プライバシー保護深層学習技術で不正送金の検知精度向上に向けた実証実験を開始 ~参加の金融機関を募集~
国立研究開発法人情報通信研究機構(NICT)
国立大学法人神戸大学
株式会社エルテス
プライバシー保護深層学習技術で 不正送金の検知精度向上に向けた実証実験を開始
~実証実験に参加の金融機関を募集~
【ポイント】
■ 各組織での学習結果を暗号化して中央サーバに集め、学習結果を更新できる技術を開発
■ 各組織のデータを外部に開示することなく、複数組織が連携し多くのデータを基に学習が可能に
■ 金融業界で課題となっている不正送金(振り込め詐欺等)の自動検知の精度向上に期待
国立研究開発法人情報通信研究機構(NICT、理事長: 徳田 英幸)セキュリティ基盤研究室は、複数の組織内で学習した結果を暗号化して中央サーバに集め、中央サーバで暗号化したまま学習結果を更新できるプライバシー保護深層学習技術「DeepProtect」を開発しました。本技術により、各組織が所有するデータを外部に開示することなく、複数組織が連携することで多くのデータを基にした学習が可能となります。
NICTは、国立大学法人神戸大学、株式会社エルテスと共に、JST CREST「人工知能」研究領域にて、データの利活用とプライバシー保護を両立できるプライバシー保護データ解析技術の研究開発及び実用性検証に取り組み、千葉銀行様等のご協力の下、金融業界で課題となっている不正送金(振り込め詐欺等)の検知実験を行ってきました。このたび、不正送金の自動検知精度の更なる向上に向け、より多くの金融機関と連携した実証実験を開始したく、本実証実験に参加していただける金融機関を募集します。
【背景】
複数の組織が持つ実社会の膨大なデータを統合し、組織をまたいだ横断的なデータの収集・処理・学習・制御により、様々な社会問題が解決できることが期待されています。しかし、その際に課題となるのが、プライバシーの保護やデータ機密性の確保であり、複数組織間でのデータ流通を阻む壁となっています。
この課題を解決するため、NICT、神戸大学、エルテスは、2016年度にJST CRESTに採択された研究課題「複数組織データ利活用を促進するプライバシー保護データマイニング」の下、パーソナルデータを保護しつつ機械学習アルゴリズムを活用して異常・不正検知を行うプライバシー保護データ解析技術の研究開発に取り組んできました。
【これまでの成果】
本研究開発では、①NICTの持つ暗号・プライバシー保護技術と ②神戸大学の持つ機械学習に関する知見を活かし、プライバシー保護データ解析技術の開発を行い、③エルテスの持つリスク検知に特化したビッグデータ解析ビジネスの経験を活かし、社会実装に向けた取組を行っています。
【画像: https://kyodonewsprwire.jp/img/201901312757-O1-5p051B26 】
各組織のデータを開示することなく協調し学習するプライバシー保護深層学習システムDeepProtect
本研究開発の中で、NICTは各組織内で学習した結果を暗号化して中央サーバに集め、中央サーバで暗号化したままこれらの学習結果を更新できるプライバシー保護深層学習技術「DeepProtect」を開発しました。本技術により、各組織が持つデータを外部に開示することなく、複数組織が連携することで多くのデータを基にした学習が可能となります。NICT、神戸大学、エルテスは、このようなプライバシー保護データ解析技術の実用性検証を行うため、千葉銀行様等のご協力の下、金融業界で課題となっている不正送金(振り込め詐欺等)の検知実験を行っています。振り込め詐欺を含む特殊詐欺による2017年の全国での被害金額は約390億円、認知件数は18,212件(警察庁)となっており、各金融機関は不正取引検知の高度化への対応が求められています。
これまでの各銀行における個別の検知実験にて、取引明細情報及び口座情報を用いて、特殊詐欺等の可能性が疑われる取引の検知を様々な機械学習手法を用いて試み、実際の不正送金のうち、約70%を不正送金であると正しく判定できる例が出ています。しかし、個々の銀行で日々発生する不正送金の件数は、学習データとしては十分多いとはいえず、より多くの銀行からのデータを統合することで、不正送金検知の精度が向上することが期待できます。
【実証実験への参加企業の募集について】
このたび、NICT、神戸大学、エルテスは、不正送金の自動検知の精度向上に向け、より多くの金融機関と連携した実証実験を開始したく、参加いただける金融機関を募集します。本実証実験では、2021年度末までに、プライバシー保護データ解析技術を活用し、各金融機関でお持ちの顧客データを外部に開示することなく、複数機関で連携した学習が可能なシステムを構築することを目標としています。多くのデータを基にした学習を行うことで、より高い精度で不正送金等の検知が可能となることが期待できます。本実証実験における金融データ解析やプライバシー保護データ解析技術の利用に対して費用はいただきません。本実証実験に参加を希望される金融機関は、下記の申込窓口までご連絡ください。
本実証実験申込窓口: crest-ppdm-info@ml.nict.go.jp
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File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/d064ec4523cd2f49c67136b7b84705846d19c90b_0.file.side.tpl.php
Line: 43
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 395
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 186
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 156
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/fbdaa42e51518f8881faeabdc1199f6dd175d1ce_0.file.base_index_layout.tpl.php
Line: 88
Function: instanceBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3cb92fa0_94546305
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 116
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 71
Function: endChild
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b473b42b6_33110538
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 238
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 116
Function: _execute
File: /www/wwwroot/homev2.kingsoft.jp/application/libraries/SmartyLibrary.php
Line: 45
Function: fetch
File: /www/wwwroot/homev2.kingsoft.jp/application/controllers/ArticleController.php
Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
A PHP Error was encountered
Severity: Notice
Message: Undefined offset: 1
Filename: smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line Number: 41
Backtrace:
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line: 41
Function: _error_handler
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d14aa11_83151422
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/d064ec4523cd2f49c67136b7b84705846d19c90b_0.file.side.tpl.php
Line: 43
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 395
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 186
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 156
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/fbdaa42e51518f8881faeabdc1199f6dd175d1ce_0.file.base_index_layout.tpl.php
Line: 88
Function: instanceBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3cb92fa0_94546305
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 116
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 71
Function: endChild
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b473b42b6_33110538
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 238
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 116
Function: _execute
File: /www/wwwroot/homev2.kingsoft.jp/application/libraries/SmartyLibrary.php
Line: 45
Function: fetch
File: /www/wwwroot/homev2.kingsoft.jp/application/controllers/ArticleController.php
Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
A PHP Error was encountered
Severity: Notice
Message: Trying to access array offset on value of type null
Filename: smarty/49292b3df7e5bd60f7381ff16c5ca4532cf9476f_0.file.card.tpl.php
Line Number: 24
Backtrace:
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/49292b3df7e5bd60f7381ff16c5ca4532cf9476f_0.file.card.tpl.php
Line: 24
Function: _error_handler
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d136f97_11902452
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 384
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line: 41
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d14aa11_83151422
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/d064ec4523cd2f49c67136b7b84705846d19c90b_0.file.side.tpl.php
Line: 43
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 395
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 186
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 156
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/fbdaa42e51518f8881faeabdc1199f6dd175d1ce_0.file.base_index_layout.tpl.php
Line: 88
Function: instanceBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3cb92fa0_94546305
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 116
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 71
Function: endChild
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b473b42b6_33110538
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 238
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 116
Function: _execute
File: /www/wwwroot/homev2.kingsoft.jp/application/libraries/SmartyLibrary.php
Line: 45
Function: fetch
File: /www/wwwroot/homev2.kingsoft.jp/application/controllers/ArticleController.php
Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
A PHP Error was encountered
Severity: Notice
Message: Trying to access array offset on value of type null
Filename: smarty/49292b3df7e5bd60f7381ff16c5ca4532cf9476f_0.file.card.tpl.php
Line Number: 29
Backtrace:
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/49292b3df7e5bd60f7381ff16c5ca4532cf9476f_0.file.card.tpl.php
Line: 29
Function: _error_handler
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d136f97_11902452
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 384
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line: 41
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d14aa11_83151422
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/d064ec4523cd2f49c67136b7b84705846d19c90b_0.file.side.tpl.php
Line: 43
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 395
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 186
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 156
Function: process
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/fbdaa42e51518f8881faeabdc1199f6dd175d1ce_0.file.base_index_layout.tpl.php
Line: 88
Function: instanceBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3cb92fa0_94546305
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 116
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 71
Function: endChild
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b473b42b6_33110538
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 238
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_templatebase.php
Line: 116
Function: _execute
File: /www/wwwroot/homev2.kingsoft.jp/application/libraries/SmartyLibrary.php
Line: 45
Function: fetch
File: /www/wwwroot/homev2.kingsoft.jp/application/controllers/ArticleController.php
Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
A PHP Error was encountered
Severity: Notice
Message: Undefined offset: 2
Filename: smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line Number: 41
Backtrace:
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/08d1cc69876d91563afb9c1f4d21cc8b7b96caa4_0.file.tips.tpl.php
Line: 41
Function: _error_handler
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b3d14aa11_83151422
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/d064ec4523cd2f49c67136b7b84705846d19c90b_0.file.side.tpl.php
Line: 43
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_resource_base.php
Line: 123
Function: content_66f26b47775ef5_14228348
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
Line: 114
Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 217
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
Line: 386
Function: render
File: /www/wwwroot/homev2.kingsoft.jp/application/cache/smarty/597cefa22c7600eaa32b117569a9685c70819274_0.file.show.tpl.php
Line: 395
Function: _subTemplateRender
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 248
Function: callBlock
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_runtime_inheritance.php
Line: 184
Function: callBlock
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Function: getRenderedTemplateCode
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Function: render
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Function: render
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Function: callBlock
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Function: callBlock
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Function: getRenderedTemplateCode
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Function: getRenderedTemplateCode
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Function: render
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Function: _execute
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Backtrace:
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Function: _error_handler
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Function: content_66f26b3d136f97_11902452
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_template_compiled.php
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Function: getRenderedTemplateCode
File: /www/wwwroot/homev2.kingsoft.jp/application/third_party/smarty/libs/sysplugins/smarty_internal_template.php
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Function: render
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Function: _subTemplateRender
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Function: getRenderedTemplateCode
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Function: render
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Function: render
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Function: content_66f26b47775ef5_14228348
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Function: getRenderedTemplateCode
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Function: render
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Function: process
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Function: content_66f26b3cb92fa0_94546305
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Function: getRenderedTemplateCode
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Function: render
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Function: getRenderedTemplateCode
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Function: render
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Function: _execute
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Function: fetch
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Line: 32
Function: view
File: /www/wwwroot/homev2.kingsoft.jp/public/index.php
Line: 292
Function: require_once
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