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20162026
most citedDirectional Outlyingness for Multivariate Functional Data

78 citations · 91 across the 14 of their papers we have counts for

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Showing 2022Show all

6 papers · 1 filter

stat.ME2022

Global Depths for Irregularly Observed Multivariate Functional Data

Zhuo Qu, Wenlin Dai, Marc G. Genton

Two frameworks for multivariate functional depth based on multivariate depths are introduced in this paper. The first framework is multivariate functional integrated depth, and the…

cs.CL2022★ 1 cited

Lexicon-injected Semantic Parsing for Task-Oriented Dialog

Xiaojun Meng, Wenlin Dai, Yasheng Wang +4

Recently, semantic parsing using hierarchical representations for dialog systems has captured substantial attention. Task-Oriented Parse (TOP), a tree representation with intents a…

stat.CO2022★ 1 cited

Fast Community Detection in Dynamic and Heterogeneous Networks

Maoyu Zhang, Jingfei Zhang, Wenlin Dai

Dynamic heterogeneous networks describe the temporal evolution of interactions among nodes and edges of different types. While there is a rich literature on finding communities in…

stat.ME2022★ 1 cited

Large-Scale Low-Rank Gaussian Process Prediction with Support Points

Yan Song, Wenlin Dai, Marc G. Genton

Low-rank approximation is a popular strategy to tackle the "big n problem" associated with large-scale Gaussian process regressions. Basis functions for developing low-rank structu…

stat.ME2022

Robust Two-Layer Partition Clustering of Sparse Multivariate Functional Data

Zhuo Qu, Wenlin Dai, Marc G. Genton

A novel elastic time distance for sparse multivariate functional data is proposed and used to develop a robust distance-based two-layer partition clustering method. With this propo…

cs.CL2022

An End-to-end Chinese Text Normalization Model based on Rule-guided Flat-Lattice Transformer

Wenlin Dai, Changhe Song, Xiang Li +4

Text normalization, defined as a procedure transforming non standard words to spoken-form words, is crucial to the intelligibility of synthesized speech in text-to-speech system. R…