Online Joint Bid/Daily Budget Optimization of Internet Advertising Campaigns

[1]  W. R. Thompson ON THE LIKELIHOOD THAT ONE UNKNOWN PROBABILITY EXCEEDS ANOTHER IN VIEW OF THE EVIDENCE OF TWO SAMPLES , 1933 .

[2]  Prabhakant Sinha,et al.  The Multiple-Choice Knapsack Problem , 1979, Oper. Res..

[3]  H. Kellerer,et al.  The Multiple-Choice Knapsack Problem , 2004 .

[4]  Gábor Lugosi,et al.  Prediction, learning, and games , 2006 .

[5]  Carl E. Rasmussen,et al.  Gaussian processes for machine learning , 2005, Adaptive computation and machine learning.

[6]  Andreas Krause,et al.  Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting , 2009, IEEE Transactions on Information Theory.

[7]  Evangelos Markakis,et al.  Discrete Strategies in Keyword Auctions and Their Inefficiency for Locally Aware Bidders , 2010, WINE.

[8]  Tie-Yan Liu,et al.  Joint optimization of bid and budget allocation in sponsored search , 2012, KDD.

[9]  Anton Schwaighofer,et al.  Budget Optimization for Sponsored Search: Censored Learning in MDPs , 2012, UAI.

[10]  David B. Dunson,et al.  Bayesian data analysis, third edition , 2013 .

[11]  Ali Jalali,et al.  Real time bid optimization with smooth budget delivery in online advertising , 2013, ADKDD '13.

[12]  Tao Qin,et al.  Multi-Armed Bandit with Budget Constraint and Variable Costs , 2013, AAAI.

[13]  Wei Chen,et al.  Combinatorial Multi-Armed Bandit: General Framework and Applications , 2013, ICML.

[14]  Michalis Vazirgiannis,et al.  Toward an integrated framework for automated development and optimization of online advertising campaigns , 2014, Intell. Data Anal..

[15]  Tao Qin,et al.  Sponsored Search Auctions , 2014, ACM Trans. Intell. Syst. Technol..

[16]  H. Varian,et al.  The VCG Auction in Theory and Practice , 2014 .

[17]  Sahin Cem Geyik,et al.  Multi-Touch Attribution Based Budget Allocation in Online Advertising , 2014, ADKDD'14.

[18]  Weinan Zhang,et al.  Optimal real-time bidding for display advertising , 2014, KDD.

[19]  Nicola Gatti,et al.  Truthful learning mechanisms for multi-slot sponsored search auctions with externalities , 2012, Artif. Intell..

[20]  Jian Xu,et al.  Smart Pacing for Effective Online Ad Campaign Optimization , 2015, KDD.

[21]  Nenghai Yu,et al.  Thompson Sampling for Budgeted Multi-Armed Bandits , 2015, IJCAI.

[22]  Jun Wang,et al.  Feedback Control of Real-Time Display Advertising , 2016, WSDM.

[23]  Vianney Perchet,et al.  Combinatorial semi-bandit with known covariance , 2016, NIPS.

[24]  Pavel Kireyev,et al.  Do display ads influence search? Attribution and dynamics in online advertising , 2016 .

[25]  Marcello Restelli,et al.  Budgeted Multi-Armed Bandit in Continuous Action Space , 2016, ECAI.

[26]  Jun Wang,et al.  Display Advertising with Real-Time Bidding (RTB) and Behavioural Targeting , 2016, Found. Trends Inf. Retr..

[27]  Marcello Restelli,et al.  A Combinatorial-Bandit Algorithm for the Online Joint Bid/Budget Optimization of Pay-per-Click Advertising Campaigns , 2018, AAAI.

[28]  Pengcheng Li,et al.  An Efficient Budget Allocation Algorithm for Multi-Channel Advertising , 2018, 2018 24th International Conference on Pattern Recognition (ICPR).

[29]  Marcello Restelli,et al.  Targeting Optimization for Internet Advertising by Learning from Logged Bandit Feedback , 2018, 2018 International Joint Conference on Neural Networks (IJCNN).

[30]  Jian Yang,et al.  A Combinational Optimization Approach for Advertising Budget Allocation , 2018, WWW.

[31]  Hao Wang,et al.  Budget Constrained Bidding by Model-free Reinforcement Learning in Display Advertising , 2018, CIKM.

[32]  Aleksandrs Slivkins,et al.  Combinatorial Semi-Bandits with Knapsacks , 2017, AISTATS.

[33]  Jian Yang,et al.  Demystifying Advertising Campaign for CPA Goal Optimization , 2018, WWW.

[34]  Weinan Zhang,et al.  Bidding Machine: Learning to Bid for Directly Optimizing Profits in Display Advertising , 2018, IEEE Transactions on Knowledge and Data Engineering.

[35]  Hao Wang,et al.  Bid Optimization by Multivariable Control in Display Advertising , 2019, KDD.