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Filtering by: Keyword anomaly detection Resource type Dissertation

Towards an End-to-End Training Data Management System for Machine Learning Models

Keyword:

machine learning, anomaly detection, active learning, big data manangement, human-in-the-loop, and semi-supervised learning

Creator:

Zhang, Huayi

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-01-18

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Patterns Detection on Multivariate High-Frequency Time Series

Keyword:

time series, graphical model, kernel method, biclustering, anomaly detection, and mutual information

Creator:

Liu, Haitao

Advisor:

Paffenroth, Randy Clinton and Zou, Jian

Publisher:

Worcester Polytechnic Institute

Date Created:

2020-08-09

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Robust Methods for Anomaly Detection with Applications to Cyber Data

Keyword:

PCA, cyber defense, autoencoders, robust methods, DDoS, and anomaly detection

Creator:

Zhou, Chong

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2019-04-23

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science