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Filtering by: Advisor Agu, Emmanuel O. Remove constraint Advisor: Agu, Emmanuel O. Unit (Department) Data Science Remove constraint Unit (Department): Data Science

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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
Robust Representation Learning for Context Recognition on Weakly-supervised Mobile Sensed Data with Covariate-shifts

Keyword:

Human context recognition, Ubiquitous computing, Domain adaptation, and Adversarial machine learning

Creator:

Alajaji, Abdulaziz

Advisor:

Agu, Emmanuel O. and Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-26

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Synthetic Generation of Data for HCR using Image-to-Image Translation GANs

Keyword:

Data Augmentation, Sensor Data, Human Context Recognition (HCR), Generative Adversarial Networks (GAN), and Time series data

Creator:

Sankaranarayanan, Ronak

Advisor:

Agu, Emmanuel O.

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-05-02

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Deep Learning Anomaly Detection methods to passively detect COVID-19 from Audio

Keyword:

Convolutional Autoencoders, Variational Autoencoders, Smartphone audio sensing, COVID detection , Deep anomaly detection, and Contrastive learning

Creator:

Murthy, Shreesha Narasimha

Advisor:

Agu, Emmanuel O.

Publisher:

Worcester Polytechnic Institute

Date Created:

2021-05-10

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Variational Open Set Recognition

Keyword:

Extreme Value Theory, Varriational Autoencoder, and Open Set Classification

Creator:

Buquicchio, Luke J.

Advisor:

Agu, Emmanuel O. and Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2020-05-08

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Versatile Anomaly Detection with Outlier Preserving Distribution Mapping Autoencoders

Creator:

Gerych, Walter

Advisor:

Rundensteiner, Elke A. and Agu, Emmanuel O.

Publisher:

Worcester Polytechnic Institute

Date Created:

2019-12-16

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science

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Masters Theses4
PhD Dissertations2

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Creator

Alajaji, Abdulaziz1
Buquicchio, Luke J.1
Gerych, Walter2
Murthy, Shreesha Narasimha1
Sankaranarayanan, Ronak1

Advisor

Agu, Emmanuel O.[remove]6
Rundensteiner, Elke A.4

Contributor

Agu, Emmanuel O.6
Eltabakh, Mohamed Y.1
Kalai, Adam1
Kordzadeh, Nima1
Mangoubi, Oren1
more Contributors »

Unit (Department)

Data Science[remove]6

Publisher

Worcester Polytechnic Institute6

Resource type

Thesis4
Dissertation2

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