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Bridging the Gap: A Systematic Benchmarking of Uplift Modeling and Heterogeneous Treatment Effects Methods
12 references·0 citing·36 second hop
Bridging the Gap: A Systematic Benchmarking of Uplift Modeling and Heterogeneous Treatment Effects Methods (2022)Bridging the Gap: A Systematic Benchmarki…Targeting Prospective Customers: Robustness of Machine-Learning Methods to Typical Data Challenges (2019)Targeting Prospective Custome…Conversion Uplift in E-Commerce: A Systematic Benchmark of Modeling Strategies (2019)Conversion Uplift in E-Commer…A Literature Survey and Experimental Evaluation of the State-of-the-Art in Uplift Modeling: A Stepping Stone Toward the Development of Prescriptive Analytics (2018)A Literature Survey and Exper…Retention Futility: Targeting High-Risk Customers Might be Ineffective (2017)Retention Futility: Targeting…$$L_p$$ L p -Support vector machines for uplift modeling (2017)$$L_p$$ L p -Support vector m…Improving direct mail targeting through customer response modeling (2015)Improving direct mail targeti…Mining for the truly responsive customers and prospects using true-lift modeling: Comparison of new and existing methods (2014)Mining for the truly responsi…Ensemble methods for uplift modeling (2014)Ensemble methods for uplift m…Real-World Uplift Modelling with Significance-Based Uplift Trees (2012)Real-World Uplift Modelling w…Decision trees for uplift modeling with single and multiple treatments (2011)Decision trees for uplift mod…INFLUENTIAL MARKETING: A NEW DIRECT MARKETING STRATEGY ADDRESSING THE EXISTENCE OF VOLUNTARY BUYERS (2006)INFLUENTIAL MARKETING: A NEW …The true lift model (2002)The true lift modelPrinciples of Marketing (1972)The Commitment-Trust Theory of Relationship Marketing (1994)A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting (1997)Qini-based uplift regression (2021)The Shorter Oxford English Dictionary (1937)Crossing the chasm : marketing and selling technology products to mainstream customers (1991)A survey of credit and behavioural scoring: forecasting financial risk of lending to consumers (2000)Why you should stop predicting customer churn and start using uplift models (2019)Direct Marketing Management (1989)Strategic database marketing (1994)Customer Equity: Building and Managing Relationships As Valuable Assets (2001)The Role of the Scale Parameter in the Estimation and Comparison of Multinomial Logit Models (1993)Who Benefits Most from College? (2010)Information Response Models: An Integrated Approach (1982)New insights into churn prediction in the telecommunication sector: A profit driven data mining approach (2011)The effectiveness of employee retention through an uplift modeling approach (2020)The emerging role of electronic marketplaces on the Internet (1998)The effect of negative online consumer reviews on product attitude: An information processing view (2007)Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research (2015)Targeting customers under response-dependent costs (2021)Uplift modeling with value-driven evaluation metrics (2021)Multiple Treatment Modeling for Target Marketing Campaigns: A Large-Scale Benchmark Study (2022)Is Aggregation Necessarily Bad? (1960)Decision-Making Under Uncertainty: Capturing Dynamic Brand Choice Processes in Turbulent Consumer Goods Markets (1996)Tracking the Best Expert (1998)Product Choice with Large Assortments: A Scalable Deep-Learning Model (2021)Algorithmic fairness in business analytics: Directions for research and practice (2022)Machine learning in business and finance: a literature review and research opportunities (2024)A Dynamic Model of the Duration of the Customer's Relationship with a Continuous Service Provider: The Role of Satisfaction (1998)Understanding the Customer Base of Service Providers: An Examination of the Differences between Switchers and Stayers (2000)Application of data mining techniques in customer relationship management: A literature review and classification (2008)In Pursuit of Enhanced Customer Retention Management: Review, Key Issues, and Future Directions (2017)The effect of social networks structure on innovation performance: A review and directions for research (2018)Digital Analytics: Modeling for Insights and New Methods (2020)Response transformation and profit decomposition for revenue uplift modeling (2019)Uplift modeling and its implications for B2B customer churn prediction: A segmentation-based modeling approach (2021)
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References

  • 2017Retention Futility: Targeting High-Risk Customers Might be Ineffective292 cited
  • 2011Decision trees for uplift modeling with single and multiple treatments177 cited
  • 2002The true lift model147 cited
  • 2019Targeting Prospective Customers: Robustness of Machine-Learning Methods to Typical Data Challenges133 cited
  • 2018A Literature Survey and Experimental Evaluation of the State-of-the-Art in Uplift Modeling: A Stepping Stone Toward the Development of Prescriptive Analytics115 cited
  • 2012Real-World Uplift Modelling with Significance-Based Uplift Trees90 cited
  • 2014Ensemble methods for uplift modeling81 cited
  • 2014Mining for the truly responsive customers and prospects using true-lift modeling: Comparison of new and existing methods72 cited
  • 2019Conversion Uplift in E-Commerce: A Systematic Benchmark of Modeling Strategies32 cited
  • 2015Improving direct mail targeting through customer response modeling19 cited
  • 2017$$L_p$$ L p -Support vector machines for uplift modeling17 cited
  • 2006INFLUENTIAL MARKETING: A NEW DIRECT MARKETING STRATEGY ADDRESSING THE EXISTENCE OF VOLUNTARY BUYERS12 cited

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