Stratified Sampling Meets Machine Learning. - Edo Liberty; Kevin J. Lang; Konstantin Shmakov (ICML, 2016)

A Combinational Optimization Approach for Advertising Budget Allocation. - Deguang Kong; Xiannian Fan; Konstantin Shmakov; Jian Yang 002 (WWW (Companion Volume), 2018)

Demystifying Advertising Campaign for CPA Goal Optimization. - Deguang Kong; Konstantin Shmakov; Jian Yang 002 (WWW (Companion Volume), 2018)

An Inflection Point Approach for Advertising Bid Optimization. - Deguang Kong; Konstantin Shmakov; Jian Yang 002 (WWW (Companion Volume), 2018)

Demystifying Advertising Campaign Bid Recommendation: A Constraint target CPA Goal Optimization. - Deguang Kong; Konstantin Shmakov; Jian Yang 002 (CoRR, 2022)

Do not Waste Money on Advertising Spend: Bid Recommendation via Concavity Changes. - Deguang Kong; Konstantin Shmakov; Jian Yang 002 (CoRR, 2022)

Robust Consensus Clustering and its Applications for Advertising Forecasting. - Deguang Kong; Miao Lu; Konstantin Shmakov; Jian Yang 002 (CoRR, 2023)

Bid Optimization for Offsite Display Ad Campaigns on eCommerce. - Hangjian Li; Dong Xu; Konstantin Shmakov; Kuang-Chih Lee; Wei Shen (CoRR, 2023)

A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment. - Zhengchao Yang; Mithun Ghosh; Anish Saha; Dong Xu; Konstantin Shmakov; Kuang-Chih Lee (IEEE Big Data, 2024)

Robust Inverse Retrieval in Online Advertising with Contrastive Learning. - Phaniram Sayapaneni; Konstantin Shmakov; Sunil Goda (SIGIR, 2025)