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Working With What You’ve Got: Leveraging Mislabeled Datasets And Improving Imperfect Pretrained Models

Keyword:

Data Science, Machine Learning, Pretrained Models, Generative Modeling, Deep Learning, and Bias

Creator:

Gerych, Walter

Advisor:

Rundensteiner, Elke A. and Agu, Emmanuel O.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-10-06

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data 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
Knowledge Amalgamation from Heterogeneous Pre-Trained Models

Keyword:

Pre-Trained Models, Deep Learning, and Knowledge Amalgamation

Creator:

Thadajarassiri, Jidapa

Advisor:

Kong, Xiangnan and Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-18

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Prediction and Observation Timing in Time Series Classification

Keyword:

Time Series and Deep Learning

Creator:

Hartvigsen, Thomas

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2021-12-14

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
NITELITE: Studying Student Language and Teacher Feedback Through Explanation and Asynchronous Collaboration

Keyword:

Open Responses, Machine Learning, Word Embeddings, Deep Learning, Mathematics, and Natural Language Processing

Creator:

Erickson, John A.

Advisor:

Heffernan, Neil

Publisher:

Worcester Polytechnic Institute

Date Created:

2021-05-04

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Adverse Drug Event Information Extraction from Medical Narratives using Ensemble Learning & Deep Learning

Keyword:

Deep Learning, Natural Language Processsing, Machine Learning, Information Extraction, Text Mining, and Adverse Drug Event

Creator:

Wunnava, Susmitha

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2020-12-07

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
Parameter Continuation with Secant Approximation for Deep Neural Networks

Keyword:

non-convex, homotopy, Deep Learning, parameter continuation , Optimization, and secant

Creator:

Pathak, Harsh N.

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2018-12-05

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Incorporating Rich Features into Deep Knowledge Tracing

Keyword:

Deep Learning, RNN, Knowledge tracing, and DKT

Creator:

Zhang, Liang

Advisor:

Heffernan, Neil

Publisher:

Worcester Polytechnic Institute

Date Created:

2017-04-14

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science

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PhD Dissertations7
Masters Theses4

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Creator

Erickson, John A.1
Gerych, Walter1
Hartvigsen, Thomas1
Moore, Alexander1
Moore, Alexander M.1
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Advisor

Agu, Emmanuel O.1
Eltabakh, Mohamed Y.1
Heffernan, Neil2
Kong, Xiangnan2
Mangoubi, Oren Rami1
more Advisors »

Contributor

Agu, Emmanuel O.1
Eltabakh, Mohamed Y.1
Hall, Marni1
Heffernan, Neil2
Kalai, Adam2
more Contributors »

Unit (Department)

Data Science[remove]11

Publisher

Worcester Polytechnic Institute11

Resource type

Dissertation7
Thesis4

License

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

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