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Causal discovery from temporal data: An overview and new perspectives
Temporal data, representing chronological observations of complex systems, has always
been a typical data structure that can be widely generated by many domains, such as …
been a typical data structure that can be widely generated by many domains, such as …
Causal discovery from temporal data
Temporal data representing chronological observations of complex systems can be
ubiquitously collected in smart industry, medicine, finance and etc. In the last decade, many …
ubiquitously collected in smart industry, medicine, finance and etc. In the last decade, many …
A causal view for item-level effect of recommendation on user preference
Recommender systems not only serve users but also affect user preferences through
personalized recommendations. Recent researches investigate the effects of the entire …
personalized recommendations. Recent researches investigate the effects of the entire …
CausalMMM: Learning Causal Structure for Marketing Mix Modeling
In online advertising, marketing mix modeling (MMM) is employed to predict the gross
merchandise volume (GMV) of brand shops and help decision-makers to adjust the budget …
merchandise volume (GMV) of brand shops and help decision-makers to adjust the budget …
DCRMTA: Unbiased Causal Representation for Multi-touch Attribution
J Tang - arxiv preprint arxiv:2401.08875, 2024 - arxiv.org
Multi-touch attribution (MTA) currently plays a pivotal role in achieving a fair estimation of the
contributions of each advertising touchpoint to-wards conversion behavior, deeply …
contributions of each advertising touchpoint to-wards conversion behavior, deeply …
Context-aware marketing attribution based on survival analysis
K Züllig, S Napirata, S Zimmermann - 2023 - aisel.aisnet.org
Companies increasingly invest in digital marketing channels to promote their products and
services. While the expenditures for each marketing channel are known, the contribution of …
services. While the expenditures for each marketing channel are known, the contribution of …
[PDF][PDF] Master Thesis Econometrics and Management Science Business Analytics and Quantitative Marketing
A Singh, E O'Neill - 2024 - thesis.eur.nl
With the surge in online advertising, the abundance of advertisements has made the
consumer journey more complex. Determining the impact of different channels on …
consumer journey more complex. Determining the impact of different channels on …
[HTML][HTML] Neural ode for multi-channel attribution
Y Zhang, O Ben-Harush, S Zhu, D Liang, K Ken… - 2024 - amazon.science
ABSTRACT Multi-Touch Attribution plays a crucial role in both marketing and advertising,
offering insight into the complex series of interactions within customer journeys during …
offering insight into the complex series of interactions within customer journeys during …
[PDF][PDF] Multi-Touch Attribution en Marketing: Analyse bibliométrique et revue des perspectives Multi-Touch Attribution in Marketing: A Bibliometric Analysis and review …
ZEA El Mekkaoui, N de Commerce, I Tofail - 2024 - revues.imist.ma
This article delves into the modeling of multi-touch attribution (MTA) in marketing. With the
rise of digital marketing, understanding the customer purchase journey and effectively …
rise of digital marketing, understanding the customer purchase journey and effectively …
Machine learning models in urban transport applications: understanding and actuation
M Li - 2023 - dr.ntu.edu.sg
The prosperity of big data has boosted the development of AI techniques in smart city. In this
thesis, we study the adaptation of newly-emerging machine learning techniques to urban …
thesis, we study the adaptation of newly-emerging machine learning techniques to urban …