Skip to Content

Switch language English
- Switch language
- Deutsch
- English
- Español
- Français
- Italiano
- Português do Brasil
- 中文
Login

ScholarsArchive@OSU

Home
About
Help
Contact

Search ScholarsArchive@OSU

Advanced Search

Search Constraints

Start Over

Filtering by: Creator Van Dersal, Samuel Remove constraint Creator: Van Dersal, Samuel Academic Affiliation Electrical Engineering and Computer Science Remove constraint Academic Affiliation: Electrical Engineering and Computer Science Committee Member Fern, Alan Remove constraint Committee Member: Fern, Alan

1 - 6 of 6

Relevance
Title [A-Z]
Title [Z-A]
Date Created ▼
Date Created ▲
Date Uploaded ▼
Date Uploaded ▲

Number of results to display per page

10 per page
20 per page
50 per page
100 per page

View results as:

List Gallery Masonry

Search Results

Counterfactual States for Atari Agents via Generative Deep Learning

Creator:

Olson, Matthew L.

Abstract:

Although deep reinforcement learning agents have produced impressive results in many domains, their decision making is difficult to explain to humans. To address this problem, past work has mainly focused on explaining why an action was chosen in a given state. A different type of explanation that is useful is...

Resource Type:

Masters Thesis
Characterizing and Addressing Dataset Shift with Deep Learning

Creator:

Olson, Matthew L.

Abstract:

This dissertation delves into understanding, characterizing, and addressing dataset shift in deep learning, a pervasive issue for deployed machine learning systems. Integral aspects of the problem are examined: We start with the use of counterfactual explanations in order to characterize the behavior of deep reinforcement learning agents in visual input...

Resource Type:

Dissertation
Domain-Independent Planning for Markov Decision Processes with Factored State and Action Spaces

Creator:

Raghavan, Aswin

Abstract:

Markov Decision Processes (MDPs) are the de-facto formalism for studying sequential decision making problems with uncertainty, ranging from classical problems such as inventory control and path planning, to more complex problems such as reservoir control under rainfall uncertainty and emergency response optimization for fire and medical emergencies. Most prior research...

Resource Type:

Dissertation
Efficient Algorithms for Robust Spatiotemporal Data Analysis

Creator:

Moore, Travis W.

Abstract:

Many large-scale data analysis applications involve data that can vary over both time and space. Often the primary goal of analyzing spatiotemporal data is identifying trends, movements, and sudden changes with respect to time, location, or both. This can include a variety of applications in economics (housing prices, unemployment, job...

Resource Type:

Dissertation
Action Segmentation with Limited Supervision

Creator:

Li, Jun

Abstract:

In this dissertation, we address action segmentation in videos under limited supervision. The goal of action segmentation is to predict an action class for each frame of a video. The limited supervision means ground truth labels of video frames are not available in training. We focus on three types of...

Resource Type:

Dissertation
Representationally Robust and Scalable Learning over Relational Databases

Creator:

Picado Leiva, Jose Manuel

Abstract:

Learning novel concepts from relational databases is an important problem with applications in several disciplines, such as data management, natural language processing, and bioinformatics. For a learning algorithm to be effective, the input data should be clean and in some desired representation. However, real-world data is usually heterogeneous – the...

Resource Type:

Dissertation

Limit your search

Academic Affiliation

Electrical Engineering and Computer Science[remove]6

Advisor

Wong, Weng Keen3
Tadepalli, Prasad1
Termehchy, Arash1
Todorovic, Sinisa1

Commencement Year

Commencement Year range begin – Commencement Year range end

Current results range from 2017 to 2023

View distribution

Committee Member

Fern, Alan[remove]6
Li, Fuxin2
Dietterich, Thomas1
Emerson, Sarah1
Fern, Xiaoli1
more Committee Members »

Creator

Olson, Matthew L.2
Li, Jun1
Moore, Travis W.1
Picado Leiva, Jose Manuel1
Raghavan, Aswin1

Contributor

Li, Fuxin2
Neal, Lawrence2
Wong, Weng Keen2
Anirudh, Rushil1
Bremer, Peer Timo1
more Contributors »

Date

Date range begin – Date range end

Current results range from 2017 to 2023

View distribution

Decade

2020-20293
2010-20193

Degree Field

Computer Science6
Artificial Intelligence1

Degree Level

Doctoral5
Master's1

Degree Name

Doctor of Philosophy (Ph.D.)5
Master of Science (M.S.)1

Language

English [eng]6

License

All rights reserved6

Non-Academic Affiliation

Oregon State University. Graduate School1

Peer Reviewed

No6

Resource Type

Dissertation5
Masters Thesis1

Rights Statement

In Copyright6

Subject

Constrained optimization1
Decision making -- Mathematical models1
Machine learning1
Markov processes1
Planning -- Mathematical models1

Scholars Archive is a service of Oregon State University Libraries & Press

121 The Valley Library
Corvallis, OR 97331-4501

Contact Us
Services for Persons with Disabilities

Powered by Hyrax 3.6.0

Copyright © 2018 Oregon State University
Licensed under the Apache License, Version 2.0

Core Trust application (pdf)