{"id":910077,"date":"2022-12-24T04:42:13","date_gmt":"2022-12-24T12:42:13","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/"},"modified":"2024-03-22T09:26:15","modified_gmt":"2024-03-22T16:26:15","slug":"incident-aware-duplicate-ticket-aggregation-for-cloud-systems","status":"publish","type":"msr-research-item","link":"https:\/\/www.microsoft.com\/en-us\/research\/publication\/incident-aware-duplicate-ticket-aggregation-for-cloud-systems\/","title":{"rendered":"Incident-aware Duplicate Ticket Aggregation for Cloud Systems"},"content":{"rendered":"
In cloud systems, incidents are potential threats to customer satisfaction and business revenue. When customers are affected by incidents, they often request customer support service (CSS) from the cloud provider by submitting a support ticket. Many tickets could be duplicate as they are reported in a distributed and uncoordinated manner. Thus, aggregating such duplicate tickets is essential for efficient ticket management. Previous studies mainly rely on tickets’ textual similarity to detect duplication; however, duplicate tickets in a cloud system could carry semantically different descriptions due to the complex service dependency of the cloud system. To tackle this problem, we propose iPACK, an incident-aware method for aggregating duplicate tickets by fusing the failure information between the customer side (i.e., tickets) and the cloud side (i.e., incidents). We extensively evaluate iPACK on three datasets collected from the production environment of a large-scale cloud platform, Azure. The experimental results show that iPACK can precisely and comprehensively aggregate duplicate tickets, achieving an F1 score of 0.871~0.935 and outperforming state-of-the-art methods by 12.4%~31.2%.<\/p>\n","protected":false},"excerpt":{"rendered":"
In cloud systems, incidents are potential threats to customer satisfaction and business revenue. When customers are affected by incidents, they often request customer support service (CSS) from the cloud provider by submitting a support ticket. Many tickets could be duplicate as they are reported in a distributed and uncoordinated manner. Thus, aggregating such duplicate tickets […]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"msr-content-type":[3],"msr-research-highlight":[],"research-area":[13561,13556,13563,13560,13547],"msr-publication-type":[193716],"msr-product-type":[],"msr-focus-area":[],"msr-platform":[],"msr-download-source":[],"msr-locale":[268875],"msr-post-option":[],"msr-field-of-study":[246694,251365],"msr-conference":[],"msr-journal":[],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-910077","msr-research-item","type-msr-research-item","status-publish","hentry","msr-research-area-algorithms","msr-research-area-artificial-intelligence","msr-research-area-data-platform-analytics","msr-research-area-programming-languages-software-engineering","msr-research-area-systems-and-networking","msr-locale-en_us","msr-field-of-study-artificial-intelligence","msr-field-of-study-software-engineering"],"msr_publishername":"IEEE","msr_edition":"","msr_affiliation":"","msr_published_date":"2023-5-14","msr_host":"","msr_duration":"","msr_version":"","msr_speaker":"","msr_other_contributors":"","msr_booktitle":"","msr_pages_string":"","msr_chapter":"","msr_isbn":"","msr_journal":"","msr_volume":"","msr_number":"","msr_editors":"","msr_series":"","msr_issue":"","msr_organization":"","msr_how_published":"","msr_notes":"","msr_highlight_text":"","msr_release_tracker_id":"","msr_original_fields_of_study":"","msr_download_urls":"","msr_external_url":"","msr_secondary_video_url":"","msr_longbiography":"","msr_microsoftintellectualproperty":1,"msr_main_download":"","msr_publicationurl":"","msr_doi":"","msr_publication_uploader":[{"type":"doi","viewUrl":"false","id":"false","title":"https:\/\/doi.org\/10.1109\/ICSE48619.2023.00193","label_id":"243106","label":0},{"type":"url","viewUrl":"false","id":"false","title":"https:\/\/arxiv.org\/abs\/2302.09520","label_id":"243109","label":0},{"type":"url","viewUrl":"false","id":"false","title":"https:\/\/arxiv.org\/pdf\/2302.09520","label_id":"243132","label":0}],"msr_related_uploader":"","msr_attachments":[{"id":910080,"url":"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2022\/12\/PlaceHolder3-2.docx"}],"msr-author-ordering":[{"type":"text","value":"Jinyang Liu","user_id":0,"rest_url":false},{"type":"user_nicename","value":"Shilin He","user_id":40258,"rest_url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/researchers?person=Shilin He"},{"type":"text","value":"Zhuangbin Chen","user_id":0,"rest_url":false},{"type":"user_nicename","value":"Liqun Li","user_id":43104,"rest_url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/researchers?person=Liqun Li"},{"type":"user_nicename","value":"Yu Kang","user_id":39381,"rest_url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/researchers?person=Yu Kang"},{"type":"user_nicename","value":"Xu Zhang","user_id":41841,"rest_url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/researchers?person=Xu Zhang"},{"type":"text","value":"Pinjia He","user_id":0,"rest_url":false},{"type":"guest","value":"hongyu-zhang","user_id":807241,"rest_url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/researchers?person=hongyu-zhang"},{"type":"user_nicename","value":"Qingwei Lin \u6797\u5e86\u7ef4","user_id":33318,"rest_url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/researchers?person=Qingwei Lin \u6797\u5e86\u7ef4"},{"type":"text","value":"Zhangwei Xu","user_id":0,"rest_url":false},{"type":"user_nicename","value":"Saravan Rajmohan","user_id":41039,"rest_url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/researchers?person=Saravan Rajmohan"},{"type":"user_nicename","value":"Dongmei Zhang","user_id":31665,"rest_url":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/microsoft-research\/v1\/researchers?person=Dongmei Zhang"},{"type":"text","value":"Michael R. Lyu","user_id":0,"rest_url":false}],"msr_impact_theme":[],"msr_research_lab":[199560],"msr_event":[],"msr_group":[144847,714577],"msr_project":[853323,855579],"publication":[],"video":[],"download":[],"msr_publication_type":"inproceedings","related_content":{"projects":[{"ID":853323,"post_title":"Cloud System and Software Analytics","post_name":"cloud-system-and-software-analytics","post_type":"msr-project","post_date":"2022-06-24 00:55:15","post_modified":"2022-10-24 01:21:01","post_status":"publish","permalink":"https:\/\/www.microsoft.com\/en-us\/research\/project\/cloud-system-and-software-analytics\/","post_excerpt":"In Microsoft, we build and operate several world leading complex and large-scale productivity clouds (Azure, Microsoft 365). The quality of cloud platforms, including reliability, performance, efficiency, security, sustainability, etc., has become immensely important. The distributed nature, massive scale, and high complexity of cloud platforms present huge challenges to build and operate such systems effectively and efficiently. Each independent service in cloud computing, such as computing virtualization, cloud storage service, distributed database, etc., is a complex…","_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/853323"}]}},{"ID":855579,"post_title":"AIOps","post_name":"aiops","post_type":"msr-project","post_date":"2022-06-24 04:09:36","post_modified":"2022-10-25 05:28:06","post_status":"publish","permalink":"https:\/\/www.microsoft.com\/en-us\/research\/project\/aiops\/","post_excerpt":"In the past fifteen years, the most significant paradigm shift in the computing industry is the migration to cloud computing, which brings unprecedented opportunities of digital transformation to business, society, and human life. The implication of this is profound. 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