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feature missing

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IEG Growth Platform Technology Team
IEG Growth Platform Technology Team
Nov 28, 2022 · Artificial Intelligence

Bidden-MarfNet: Feature Missing-aware Routing-and-Fusion Network for Customer Lifetime Value Prediction

This paper presents Bidden-MarfNet, a novel architecture that explicitly encodes feature‑missing information and dynamically re‑weights samples to address feature missingness and label sparsity in user‑level LTV prediction for advertising, demonstrating superior performance over existing methods through extensive experiments.

Dynamic WeightingLTV predictionMixture of Experts
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Bidden-MarfNet: Feature Missing-aware Routing-and-Fusion Network for Customer Lifetime Value Prediction
IEG Growth Platform Technology Team
IEG Growth Platform Technology Team
Nov 22, 2022 · Artificial Intelligence

Advances in Customer Lifetime Value Prediction for Online Advertising: Missing-aware Routing Fusion Network and Cross-domain Adaptive Learning

Two Tencent IEG Growth Platform papers accepted at WSDM 2023 and AAAI 2023 introduce a feature‑missing‑aware routing‑fusion network (MarfNet) and a cross‑domain adaptive framework (CDAF) that significantly improve online advertising LTV prediction despite sparse features and labels.

Cross‑domain AdaptationLTV predictionai
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Advances in Customer Lifetime Value Prediction for Online Advertising: Missing-aware Routing Fusion Network and Cross-domain Adaptive Learning