Adbench: Anomaly detection benchmark

S Han, X Hu, H Huang, M Jiang… - Advances in Neural …, 2022 - proceedings.neurips.cc
Given a long list of anomaly detection algorithms developed in the last few decades, how do
they perform with regard to (i) varying levels of supervision,(ii) different types of anomalies …

ECOD: Unsupervised Outlier Detection Using Empirical Cumulative Distribution Functions

Z Li, Y Zhao, X Hu, N Botta, C Ionescu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Outlier detection refers to the identification of data points that deviate from a general data
distribution. Existing unsupervised approaches often suffer from high computational cost …

1+ 1> 2? information, humans, and machines

T Lu, Y Zhang - Information Systems Research, 2024 - pubsonline.informs.org
With the explosive growth of data and the rapid rise of artificial intelligence and automated
working processes, humans inevitably fall into increasingly close collaboration with …

A Machine Learning Approach to Mitigating Irrationality in Copy Trading

Z Shen, E Zheng, W Jiang - Available at SSRN 4298755, 2022 - papers.ssrn.com
We develop a novel machine learning method to address investor irrationality in copy
trading. Copy trading enables layman investors (followers) to assess and copy expert …

Recent advances in formal explainability

X Huang - 2023 - theses.hal.science
In the past decade, monumental breakthroughs in Artificial Intelligence (AI), particularly in
Machine Learning (ML), have shaped various fields. The widespread integration of complex …

Augmented Algorithms, Adaptive Humans? Evidence from a Natural Experiment

T Lu, X Lu, Y Huang, H Wang - Evidence from a Natural …, 2024 - papers.ssrn.com
Artificial intelligence (AI) algorithm capabilities are increasingly augmented by integrating
expertise from domain specialists and top performers to better align with human objectives …

Unsupervised Machine Learning Methods for Detecting Process Control Anomalies in Industrial Control Systems

EA Boateng - 2023 - search.proquest.com
The prevalence of Internet-of-Things (IoT) technologies and the ubiquity of networked
sensors and actuators in many Programmable Logic Controller (PLC) based Industrial …

Three essays on AI strategies and innovation

M Lee - 2024 - open.library.ubc.ca
Artificial Intelligence (AI) technologies are transforming many industries and our society.
While both academia and industry consider AI closely intertwined with innovation, we have …

[引用][C] Outlier Detection: Automation, Systems, and Applications

Y Zhao - 2023 - Carnegie Mellon University …