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Ling, Xiaoliang, Weiwei Deng, Chen Gu, Hucheng Zhou, Cui Li, and Feng Sun. \"Model ensemble for click prediction in bing search ads.\" In\u00a0Proceedings of the 26th International Conference on World Wide Web Companion, pp. 689-698. 2017.","journal-title":"In\u00a0Proceedings of the 26th International Conference on World Wide Web Companion"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"crossref","unstructured":"Aryafar Kamelia Devin Guillory and Liangjie Hong. \"An ensemble-based approach to click-through rate prediction for promoted listings at Etsy.\" In\u00a0Proceedings of the ADKDD'17 pp. 1-6. 2017.  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Guo, Fan, Chao Liu, and Yi Min Wang. \"Efficient multiple-click models in web search.\" In Proceedings of the second acm international conference on web search and data mining, pp. 124-131. 2009.","journal-title":"Proceedings of the second acm international conference on web search and data mining"},{"key":"e_1_3_2_1_13_1","first-page":"46","article-title":"Data-driven text features for sponsored search click prediction","author":"\u00c7etin \u00d6zg\u00fcr","year":"2009","unstructured":"Shaparenko, Benyah, \u00d6zg\u00fcr \u00c7etin , and Rukmini Iyer . \" Data-driven text features for sponsored search click prediction .\" In\u00a0Proceedings of the Third International Workshop on Data Mining and Audience Intelligence for Advertising , pp. 46 - 54 . 2009 . Shaparenko, Benyah, \u00d6zg\u00fcr \u00c7etin, and Rukmini Iyer. \"Data-driven text features for sponsored search click prediction.\" In\u00a0Proceedings of the Third International Workshop on Data Mining and Audience Intelligence for Advertising, pp. 46-54. 2009.","journal-title":"In\u00a0Proceedings of the Third International Workshop on Data Mining and Audience Intelligence for Advertising"},{"key":"e_1_3_2_1_14_1","volume-title":"IACC","author":"Mehra","year":"2021","unstructured":"Mehra S., Susan S. ( 2021 ) Improving Word Recognition in Speech Transcriptions by Decision-Level Fusion of Stemming and Two-Way Phoneme Pruning. In: Garg D., Wong K., Sarangapani J., Gupta S.K. (eds) Advanced Computing . IACC 2020. Communications in Computer and Information Science, vol 1367. Springer, Singapore. Mehra S., Susan S. (2021) Improving Word Recognition in Speech Transcriptions by Decision-Level Fusion of Stemming and Two-Way Phoneme Pruning. 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Chen, Jia, Jiaxin Mao, Yiqun Liu, Min Zhang, and Shaoping Ma. \"TianGong-ST: a new dataset with large-scale refined real-world web search sessions.\" In\u00a0Proceedings of the 28th ACM International Conference on Information and Knowledge Management, pp. 2485-2488. 2019.","journal-title":"In\u00a0Proceedings of the 28th ACM International Conference on Information and Knowledge Management"},{"key":"e_1_3_2_1_18_1","volume-title":"Springer","author":"Chuklin Aleksandr","year":"2015","unstructured":"Grotov, Artem, Aleksandr Chuklin , Ilya Markov , Luka Stout , Finde Xumara , and Maarten de Rijke . \"A comparative study of click models for web search.\" In International Conference of the Cross-Language Evaluation Forum for European Languages, pp. 78-90 . Springer , Cham , 2015 . 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