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20092023
most citedDeep Learning for Anomaly Detection: A Review

2.7k citations · 4.6k across the 53 of their papers we have counts for

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Showing 2021Show all

10 papers · 1 filter

cs.LG2021

Table2Vec: Automated Universal Representation Learning to Encode All-round Data DNA for Benchmarkable and Explainable Enterprise Data Science

Longbing Cao, Chengzhang Zhu

Enterprise data typically involves multiple heterogeneous data sources and external data that respectively record business activities, transactions, customer demographics, status,…

cs.LG2021★ 15 cited

Personalized next-best action recommendation with multi-party interaction learning for automated decision-making

Longbing Cao, Chengzhang Zhu

Automated next-best action recommendation for each customer in a sequential, dynamic and interactive context has been widely needed in natural, social and business decision-making.…

cs.LG2021★ 1 cited

DeepExpress: Heterogeneous and Coupled Sequence Modeling for Express Delivery Prediction

Siyuan Ren, Bin Guo, Longbing Cao +3

The prediction of express delivery sequence, i.e., modeling and estimating the volumes of daily incoming and outgoing parcels for delivery, is critical for online business, logisti…

stat.ML2021

Modeling time evolving COVID-19 uncertainties with density dependent asymptomatic infections and social reinforcement

Qing Liu, Longbing Cao

The COVID-19 pandemic has posed significant challenges in modeling its complex epidemic transmissions, infection and contagion, which are very different from known epidemics. The c…

cs.LG2021

Revealing the Distributional Vulnerability of Discriminators by Implicit Generators

Zhilin Zhao, Longbing Cao, Kun-Yu Lin

In deep neural learning, a discriminator trained on in-distribution (ID) samples may make high-confidence predictions on out-of-distribution (OOD) samples. This triggers a signific…

q-fin.CP2021

AI in Finance: Challenges, Techniques and Opportunities

Longbing Cao

AI in finance broadly refers to the applications of AI techniques in financial businesses. This area has been lasting for decades with both classic and modern AI techniques applied…