no code implementations • 15 Oct 2024 • Han Liu, Xianfeng Tang, Tianlang Chen, Jiapeng Liu, Indu Indu, Henry Peng Zou, Peng Dai, Roberto Fernandez Galan, Michael D Porter, Dongmei Jia, Ning Zhang, Lian Xiong
The fashion industry is one of the leading domains in the global e-commerce sector, prompting major online retailers to employ recommendation systems for product suggestions and customer convenience.
no code implementations • 3 Nov 2023 • Qianxin Yi, Yiyang Yang, Shaojie Tang, Jiapeng Liu, Yao Wang
In this paper, we aim to build a novel bandits algorithm that is capable of fully harnessing the power of multi-dimensional data and the inherent non-linearity of reward functions to provide high-usable and accountable decision-making services.
no code implementations • 13 Apr 2023 • Leihang Zhang, Jiapeng Liu, Qiang Yan
However, these approaches suffer from the inability to select appropriate parameters and incomplete models that overlook the quantitative relation between words with topics and topics with text.
1 code implementation • COLING 2020 • Jiapeng Liu, Xiao Zhang, Dan Goldwasser, Xiao Wang
Cross-lingual document search is an information retrieval task in which the queries' language differs from the documents' language.
no code implementations • 14 Nov 2019 • Mengzhuo Guo, Zhongzhi Xu, Qingpeng Zhang, Xiuwu Liao, Jiapeng Liu
Ordinal regression predicts the objects' labels that exhibit a natural ordering, which is important to many managerial problems such as credit scoring and clinical diagnosis.
no code implementations • 12 Oct 2019 • Jiapeng Liu, Milosz Kadzinski, Xiuwu Liao, Xiaoxin Mao, Yao Wang
We propose an optimization model for constructing a preference model from such valued examples by maximizing the credible consistency among reference alternatives.
no code implementations • 21 May 2019 • Jiapeng Liu, Milosz Kadzinski, Xiuwu Liao, Xiaoxin Mao
We also propose a few novel methods for classifying non-reference alternatives in order to enhance the applicability of our approach to different datasets.