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Filtering by: Advisor Paffenroth, Randy Clinton Remove constraint Advisor: Paffenroth, Randy Clinton Collections PhD Dissertations Remove constraint Collections: PhD Dissertations

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Using Autoencoder Feature Residuals to Improve Network Intrusion Detection

Creator:

Lewandowski, Brian

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-08-02

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Computer Science
Bespoke Neural Network Architectures for Rapid Multivariate Time Series Classification and Representation

Keyword:

Deep Learning, Representation Learning, Transfer Learning, and Chemical Sensing

Creator:

Moore, Alexander

Advisor:

Mangoubi, Oren Rami, Eltabakh, Mohamed Y., and Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-08-08

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Mathematical Principles for Deconstructing Deep Learning: Theory and Application to Electromagnetic Signals

Keyword:

Signal Processing, Activation Function, Electromagnetics, Neural Networks, Deep Learning, and Polynomial Activation

Creator:

Witz, Evan

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-08-05

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences
Ensemble CNNs in Transform Domains for Small Data Image Super-resolution

Keyword:

sparse domain, image super-resolution, ensemble, and neural network

Creator:

Liu, Yingnan

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-08-08

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Robust Generative Models for Deep Learning and Applications

Creator:

Karkare, Rasika

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-08-16

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Dimension Estimation and Application in Finance

Creator:

Bahadur, Nitish

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2021-12-03

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Optimal Ensembles for Deep Learning: Theory and Practice

Keyword:

Deep Learning, Theory, Diversity, Application, Ensemble Learning, and Training Algorithm

Creator:

Li, Wenjing

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2021-05-05

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences
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 State Estimation and Deep Learning for Time Series Analysis

Keyword:

Domain Randomization, Deep Learning, Chemical Sensors, Interacting Multiple Model Kalman Filter, Autoencoder, and Kalman Filter

Creator:

Weiss, Matthew L.

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2020-08-12

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

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PhD Dissertations[remove]11

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Creator

Bahadur, Nitish1
Karkare, Rasika1
Lewandowski, Brian1
Li, Wenjing1
Liu, Haitao1
more Creators »

Advisor

Eltabakh, Mohamed Y.1
Fehribach, Joseph D.1
Mangoubi, Oren Rami1
Paffenroth, Randy Clinton[remove]11
Servatius, Brigitte1
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Contributor

Bidigare, Patrick1
Brown, Donald R.1
Chaiken, Seth1
Eltabakh, Mohamed Y.2
Fehribach, Joseph D.1
more Contributors »

Unit (Department)

Computer Science1
Data Science7
Mathematical Sciences3

Publisher

Worcester Polytechnic Institute11

Resource type

Dissertation11

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