  datasets\/UCI\/balance-scale.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tbreast-cancer-wisconsin-disc.tab\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t9\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t699\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0.21\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t95.77\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 9 -w datasets\/breast-cancer-wisconsin-disc.tab\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t95.57\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t30.03\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -p -a 9 -w  datasets\/breast-cancer-wisconsin-disc.tab\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tcontact-lenses.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t4\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t24\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t93.33\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t61.41\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -p -a 2 -w datasets\/contact-lenses.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tcredit-g.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t17\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t1000\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t61.92\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 7,7 -u -w datasets\/UCI\/credit-g.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tcredit-g.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t63.50\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 7,7 -u datasets\/UCI\/credit-g.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tcredit-g.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t57.27\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t71.52\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 7,7 -u -p datasets\/UCI\/credit-g.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tcredit-g.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t61.67\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t71.52\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 7,7 -u -w -p datasets\/UCI\/credit-g.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tdiabetes.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t8\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t78.71\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 2,6 -u datasets\/UCI\/diabetes.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t73.93\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t74.70\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 2,6 -u -p datasets\/UCI\/diabetes.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tESL.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t9\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t4\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t488\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t47.99\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 4 -w datasets\/ESL.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t42.88\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t38.49\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 4 -w -p datasets\/ESL.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tglass.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t6\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t9\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t214\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t75.91\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 8 -b 12,12 -u -w datasets\/UCI\/glass.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t73.27\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t20.47\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 8 -b 12,12 -u -w -p datasets\/UCI\/glass.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\theart-statlog.argg\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t8\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t5\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t270\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t85.70\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 2,2 -u datasets\/UCI\/heart-statlog.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t82.67\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t65.58\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 2,2 -u -p datasets\/UCI\/heart-statlog.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tionosphere.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t32\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t351\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t94.27\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 22 -b 2,15 -u -w datasets\/UCI\/ionosphere.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t94.27\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0.31\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 22 -b 2,15 -u -w -p datasets\/UCI\/ionosphere.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tiris.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t4\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t150\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t98.00\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 2 -b 3,3 -u datasets\/UCI\/iris.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t98.00\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t91.99\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 2 -b 3,3 -u -p datasets\/UCI\/iris.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tkr-vs-kp.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t36\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3196\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t91.34\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -w datasets\/UCI\/kr-vs-kp.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t96.08\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t75.21\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 12 -w -p datasets\/UCI\/kr-vs-kp.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tletter.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t26\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t16\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t20000\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t91.84\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 12 -b 2,13 -u -f 10 -r 10 datasets\/UCI\/letter.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t92.03\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t18.93\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 12 -b 2,13 -u -f 10 -r 10 -p datasets\/UCI\/letter.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tletter-train.arff &amp; letter-test.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t26\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t16\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t16000 train, 4000 test\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t91.55\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn verify -s -e -c -a 12 -b 2,13 -u -t datasets\/UCI\/letter-test.arff datasets\/UCI\/letter-train.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t91.58\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t18.15\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn verify -s -e -c -a 12 -b 2,13 -u -p -t datasets\/UCI\/letter-test.arff datasets\/UCI\/letter-train.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tlymph.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t4\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t18\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t148\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t72.62\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 1 -w datasets\/UCI\/lymph.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t72.00\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t80.42\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 1 -w -p datasets\/UCI\/lymph.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tprostata.tab\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t12533\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t102\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t94.33\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 6,6 -u -w datasets\/prostata.tab\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t95.21\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t52.75\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 3 -b 6,6 -u -w -p datasets\/prostata.tab\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tsegment.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t7\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t1\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t18\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2310\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t96.49\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 14 -b 13,13 -u -w datasets\/UCI\/segment.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t96.58\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t20.04\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 14 -b 13,13 -u -w -p datasets\/UCI\/segment.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tsonar.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t60\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t208\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t88.64\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 59 -b 4,4 -u datasets\/UCI\/sonar.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tsoybean-large-all.tab\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t19\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t35\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t683\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t9.50\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t96.84\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 24 -w datasets\/soybean-large-all.tab\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t97.01\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t32.63\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 24 -w -p datasets\/soybean-large-all.tab\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tsplice.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t61\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3190\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t91.05\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 9 datasets\/UCI\/splice.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t91.07\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0.75\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 9 -p datasets\/UCI\/splice.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tvehicle.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t4\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t18\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t846\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t70.18\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 10 -b 18,18 -u datasets\/UCI\/vehicle.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t70.65\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t2.01\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 10 -b 18,18 -u -p datasets\/UCI\/vehicle.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\twaveform-5000.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t40\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t5000\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t77.96\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -f 10 -r 100 -a 15 -b 2,6 -u  datasets\/UCI\/waveform-5000.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t78.06\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3.48\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -f 10 -r 100 -a 15 -b 2,6 -u -p  datasets\/UCI\/waveform-5000.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\twine.tab\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t3\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t13\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t178\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t97.65\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t1.12\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 12 -b 2,5 -u  datasets\/wine.tab\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n\t\t\t\tzoo.arff\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t7\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t17\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t95.71\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 13  -w datasets\/UCI\/zoo.arff\n\t\t\t<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t95.71\n\t\t\t<\/td>\n<td style=\"text-align: center;\">\n\t\t\t\t0.98\n\t\t\t<\/td>\n<td>\n\t\t\t\t.\/vhamnn cross -s -e -c -a 13 -p -w datasets\/UCI\/zoo.arff\n\t\t\t<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>These datasets are included in the VhamNN and HamNN repositories on GitHub. It should be noted that the formula for balanced accuracy is different for binary classification problems and multiclass classification. HamNN Classification Results with Publicly Available Datasets Filename classes discrete attibutes continuous attributes total instances missing values (%) best&hellip; <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1885","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1885","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1885"}],"version-history":[{"count":2,"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1885\/revisions"}],"predecessor-version":[{"id":1887,"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1885\/revisions\/1887"}],"wp:attachment":[{"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1885"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1885"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/henry.olders.ca\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1885"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}