26 citations · 30 across the 7 of their papers we have counts for
8 papers
Maturity Framework for Enhancing Machine Learning Quality
Angelantonio Castelli, Georgios Christos Chouliaras, Dmitri Goldenberg
With the rapid integration of Machine Learning (ML) in business applications and processes, it is crucial to ensure the quality, reliability and reproducibility of such systems. We…
Uplift Modeling: from Causal Inference to Personalization
Felipe Moraes, Hugo Manuel Proença, Anastasiia Kornilova +2
Uplift modeling is a collection of machine learning techniques for estimating causal effects of a treatment at the individual or subgroup levels. Over the last years, causality and…
Extending Open Bandit Pipeline to Simulate Industry Challenges
Bram van den Akker, Niklas Weber, Felipe Moraes +1
Bandit algorithms are often used in the e-commerce industry to train Machine Learning (ML) systems when pre-labeled data is unavailable. However, the industry setting poses various…
E-Commerce Promotions Personalization via Online Multiple-Choice Knapsack with Uplift Modeling
Javier Albert, Dmitri Goldenberg
Promotions and discounts are essential components of modern e-commerce platforms, where they are often used to incentivize customers towards purchase completion. Promotions also af…
With One Voice: Composing a Travel Voice Assistant from Re-purposed Models
Shachaf Poran, Gil Amsalem, Amit Beka +1
Voice assistants provide users a new way of interacting with digital products, allowing them to retrieve information and complete tasks with an increased sense of control and flexi…
Social Network Analysis: From Graph Theory to Applications with Python
Dmitri Goldenberg
Social network analysis is the process of investigating social structures through the use of networks and graph theory. It combines a variety of techniques for analyzing the struct…
Free Lunch! Retrospective Uplift Modeling for Dynamic Promotions Recommendation within ROI Constraints
Dmitri Goldenberg, Javier Albert, Lucas Bernardi +1
Promotions and discounts have become key components of modern e-commerce platforms. For online travel platforms (OTPs), popular promotions include room upgrades, free meals and tra…
Latent Viral Marketing, Concepts and Control Methods
Alon Sela, Dmitri Goldenberg, Irad Ben-Gal +1
Numerus works that study the spread of information in social networks include a spreading mechanism in which a set of nodes is initially infected (i.e. seeded), followed by a viral…