Search Results for author: Jianmin Huang

Found 3 papers, 1 papers with code

Monotonic Neural Ordinary Differential Equation: Time-series Forecasting for Cumulative Data

no code implementations23 Sep 2023 Zhichao Chen, Leilei Ding, Zhixuan Chu, Yucheng Qi, Jianmin Huang, Hao Wang

Time-Series Forecasting based on Cumulative Data (TSFCD) is a crucial problem in decision-making across various industrial scenarios.

Decision Making Time Series +1

Causal Effect Estimation: Recent Advances, Challenges, and Opportunities

no code implementations2 Feb 2023 Zhixuan Chu, Jianmin Huang, Ruopeng Li, Wei Chu, Sheng Li

Causal inference has numerous real-world applications in many domains, such as health care, marketing, political science, and online advertising.

Causal Inference Marketing +1

ESCM$^2$: Entire Space Counterfactual Multi-Task Model for Post-Click Conversion Rate Estimation

1 code implementation3 Apr 2022 Hao Wang, Tai-Wei Chang, Tianqiao Liu, Jianmin Huang, Zhichao Chen, Chao Yu, Ruopeng Li, Wei Chu

In this paper, we theoretically demonstrate that ESMM suffers from the following two problems: (1) Inherent Estimation Bias (IEB), where the estimated CVR of ESMM is inherently higher than the ground truth; (2) Potential Independence Priority (PIP) for CTCVR estimation, where there is a risk that the ESMM overlooks the causality from click to conversion.

counterfactual Recommendation Systems +1

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