AI-Based Fraud Detection for Payments

AI-Based Fraud Detection for Payments

Analyze transaction parameters to assess fraud risk in real-time.

${recommendation}

Key Risk Factors Identified

    ${riskFactors.length > 0 ? riskFactors.map(f => `
  • ${f.name} ${f.impact} Impact
  • `).join('') : `
  • No significant risk factors identified.
  • `}
`; const gaugeFill = resultsContainer.querySelector('.risk-gauge-fill'); const rotation = (score / 100) * 180; gaugeFill.style.transform = `rotate(${rotation}deg)`; lucide.createIcons(); document.getElementById('download-pdf-btn').addEventListener('click', generatePdf); }; const renderConfigTab = () => { const configContent = document.getElementById('content-config'); if (!configContent) return; const { weights, thresholds } = appData; configContent.innerHTML = `

Risk Model Configuration

Factor Weights

Adjust the importance of each risk factor in the fraud score calculation (e.g., 1.0 = normal, 2.0 = double importance).

${Object.keys(weights).map(key => `
`).join('')}

Scoring Thresholds

`; document.getElementById('config-form').addEventListener('submit', handleConfigUpdate); }; const handleConfigUpdate = (e) => { e.preventDefault(); Object.keys(appData.weights).forEach(key => { appData.weights[key] = parseFloat(document.getElementById(`weight-${key}`).value); }); appData.thresholds.amount = parseFloat(document.getElementById('threshold-amount').value); alert('Risk model configuration saved!'); }; const generatePdf = () => { if (!analysisResult) return; loadingOverlay.style.display = 'flex'; const { jsPDF } = window.jspdf; const pdf = new jsPDF({ orientation: 'p', unit: 'pt', format: 'a4' }); let y = 40; pdf.setFontSize(18); pdf.setFont('helvetica', 'bold'); pdf.text('Fraud Risk Analysis Report', pdf.internal.pageSize.getWidth() / 2, y, { align: 'center' }); y += 30; pdf.setFontSize(10); pdf.setFont('helvetica', 'normal'); pdf.text(`Generated on: ${new Date().toLocaleDateString()}`, 40, y); y += 30; // Transaction Details Table pdf.setFontSize(12); pdf.setFont('helvetica', 'bold'); pdf.text('Transaction Details', 40, y); y += 15; const transactionData = Object.entries(transactionInputs).map(([key, value]) => [key.replace(/([A-Z])/g, ' $1').replace(/^./, str => str.toUpperCase()), value]); pdf.autoTable({ startY: y, head: [['Parameter', 'Value']], body: transactionData, theme: 'striped' }); y = pdf.autoTable.previous.finalY + 30; // Analysis Result pdf.setFontSize(12); pdf.setFont('helvetica', 'bold'); pdf.text('Analysis Result', 40, y); y += 20; pdf.setFontSize(10); pdf.setFont('helvetica', 'normal'); pdf.text(`Fraud Risk Score:`, 50, y); pdf.setFont('helvetica', 'bold'); pdf.text(`${analysisResult.score} / 100`, 150, y); y += 20; pdf.setFont('helvetica', 'normal'); pdf.text(`Recommendation:`, 50, y); pdf.setFont('helvetica', 'bold'); pdf.text(analysisResult.recommendation, 150, y); y += 30; // Risk Factors Table if (analysisResult.riskFactors.length > 0) { pdf.setFontSize(12); pdf.setFont('helvetica', 'bold'); pdf.text('Key Risk Factors Identified', 40, y); y += 15; pdf.autoTable({ startY: y, head: [['Factor', 'Assessed Impact']], body: analysisResult.riskFactors.map(f => [f.name, f.impact]), theme: 'grid', headStyles: { fillColor: [220, 53, 69] } // Red header }); } pdf.save(`Fraud-Analysis-Report.pdf`); loadingOverlay.style.display = 'none'; }; // --- TAB NAVIGATION & INITIALIZATION --- const switchTab = (tabIndex) => { activeTabIndex = tabIndex; document.querySelectorAll('.tab-btn').forEach((btn, i) => btn.classList.toggle('active', i === tabIndex)); document.querySelectorAll('.tab-content').forEach((content, i) => content.classList.toggle('hidden', i !== tabIndex)); updateNavButtons(); }; const updateNavButtons = () => { prevTabBtn.disabled = activeTabIndex === 0; nextTabBtn.disabled = activeTabIndex === tabIdentifiers.length - 1; }; const initializeUI = () => { const tabs = [ { name: 'Transaction Analysis', id: 'analysis' }, { name: 'Risk Model Configuration', id: 'config' } ]; tabIdentifiers = tabs.map(t => t.id); tabsContainer.innerHTML = tabs.map(tab => ``).join(''); mainContent.innerHTML = tabs.map(tab => `
`).join(''); tabs.forEach((tab, index) => { document.getElementById(`tab-${tab.id}`).addEventListener('click', () => switchTab(index)); }); renderAnalysisTab(); renderConfigTab(); switchTab(0); lucide.createIcons(); }; initializeUI(); prevTabBtn.addEventListener('click', () => { if (activeTabIndex > 0) switchTab(activeTabIndex - 1); }); nextTabBtn.addEventListener('click', () => { if (activeTabIndex < tabIdentifiers.length - 1) switchTab(activeTabIndex + 1); }); });
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