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7. 裁判官 鑑識 警察 検察 被害現場 被疑者 情報解析 警察 検察 ？？ 犯罪・不正 01011101 10101101 111101・・・ Forensicallysounds? Forensicallysounds? 8. 警察だけのものではない：インシデントレスポンスとして・・・ 証拠が消える前に！消される前に！ 何か起きたときに備えて 従来のインシデント レスポンス 管理者や専門家へ： 原因究明と 再発防止 被害拡大抑止 事件・事故の 発生 分析・ 整理 された 証拠 インシデントや訴訟係争の発生／情報漏えい・内部不正の発覚など 弁護士等へ： 法的交渉や民事訴訟 情報システム 管理者 システム管理者又は外部の専門家 信頼できる認証基盤の確立 通信や操作記録の収集・保管 記録やログの消去改竄抑止 ログや記録の定常的検査によるインシデント発見 など… 電磁的証拠の保全と収集・解析 収集過程と解析結果の文書化 証拠改竄・毀損の有無の確認・立証 証拠保全後のシステムの速やかな回復 など… 捜査機関へ： 刑事訴訟 法的対応 平時の対応 緊急時の対応 9. システム管理の一環としてのDF 平時の技術 端末の機能制限・アクセス制御厳格化と記録強化 いわゆる端末からの情報漏えい防止ソリューションと技術的な重なりは強い サーバのアクセス制御強化と記録強化（特にアクセスログと，設定変更ログ） ネットワークトラフィックの記録（ネットワークフォレンジック） 緊急時の技術 事故対象機器の証拠保全 アクセス記録の解析（タイムライン解析など）->原因同定と再発防止 この文脈では証拠の保全と分析に重点が置かれており，「法的」な意味合いは結果論？ 11. ポイントは・・・ 電磁的記録（電磁的証跡，電子証拠）(digital evidence / e-evidence)は： 削除がとても簡単 捏造が比較的簡単 大量のデータからのマイニングで恣意的解釈が可能 技術的に高度なので法曹関係者に評価しにくい（民事だと原告被告間のコンセンサスも必要） 必要なのは「信頼できる技術」と「正しい運用プロセス」の確立 単なる技術だけでなく「法曹から受け入れ可能」でないと（Forensically-sound) 13. 分野に分けると？ 技術分野 証拠保全技術 事前処理（ログ記録・保管技術・・・） 事後処理（正しい「証拠保全」のあり方） 証拠収集技術 データ収集技術そのもの（含むファイル復活） データ分析技術、検索技術 （場合によっては）暗号化解除技術 証拠分析技術 文書マイニング・画像映像解析・フォーマット解析 法曹分野 技術の評価と法的位置づけの確立 電子証拠収集プロセスの確立と評価 ここにも また技術が 支援可能 14. 証拠保全の技術 事前対策 基本的にはログの確実な保全（WORM利用など） さらに改竄防止、時刻＋存在証明（ハッシュ、タイムスタンプ署名） ネットワーク向け侵入検知システム(IDS) 究極には「全部記録」：通信パケットを全部保管するなど 事後対策 メモリや磁気媒体の複製＋保全（ハッシュ） 最近磁気媒体が大きくなりすぎて問題に その他のデータ収集（意外なところではBIOSのCMOSなど） 基本的には「複製」するのでその真正性がキモ 作業記録と、複数人or第三者の立会い、外部による証明 15. PC等の押収 押収 Tag ＆ Bag 証拠保全・解析用HDDの準備 DoD等の規格に基づく消去 PCのBIOS設定確認・変更 内蔵HDD起動->CD起動等 証拠取得 PCのCD起動等／HDDをDF用PCに外付け タイムスタンプ等の書換え防止 複製元HDDへの書込み防止ハッシュ値による検証 HDDの物理コピー（保全用・解析用） 関連するファイル等の確認、印字 解析 削除・隠蔽データの復元、内容確認、印字 パスワードリカバリーを含む 報告書作成 報告書（鑑定書）作成 基本的なプロセスは「現状保存」とハードディスクの複製、内容解析 16. 証拠収集・分析の技術 主なターゲットはファイル ファイル収集技術 特に削除ファイル・物理的に破壊された媒体の復活 ファイルの分析技術 ファイルそのものの分析（タイムスタンプ、所有権等） データの分析・ログの分析 データ分析には多様なアプリケーションへの対応が必要 大量になっている場合は適切な検索技術 暗号化されている場合は解読技術が必要 最近は媒体の暗号化が進んで困難に その他の分析技術 ファイルシステム内の解析 証拠隠滅作業の痕跡など ネットワークに関しても同様 17. 例えばNTFSにおける削除ファイル復活を考える NTFSのデータ構造は「全てがファイル」という構造MFT (Master File Table)と「それ以外」しかない MFT: 1kBの「ファイルレコード」が連なるテーブルで，基本的に1ファイルレコードが1ファイルを表す まれに複数レコードで1つのファイルになる MFTはさらにAttributeによりファイル名やファイル属性，ファイル位置情報が加わる ファイルが十分小さいときはMFTの空き領域がデータ部になる 特殊ないくつかのファイルで構成される ファイルエントリ0の$MFTがMFT自身を表すとともにMFT内の空き領域を$BITMAPで表す ファイルエントリ6の$Bitmapがデータ領域の空き領域を表す 18. NTFSのデータ構造 NTFSパーティション構造 データ領域 データ領域 MFT MFT複製 各MFTエントリの構造 大きなファイルの場合 小さなファイルの場合 基 本 情 報 ファイル名 データ 空き 基 本 情 報 ファイル名 データ 空き ラン１ ラン２ ラン３ データ領域 ラン１ ラン３ ラン２ 23. 海外のデジタルフォレンジック研究の歴史 1995～7年あたりにかけて“Computer Forensics” “Network Forensics”という言葉が使われ始める “Computer Forensics: An Approach to Evidence in Cyberspace,” Mark Pollitt, 1995 “Network forensics and traffic monitoring,” Ranum, M J, 1997 今でもWikipediaはComputer Forensics こちらはシステム屋に好まれる用語 2000年前後にはDigital Forensicsという概念が生まれる Information Forensicsとも言う メディア処理研究者が多く参入 24. 研究コミュニティの形成 2001年 Digital Forensics Research Workshop (DFRWS)開始 http://www.dfrws.org/ おそらく最古で今も一番活発 「実学的」 “Forensic Challenge”などのコンテストも主催 HDDイメージの規格CDESFの提案WGなども 論文誌Digital Investigationとタイアップ 2004年 IFIP（情報処理連合）のTC11（技術委員会）にWG11.9としてDigital Forensicsが発足 毎年1月頃学会を主催 60～100名規模 DFRWSに比べると学術的 SpringerからAdvances in Digital Forensicsを毎年発行 25. ほかの研究コミュニティ The Association of Digital Forensics, Security and Law 2006年以来毎年国際会議を開催 50人前後の規模 DFRWS,IFIPに次ぐ地位 ADFSL The Journal of Digital Forensics, Security and Lawを発刊（季刊） e-Forensics (2008年来） ACM SIGMM SIGGRAPHなどが主催：メディア処理がメイン Workshop on Digital Forensics (WSDF)（2008年来） セキュリティ関係の学会であるARESの一部 Workshop on Information Forensics and Security 2009年開始：IEEE Signal Processing Society主催 Computer Forensics in Software Engineering 2009年開始：IEEE COMPSACの一部 他にアジア中心のものとしてSystematic Approaches to Digital Forensic Engineering(SADFE/IEEE 2005年来）Forensics for Future Generation Communication (F2GC 2007年来）など・・・ 26. 主な論文誌 Journal of Digital Investigation Journal of Digital Forensic Practice International Journal of Digital Crime and Forensics ADFSL The Journal of Digital Forensics, Security and Law International Journal of Digital Evidence International Journal of Forensic Computer Science Small Scale Digital Device Forensic Journal The Journal of Applied Digital Forensics and eDiscovery IEEE Transactions on Information Forensics and Security Digital Evidence and Electronic Signature Law Review IFIP AICT “Advances in Digital Forensics” 28. システム寄りの主な研究（１） データ収集・保全技術関連 伝統的外部記憶デバイスからのデータ取りだし 主記憶からのデータ取り出し 高度化・大容量化するRAIDへの対応 フラッシュメモリ・SSD・USBメモリへの対応 携帯電話/PDAなどからのデータ取り出し 仮想マシン(VM)やクラウドの取り扱い データ中の証跡の取り出し・検索関連 ファイルシステム・システムファイルの解析 消去データ復元・破損データ修復・Carving パスワード解析・暗号の解読・データハイディング対抗 証跡の検索・マイニング関連 主記憶上のデータの解析 「思いがけないところ」に何かがないか？（BIOSやHDDファームウェアのフラッシュメモリなど） 後で 後で 29. B. J. Phillipsらによる“USBメモリの耐性” (e-Forensics2008) 128MBのUSBメモリを・・・ カーバッテリーで正逆それぞれ12Vかける 水に24時間つける 灯油で焼く 踏みつける ハンマーで叩く ピストルで撃つ レンジでチン！ ．・・・してデータが読めるか否か？ やってみないと わからんもんです 30. File Carvingとは？ 削除ファイルが読めるのは常識 でも もしメタデータが完全に 壊れた状態だったら どうやって断片化された ファイルを復元するか？？ 基本的アイデア： (1)ファイルヘッダを見つける (2)セクタ同士の連続性を 判定する FAT(File Allocation Table) ルートディレクトリ メタデータ データ用の領域 つながりはFATが表現 ４ ２ ３ １ 38. 文章解析・その他 電子メールや文書の分析 筆者の推定（Authorship Attribution） 文書作成に使ったソフトウェア・ツールの同定 その他の話題 暗号理論の話題 マルウェア関連 匿名化・プライバシ保護 サーバと端末管理・ログ管理 アンチフォレンジック関連 ツール紹介・評価・フレームワーク提案等 非技術的話題（法的話題・教育的話題） 大変ニーズ高い しかし難しい
![デジタルの世界は監視社会？ ,[object Object],例えば昔、人が電話で会話していた頃、会話の記録は全く残らなかったが・・・・ メールがアタリマエの時代になって、全ての会話の記録が残るようになった 特に企業内不正・組織不正では絶大な威力 エンロン事件など これを事件・事故の解決につなげようとという動き](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)