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Filtering by: Advisor Paffenroth, Randy Clinton Remove constraint Advisor: Paffenroth, Randy Clinton Unit (Department) Data Science Remove constraint Unit (Department): Data Science Publisher Worcester Polytechnic Institute Remove constraint Publisher: Worcester Polytechnic Institute

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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
Exploring Neural Network Structure through Iterative Neural Networks: Connections to Dynamical Systems

Keyword:

Iterative, Neural Network, Recurrent Neural Network, Machine Learning, Sparse, and Sparsity

Creator:

Hershey, Quincy

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-20

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
A Detailed Accounting of Error in Neural Networks: Applications to Electromagnetics

Keyword:

error analysis, electromagnetic signal processing, machine learning, kalman filter, source localization, and maximum likelihood estimator (MLE)

Creator:

Barger, Maria

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-08-08

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
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
Multi-modal Deep Learning

Keyword:

multi-modal and deep learning

Creator:

Liu, Si

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-04-26

Resource Type:

Thesis

Degree:

MS

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
Cycles Improve Conditional Generators

Keyword:

GAN, Conditional, Deep Learning, Generation, Cycle, and Machine Leaning

Creator:

Moore, Alexander M.

Advisor:

Paffenroth, Randy Clinton and Kong, Xiangnan

Publisher:

Worcester Polytechnic Institute

Date Created:

2021-04-30

Resource Type:

Thesis

Degree:

MS

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 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

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Creator

Amadeo, Lily1
Bahadur, Nitish1
Barger, Maria1
Beach, David J.1
Biradar, Rakesh1
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Advisor

Eltabakh, Mohamed Y.1
Kong, Xiangnan1
Mangoubi, Oren Rami1
Paffenroth, Randy Clinton[remove]20
Zou, Jian1

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Eltabakh, Mohamed Y.2
Kong, Xiangnan4
Li, Yanhua4
Liu, Xiaozhong1
Mangoubi, Oren Rami1
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Unit (Department)

Data Science[remove]20

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Worcester Polytechnic Institute[remove]20

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Thesis13
Dissertation7

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https://creativecommons.org/licenses/by-nc/4.0/1

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