@if(session('success'))

{{ session('success') }}

@endif @if(session('error'))

{{ session('error') }}

@endif

Evaluasi Performa

Fuzzy K-NN Algorithm

Pengaturan Evaluasi

@csrf

Persentase Data Latih

Nilai K (Jumlah Tetangga) telah ditetapkan: 5

@if(isset($latestEvaluation))

Hasil Evaluasi Terbaru

Data Latih

{{ $latestEvaluation->training_data_count }} Data

Data Uji

{{ $latestEvaluation->test_data_count }} Data

Akurasi

{{ number_format($latestEvaluation->accuracy, 2) }}%

Error Rate

{{ number_format($latestEvaluation->error_rate, 2) }}%

Precision

{{ number_format($latestEvaluation->precision, 2) }}%

Recall

{{ number_format($latestEvaluation->recall, 2) }}%

F1 Score

{{ number_format($latestEvaluation->f1_score, 2) }}%

Confusion Matrix

	Prediksi Lulus	Prediksi Lulus Bersyarat	Prediksi Tidak Lulus
Aktual Lulus	{{ $latestEvaluation->confusion_matrix['lulus']['lulus'] }}	{{ $latestEvaluation->confusion_matrix['lulus']['lulus_bersyarat'] }}	{{ $latestEvaluation->confusion_matrix['lulus']['tidak_lulus'] }}
Aktual Lulus Bersyarat	{{ $latestEvaluation->confusion_matrix['lulus_bersyarat']['lulus'] }}	{{ $latestEvaluation->confusion_matrix['lulus_bersyarat']['lulus_bersyarat'] }}	{{ $latestEvaluation->confusion_matrix['lulus_bersyarat']['tidak_lulus'] }}
Aktual Tidak Lulus	{{ $latestEvaluation->confusion_matrix['tidak_lulus']['lulus'] }}	{{ $latestEvaluation->confusion_matrix['tidak_lulus']['lulus_bersyarat'] }}	{{ $latestEvaluation->confusion_matrix['tidak_lulus']['tidak_lulus'] }}

Matrix menunjukkan jumlah prediksi untuk setiap kombinasi status aktual dan prediksi.

@endif

Riwayat Evaluasi

@forelse($evaluationHistory as $evaluation) @empty @endforelse

Tanggal	Data Latih	Nilai K	Akurasi	Error Rate
{{ $evaluation->created_at->format('d/m/Y H:i') }}	{{ $evaluation->training_percentage }}%	{{ $evaluation->k_value }}	{{ number_format($evaluation->accuracy, 2) }}%	{{ number_format($evaluation->error_rate, 2) }}%
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