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https://doi.org/10.1145/346042...
Article . 2021 . Peer-reviewed
License: CC BY
Data sources: Crossref
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https://dx.doi.org/10.48550/ar...
Article . 2021
License: arXiv Non-Exclusive Distribution
Data sources: Datacite
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Reproducibility Companion Paper

Knowledge Enhanced Neural Fashion Trend Forecasting
Authors: Yunshan Ma; Yujuan Ding; Xun Yang 0001; Lizi Liao; Wai Keung Wong; Tat-Seng Chua; Jinyoung Moon; +1 Authors

Reproducibility Companion Paper

Abstract

This companion paper supports the replication of the fashion trend forecasting experiments with the KERN (Knowledge Enhanced Recurrent Network) method that we presented in the ICMR 2020. We provide an artifact that allows the replication of the experiments using a Python implementation. The artifact is easy to deploy with simple installation, training and evaluation. We reproduce the experiments conducted in the original paper and obtain similar performance as previously reported. The replication results of the experiments support the main claims in the original paper.

Country
Singapore
Keywords

FOS: Computer and information sciences, Computer Science - Machine Learning, Artificial Intelligence and Robotics, Time Series Forecasting, Theory and Algorithms, Fashion Analysis, Computer Science - Information Retrieval, Machine Learning (cs.LG), Multimedia (cs.MM), Fashion Trend Forecasting, Computer Science - Multimedia, Information Retrieval (cs.IR)

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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green
hybrid