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| 1 | +package com.droid.cybershield.core.permission |
| 2 | + |
| 3 | +/** |
| 4 | + * App behavioral categories inferred purely from the app's permission fingerprint. |
| 5 | + * No internet API required — works fully offline. |
| 6 | + */ |
| 7 | +enum class AppCategory(val emoji: String, val label: String) { |
| 8 | + SOCIAL("📱", "Social"), |
| 9 | + COMMUNICATION("💬", "Communication"), |
| 10 | + FINANCE("💳", "Finance"), |
| 11 | + TRADING("📈", "Trading"), |
| 12 | + GAMING("🎮", "Gaming"), |
| 13 | + NAVIGATION("🗺️", "Navigation"), |
| 14 | + HEALTH("🏃", "Health"), |
| 15 | + UTILITY("🔧", "Utility"), |
| 16 | + UNKNOWN("📦", "Unknown") |
| 17 | +} |
| 18 | + |
| 19 | +/** |
| 20 | + * Classifies an app into a behavioral category based on its requested permissions. |
| 21 | + * |
| 22 | + * Uses a weighted voting system: each permission casts weighted votes for one or |
| 23 | + * more candidate categories. The category with the highest total score wins. |
| 24 | + * |
| 25 | + * If no category reaches a minimum confidence threshold, UNKNOWN is returned. |
| 26 | + */ |
| 27 | +object AppCategoryClassifier { |
| 28 | + |
| 29 | + // Minimum total score required to claim a category (prevents noise from 1-permission apps) |
| 30 | + private const val MIN_SCORE_THRESHOLD = 3 |
| 31 | + |
| 32 | + /** |
| 33 | + * Each entry maps a permission to a list of (AppCategory, weight) votes. |
| 34 | + * Higher weight = stronger signal for that category. |
| 35 | + */ |
| 36 | + private val PERMISSION_VOTES: Map<String, List<Pair<AppCategory, Int>>> = mapOf( |
| 37 | + |
| 38 | + // ── Location ────────────────────────────────────────────────────────── |
| 39 | + "android.permission.ACCESS_FINE_LOCATION" to listOf( |
| 40 | + AppCategory.NAVIGATION to 4, |
| 41 | + AppCategory.HEALTH to 2, |
| 42 | + AppCategory.SOCIAL to 1 |
| 43 | + ), |
| 44 | + "android.permission.ACCESS_BACKGROUND_LOCATION" to listOf( |
| 45 | + AppCategory.NAVIGATION to 5, |
| 46 | + AppCategory.HEALTH to 2 |
| 47 | + ), |
| 48 | + "android.permission.ACCESS_COARSE_LOCATION" to listOf( |
| 49 | + AppCategory.NAVIGATION to 3, |
| 50 | + AppCategory.SOCIAL to 1 |
| 51 | + ), |
| 52 | + |
| 53 | + // ── Camera ──────────────────────────────────────────────────────────── |
| 54 | + "android.permission.CAMERA" to listOf( |
| 55 | + AppCategory.SOCIAL to 3, |
| 56 | + AppCategory.FINANCE to 2, // KYC / document scanning |
| 57 | + AppCategory.UTILITY to 1 |
| 58 | + ), |
| 59 | + |
| 60 | + // ── Microphone ──────────────────────────────────────────────────────── |
| 61 | + "android.permission.RECORD_AUDIO" to listOf( |
| 62 | + AppCategory.SOCIAL to 3, |
| 63 | + AppCategory.COMMUNICATION to 3 |
| 64 | + ), |
| 65 | + |
| 66 | + // ── SMS ─────────────────────────────────────────────────────────────── |
| 67 | + "android.permission.READ_SMS" to listOf( |
| 68 | + AppCategory.COMMUNICATION to 5 |
| 69 | + ), |
| 70 | + "android.permission.SEND_SMS" to listOf( |
| 71 | + AppCategory.COMMUNICATION to 5 |
| 72 | + ), |
| 73 | + "android.permission.RECEIVE_SMS" to listOf( |
| 74 | + AppCategory.COMMUNICATION to 4 |
| 75 | + ), |
| 76 | + |
| 77 | + // ── Calls ───────────────────────────────────────────────────────────── |
| 78 | + "android.permission.CALL_PHONE" to listOf( |
| 79 | + AppCategory.COMMUNICATION to 4 |
| 80 | + ), |
| 81 | + "android.permission.READ_CALL_LOG" to listOf( |
| 82 | + AppCategory.COMMUNICATION to 3 |
| 83 | + ), |
| 84 | + "android.permission.PROCESS_OUTGOING_CALLS" to listOf( |
| 85 | + AppCategory.COMMUNICATION to 3 |
| 86 | + ), |
| 87 | + |
| 88 | + // ── Contacts ────────────────────────────────────────────────────────── |
| 89 | + "android.permission.READ_CONTACTS" to listOf( |
| 90 | + AppCategory.SOCIAL to 2, |
| 91 | + AppCategory.COMMUNICATION to 3 |
| 92 | + ), |
| 93 | + "android.permission.WRITE_CONTACTS" to listOf( |
| 94 | + AppCategory.COMMUNICATION to 2, |
| 95 | + AppCategory.SOCIAL to 1 |
| 96 | + ), |
| 97 | + |
| 98 | + // ── Health / Sensors ────────────────────────────────────────────────── |
| 99 | + "android.permission.ACTIVITY_RECOGNITION" to listOf( |
| 100 | + AppCategory.HEALTH to 5 |
| 101 | + ), |
| 102 | + "android.permission.BODY_SENSORS" to listOf( |
| 103 | + AppCategory.HEALTH to 5 |
| 104 | + ), |
| 105 | + |
| 106 | + // ── Finance / Banking ───────────────────────────────────────────────── |
| 107 | + "android.permission.USE_BIOMETRIC" to listOf( |
| 108 | + AppCategory.FINANCE to 4, |
| 109 | + AppCategory.TRADING to 3 |
| 110 | + ), |
| 111 | + "android.permission.USE_FINGERPRINT" to listOf( |
| 112 | + AppCategory.FINANCE to 3, |
| 113 | + AppCategory.TRADING to 2 |
| 114 | + ), |
| 115 | + |
| 116 | + // ── Phone state (common in finance/trading for device binding) ───────── |
| 117 | + "android.permission.READ_PHONE_STATE" to listOf( |
| 118 | + AppCategory.FINANCE to 3, |
| 119 | + AppCategory.TRADING to 3, |
| 120 | + AppCategory.COMMUNICATION to 1 |
| 121 | + ), |
| 122 | + "android.permission.READ_PHONE_NUMBERS" to listOf( |
| 123 | + AppCategory.FINANCE to 2, |
| 124 | + AppCategory.TRADING to 2 |
| 125 | + ), |
| 126 | + |
| 127 | + // ── Network (weak signal — almost every app uses this) ──────────────── |
| 128 | + "android.permission.INTERNET" to listOf( |
| 129 | + AppCategory.FINANCE to 1, |
| 130 | + AppCategory.TRADING to 1, |
| 131 | + AppCategory.SOCIAL to 1, |
| 132 | + AppCategory.GAMING to 1 |
| 133 | + ), |
| 134 | + "android.permission.ACCESS_NETWORK_STATE" to listOf( |
| 135 | + AppCategory.TRADING to 1, |
| 136 | + AppCategory.GAMING to 1 |
| 137 | + ), |
| 138 | + |
| 139 | + // ── Gaming signals ──────────────────────────────────────────────────── |
| 140 | + "android.permission.VIBRATE" to listOf( |
| 141 | + AppCategory.GAMING to 3 |
| 142 | + ), |
| 143 | + "android.permission.WAKE_LOCK" to listOf( |
| 144 | + AppCategory.GAMING to 2, |
| 145 | + AppCategory.UTILITY to 1 |
| 146 | + ), |
| 147 | + |
| 148 | + // ── Utility signals ─────────────────────────────────────────────────── |
| 149 | + "android.permission.WRITE_SETTINGS" to listOf( |
| 150 | + AppCategory.UTILITY to 4 |
| 151 | + ), |
| 152 | + "android.permission.FOREGROUND_SERVICE" to listOf( |
| 153 | + AppCategory.UTILITY to 2, |
| 154 | + AppCategory.HEALTH to 1 |
| 155 | + ), |
| 156 | + "android.permission.WRITE_EXTERNAL_STORAGE" to listOf( |
| 157 | + AppCategory.UTILITY to 2 |
| 158 | + ), |
| 159 | + "android.permission.READ_EXTERNAL_STORAGE" to listOf( |
| 160 | + AppCategory.UTILITY to 1 |
| 161 | + ), |
| 162 | + "android.permission.DISABLE_KEYGUARD" to listOf( |
| 163 | + AppCategory.UTILITY to 3 |
| 164 | + ), |
| 165 | + "android.permission.SYSTEM_ALERT_WINDOW" to listOf( |
| 166 | + AppCategory.UTILITY to 3 |
| 167 | + ), |
| 168 | + "android.permission.REQUEST_INSTALL_PACKAGES" to listOf( |
| 169 | + AppCategory.UTILITY to 3 |
| 170 | + ) |
| 171 | + ) |
| 172 | + |
| 173 | + /** |
| 174 | + * Classifies the app based on its full permission list. |
| 175 | + * |
| 176 | + * @param permissions Full list of android.permission.* strings declared by the app |
| 177 | + * @return The best-matching [AppCategory], or [AppCategory.UNKNOWN] if no clear match |
| 178 | + */ |
| 179 | + fun classify(permissions: List<String>): AppCategory { |
| 180 | + // Accumulate weighted votes per category |
| 181 | + val scores = mutableMapOf<AppCategory, Int>() |
| 182 | + |
| 183 | + permissions.forEach { permission -> |
| 184 | + PERMISSION_VOTES[permission]?.forEach { (category, weight) -> |
| 185 | + scores[category] = (scores[category] ?: 0) + weight |
| 186 | + } |
| 187 | + } |
| 188 | + |
| 189 | + if (scores.isEmpty()) return AppCategory.UNKNOWN |
| 190 | + |
| 191 | + // Find the winning category |
| 192 | + val winner = scores.maxByOrNull { it.value } ?: return AppCategory.UNKNOWN |
| 193 | + |
| 194 | + // Only assign a category if it reaches the minimum confidence threshold |
| 195 | + return if (winner.value >= MIN_SCORE_THRESHOLD) winner.key else AppCategory.UNKNOWN |
| 196 | + } |
| 197 | +} |
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