From 2797dc7a9dbfb3c77b93f79ee415360397fb6ccb Mon Sep 17 00:00:00 2001 From: Claudio Maggioni Date: Wed, 24 May 2023 18:15:43 +0200 Subject: [PATCH] report done up to training --- report/main.md | 12 +++++++++++- report/main.pdf | Bin 352712 -> 354937 bytes train_classifiers.py | 5 +++++ 3 files changed, 16 insertions(+), 1 deletion(-) diff --git a/report/main.md b/report/main.md index e47a3d9..16b84ff 100644 --- a/report/main.md +++ b/report/main.md @@ -150,7 +150,15 @@ The script `./train_classifiers.py`, according to the random seed $3735924759$, The metrics for each classifier and each hyperparameter configuration in decreasing order of accuracy are reported in the following sections. -For each classifier, I then choose the hyperparameter configuration with highest accuracy. +For each classifier, I then choose the hyperparameter configuration with highest accuracy. Namely, these configurations are: + +| **Classifier** | **Hyper-parameter configuration** | **Precision** | **Accuracy** | **Recall** | **F1 Score** | +|:----|:--------|-:|-:|-:|--:| +| DecisionTreeClassifier | `criterion`: gini, `splitter`: best | 0.7885 | 0.8506 | 0.9535 | 0.8632 | +| GaussianNB | -- | 0.8 | 0.6782 | 0.4651 | 0.5882 | +| MLPClassifier | `activation`: logistic, `hidden_layer_sizes`: (60, 80, 100), `learning_rate`: constant, `max_iter`: 500000, `solver`: lbfgs | 0.8958 | 0.9425 | 1 | 0.9451 | +| RandomForestClassifier | `class_weight`: balanced, `criterion`: gini, `max_features`: sqrt | 0.8367 | 0.8851 | 0.9535 | 0.8913 | +| SVC | `gamma`: scale, `kernel`: rbf | 0.7174 | 0.7356 | 0.7674 | 0.7416 | ## Decision Tree (DT) @@ -300,6 +308,8 @@ For sake of brevity, only the top 100 results by accuracy are shown. | gini | balanced_subsample | log2 | 0.803922 | 0.862069 | 0.953488 | 0.87234 | | entropy | balanced_subsample | log2 | 0.803922 | 0.862069 | 0.953488 | 0.87234 | + + # Evaluation ## Output Distributions diff --git a/report/main.pdf b/report/main.pdf index 553ecedf0ca8affedd183edbeb9e610b33e5be93..523022be2f61ce315fb561d23f0741fc7be8de01 100644 GIT binary patch delta 70606 zcmZs>V{o8P(C!^$lZ|cLwr$(CvEd!t*w{8Vb~d(cdt)c>|2b7}oe$6X)IBv_Q!`Uj z_3P=rMhDSf7t!mVkinSQlAUmx|48(D_~v+RtD)uTx5p1;)S zVnHZ0yC@(@g|CnI-u)sl#noi{fp%^Ox(2&mzFl3^~gAyqAJY( z$V*wo4&g~#k*E(dS7c1KA&uFjeI(UhM-3&prgB_#@G)4eGx+O&o?Q9J0H;zvVo|7& zv6L_`ol9`JAe_7J*l~J|~^r$-PnDFRg7D)}-qVdt>tk%koh>x|f@zhMeSF&e360WLcWgp-af3R{ zSpd`GgF=Yb4mG8e6RvcjtiG86N{E@yM33Xhm@p0O=AFk-kRD$4fV6tFiUuYZhj{*( zZITTMm(YvxR{zkp?1dp_Is8*|V2J*2>+A~SW3A!`1sf{gzR$@A;C;T!f9&2vt208Y zMHxbBf6#wOox5_>0UNxjJD5|l8fHQWbs?&be$mobB>xMAZvajn4toE_MR3H|g6!A0 z@tMs*dk?Q&RAr>$T8CHqUi=^Il@4H}6HZ}GnuunQ71sVh=#np}VU9Y1_T%4d*wr!J z&$;7S`hDMrs2sXO;G{lACD&d_Xh6{+%3c3Z-i$@Dzu>xC$VNbEL@@Tnb(Zop_-vGl zSfmWMmTjt7ssEj&(t#JPWwkljbl$YCr=MbAxO8Me4niiEdOW!A8ICmPjT{x3`vSzd zh}k8dSC#J5Gd=LhPw!xbFbFleWCI?l(h%K0Tl{w1csZ}@L{VboW 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