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Open Access Theses and Dissertations

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About OATD.org

OATD.org aims to be the best possible resource for finding open access graduate theses and dissertations published around the world. Metadata (information about the theses) comes from over 1100 colleges, universities, and research institutions . OATD currently indexes 7,241,108 theses and dissertations.

About OATD (our FAQ) .

Visual OATD.org

We’re happy to present several data visualizations to give an overall sense of the OATD.org collection by county of publication, language, and field of study.

You may also want to consult these sites to search for other theses:

• Google Scholar
• NDLTD , the Networked Digital Library of Theses and Dissertations. NDLTD provides information and a search engine for electronic theses and dissertations (ETDs), whether they are open access or not.
• Proquest Theses and Dissertations (PQDT), a database of dissertations and theses, whether they were published electronically or in print, and mostly available for purchase. Access to PQDT may be limited; consult your local library for access information.

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EBSCO Open Dissertations

EBSCO Open Dissertations makes electronic theses and dissertations (ETDs) more accessible to researchers worldwide. The free portal is designed to benefit universities and their students and make ETDs more discoverable. 

Increasing Discovery & Usage of ETD Research

EBSCO Open Dissertations is a collaboration between EBSCO and BiblioLabs to increase traffic and discoverability of ETD research. You can join the movement and add your theses and dissertations to the database, making them freely available to researchers everywhere while increasing traffic to your institutional repository. 

EBSCO Open Dissertations extends the work started in 2014, when EBSCO and the H.W. Wilson Foundation created American Doctoral Dissertations which contained indexing from the H.W. Wilson print publication, Doctoral Dissertations Accepted by American Universities, 1933-1955. In 2015, the H.W. Wilson Foundation agreed to support the expansion of the scope of the American Doctoral Dissertations database to include records for dissertations and theses from 1955 to the present.

How Does EBSCO Open Dissertations Work?

Your ETD metadata is harvested via OAI and integrated into EBSCO’s platform, where pointers send traffic to your IR.

EBSCO integrates this data into their current subscriber environments and makes the data available on the open web via opendissertations.org .

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Open Access Theses and Dissertations (OATD)

OATD.org provides open access graduate theses and dissertations published around the world. Metadata (information about the theses) comes from over 1100 colleges, universities, and research institutions. OATD currently indexes 6,654,285 theses and dissertations.

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• RIT Libraries
• Thesis and Dissertation Resources
• Databases and Websites
• Thesis Writing Guides
• Writing in Engineering and Science

Why search this literature?

It is crucial for graduate students to search the thesis and dissertation literature to make sure that an idea or hypothesis has not already been tested, explored, and published.  An additional reason to search this literature is that it is rich with ideas and information not found elsewhere.  If graduate students do not continue on as academics or if students that came after them in their programs did not continue their research, this literature may be the end of the line for scholarship on a topic.

ProQuest has published dissertation e-learning modules covering the usefulness of using dissertations as a research source.  See link below:

• Dissertation eLearning resources from ProQuest Uncover the value of dissertations.

Library Databases

All graduate students should, at minimum, search the ProQuest Dissertations & Theses Global database (PQDT) to see if the research they are proposing to do has already been done by a student at another institution/university.  RIT dissertations and theses have been included in PQDT since approximately 2006.

• Proquest Dissertations & Theses Global This link opens in a new window Identifies Ph.D. dissertations from U.S. & Canadian universities since 1861. Abstracts from 1980. Master's theses from 1988. Many with full-text.

RIT Digital Institutional Repository

• Digital Institutional Repository The digital institutional repository for the Rochester Institute of Technology, managed by RIT Libraries.
• ProQuest - Most Accessed Dissertations/Theses

Each month ProQuest updates this list of the top 25 Most-Accessed Dissertations and Theses across all subjects, based upon total PDF downloads. Find out what is trending.

The web sites below should also be consulted as appropriate to perform a full and thorough review of the dissertation and thesis literature beyond your introductory search of ProQuest Dissertations and Theses Global.  Consider whether a particular country or part of the world would have an interest in your potential research topic.

Only large-scale repositories of dissertations and theses are included here. You may also need to search individual university repositories directly.

• Ebsco Open Dissertations Search thousands of open dissertations and theses from over 50 participating libraries.
• EThOS (from the British Library) EThOS offers a 'single point of access' where researchers the world over can access ALL theses produced by UK Higher Education.
• Indian Institute of Science Dissertations and theses from the Indian Institute of Science, Bangalore, India.
• Indian Theses and Dissertations (Shodhganga) Over 130 participating Indian universities and over 8800 ETD documents.
• National ETD Portal (South Africa) South African theses and dissertations.
• Networked Digital Library of Theses and Dissertations The Networked Digital Library of Theses and Dissertations (NDLTD), is an international organization dedicated to promoting the adoption, creation, use, dissemination, and preservation of electronic theses and dissertations (ETDs). The NDLTD Union Catalog contains more than one million records of electronic theses and dissertations. Search the Union Catalog from here: http://thumper.vtls.com:6090/?theme=NDLTD
• OhioLINK ETD Center Electronic theses and dissertations from colleges and universities in the state of Ohio.
• Open Access Theses and Dissertations OATD aims to be the best possible resource for finding open access graduate theses and dissertations published around the world. Metadata (information about the theses) comes from over 600 colleges, universities, and research institutions. OATD currently indexes over 1.5 million theses and dissertations. RIT is included.
• Theses Canada Canadian universities voluntarily participate by submitting approved theses and dissertation to Theses Canada. Click on "Search Theses Canada" under the Introduction on the left hand side of the page to begin your search.
• TROVE From the National Library of Australia - Search Trove to explore amazing collections from Australian libraries, universities, museums, galleries and archives.
• Next: Thesis Writing Guides >>

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Open Access Theses & Dissertations (OATD)

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An index of over 1.6 million electronic theses and dissertations (ETDs). To the extent possible, the index is limited to records of graduate-level theses that are freely available online.

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While Sandel argues that pursuing perfection through genetic engineering would decrease our sense of humility, he claims that the sense of solidarity we would lose is also important.

This thesis summarizes several points in Sandel’s argument, but it does not make a claim about how we should understand his argument. A reader who read Sandel’s argument would not also need to read an essay based on this descriptive thesis.  

Broad thesis (arguable, but difficult to support with evidence) 

Michael Sandel’s arguments about genetic engineering do not take into consideration all the relevant issues.

This is an arguable claim because it would be possible to argue against it by saying that Michael Sandel’s arguments do take all of the relevant issues into consideration. But the claim is too broad. Because the thesis does not specify which “issues” it is focused on—or why it matters if they are considered—readers won’t know what the rest of the essay will argue, and the writer won’t know what to focus on. If there is a particular issue that Sandel does not address, then a more specific version of the thesis would include that issue—hand an explanation of why it is important.  

Arguable thesis with analytical claim 

While Sandel argues persuasively that our instinct to “remake” (54) ourselves into something ever more perfect is a problem, his belief that we can always draw a line between what is medically necessary and what makes us simply “better than well” (51) is less convincing.

This is an arguable analytical claim. To argue for this claim, the essay writer will need to show how evidence from the article itself points to this interpretation. It’s also a reasonable scope for a thesis because it can be supported with evidence available in the text and is neither too broad nor too narrow.  

Arguable thesis with normative claim 

Given Sandel’s argument against genetic enhancement, we should not allow parents to decide on using Human Growth Hormone for their children.

This thesis tells us what we should do about a particular issue discussed in Sandel’s article, but it does not tell us how we should understand Sandel’s argument.  

Questions to ask about your thesis 

• Is the thesis truly arguable? Does it speak to a genuine dilemma in the source, or would most readers automatically agree with it?  
• Is the thesis too obvious? Again, would most or all readers agree with it without needing to see your argument?  
• Is the thesis complex enough to require a whole essay's worth of argument?  
• Is the thesis supportable with evidence from the text rather than with generalizations or outside research?  
• Would anyone want to read a paper in which this thesis was developed? That is, can you explain what this paper is adding to our understanding of a problem, question, or topic?
• picture_as_pdf Thesis

What’s Included: The Dissertation Template

If you’re preparing to write your dissertation, thesis or research project, our free dissertation template is the perfect starting point. In the template, we cover every section step by step, with clear, straightforward explanations and examples .

The template’s structure is based on the tried and trusted best-practice format for formal academic research projects such as dissertations and theses. The template structure reflects the overall research process, ensuring your dissertation or thesis will have a smooth, logical flow from chapter to chapter.

The dissertation template covers the following core sections:

• The title page/cover page
• Abstract (sometimes also called the executive summary)
• Table of contents
• List of figures /list of tables
• Chapter 1: Introduction  (also available: in-depth introduction template )
• Chapter 2: Literature review  (also available: in-depth LR template )
• Chapter 3: Methodology (also available: in-depth methodology template )
• Chapter 4: Research findings /results (also available: results template )
• Chapter 5: Discussion /analysis of findings (also available: discussion template )
• Chapter 6: Conclusion (also available: in-depth conclusion template )
• Reference list

Each section is explained in plain, straightforward language , followed by an overview of the key elements that you need to cover within each section. We’ve also included practical examples to help you understand exactly what’s required in each section.

The cleanly-formatted Google Doc can be downloaded as a fully editable MS Word Document (DOCX format), so you can use it as-is or convert it to LaTeX.

FAQs: Dissertation Template

What format is the template (doc, pdf, ppt, etc.).

The dissertation template is provided as a Google Doc. You can download it in MS Word format or make a copy to your Google Drive. You’re also welcome to convert it to whatever format works best for you, such as LaTeX or PDF.

What types of dissertations/theses can this template be used for?

The template follows the standard best-practice structure for formal academic research projects such as dissertations or theses, so it is suitable for the vast majority of degrees, particularly those within the sciences.

Some universities may have some additional requirements, but these are typically minor, with the core structure remaining the same. Therefore, it’s always a good idea to double-check your university’s requirements before you finalise your structure.

Will this work for a research paper?

A research paper follows a similar format, but there are a few differences. You can find our research paper template here .

Is this template for an undergrad, Masters or PhD-level thesis?

This template can be used for a dissertation, thesis or research project at any level of study. It may be slight overkill for an undergraduate-level study, but it certainly won’t be missing anything.

How long should my dissertation/thesis be?

This depends entirely on your university’s specific requirements, so it’s best to check with them. As a general ballpark, Masters-level projects are usually 15,000 – 20,000 words in length, while Doctoral-level projects are often in excess of 60,000 words.

What about the research proposal?

If you’re still working on your research proposal, we’ve got a template for that here .

We’ve also got loads of proposal-related guides and videos over on the Grad Coach blog .

How do I write a literature review?

We have a wealth of free resources on the Grad Coach Blog that unpack how to write a literature review from scratch. You can check out the literature review section of the blog here.

How do I create a research methodology?

We have a wealth of free resources on the Grad Coach Blog that unpack research methodology, both qualitative and quantitative. You can check out the methodology section of the blog here.

Can I share this dissertation template with my friends/colleagues?

Yes, you’re welcome to share this template. If you want to post about it on your blog or social media, all we ask is that you reference this page as your source.

Can Grad Coach help me with my dissertation/thesis?

Within the template, you’ll find plain-language explanations of each section, which should give you a fair amount of guidance. However, you’re also welcome to consider our dissertation and thesis coaching services .

Global ETD Search

Search the 6,480,011 electronic theses and dissertations contained in the NDLTD archive:

The archive supports advanced filtering and boolean search.

Developing a Thesis Statement

Many papers you write require developing a thesis statement. In this section you’ll learn what a thesis statement is and how to write one.

Keep in mind that not all papers require thesis statements . If in doubt, please consult your instructor for assistance.

What is a thesis statement?

A thesis statement . . .

• Makes an argumentative assertion about a topic; it states the conclusions that you have reached about your topic.
• Makes a promise to the reader about the scope, purpose, and direction of your paper.
• Is focused and specific enough to be “proven” within the boundaries of your paper.
• Is generally located near the end of the introduction ; sometimes, in a long paper, the thesis will be expressed in several sentences or in an entire paragraph.
• Identifies the relationships between the pieces of evidence that you are using to support your argument.

Not all papers require thesis statements! Ask your instructor if you’re in doubt whether you need one.

Identify a topic

Your topic is the subject about which you will write. Your assignment may suggest several ways of looking at a topic; or it may name a fairly general concept that you will explore or analyze in your paper.

Consider what your assignment asks you to do

Inform yourself about your topic, focus on one aspect of your topic, ask yourself whether your topic is worthy of your efforts, generate a topic from an assignment.

Below are some possible topics based on sample assignments.

Sample assignment 1

Analyze Spain’s neutrality in World War II.

Identified topic

Franco’s role in the diplomatic relationships between the Allies and the Axis

This topic avoids generalities such as “Spain” and “World War II,” addressing instead on Franco’s role (a specific aspect of “Spain”) and the diplomatic relations between the Allies and Axis (a specific aspect of World War II).

Sample assignment 2

Analyze one of Homer’s epic similes in the Iliad.

The relationship between the portrayal of warfare and the epic simile about Simoisius at 4.547-64.

This topic focuses on a single simile and relates it to a single aspect of the Iliad ( warfare being a major theme in that work).

Developing a Thesis Statement–Additional information

Your assignment may suggest several ways of looking at a topic, or it may name a fairly general concept that you will explore or analyze in your paper. You’ll want to read your assignment carefully, looking for key terms that you can use to focus your topic.

Sample assignment: Analyze Spain’s neutrality in World War II Key terms: analyze, Spain’s neutrality, World War II

After you’ve identified the key words in your topic, the next step is to read about them in several sources, or generate as much information as possible through an analysis of your topic. Obviously, the more material or knowledge you have, the more possibilities will be available for a strong argument. For the sample assignment above, you’ll want to look at books and articles on World War II in general, and Spain’s neutrality in particular.

As you consider your options, you must decide to focus on one aspect of your topic. This means that you cannot include everything you’ve learned about your topic, nor should you go off in several directions. If you end up covering too many different aspects of a topic, your paper will sprawl and be unconvincing in its argument, and it most likely will not fulfull the assignment requirements.

For the sample assignment above, both Spain’s neutrality and World War II are topics far too broad to explore in a paper. You may instead decide to focus on Franco’s role in the diplomatic relationships between the Allies and the Axis , which narrows down what aspects of Spain’s neutrality and World War II you want to discuss, as well as establishes a specific link between those two aspects.

Before you go too far, however, ask yourself whether your topic is worthy of your efforts. Try to avoid topics that already have too much written about them (i.e., “eating disorders and body image among adolescent women”) or that simply are not important (i.e. “why I like ice cream”). These topics may lead to a thesis that is either dry fact or a weird claim that cannot be supported. A good thesis falls somewhere between the two extremes. To arrive at this point, ask yourself what is new, interesting, contestable, or controversial about your topic.

As you work on your thesis, remember to keep the rest of your paper in mind at all times . Sometimes your thesis needs to evolve as you develop new insights, find new evidence, or take a different approach to your topic.

Derive a main point from topic

Once you have a topic, you will have to decide what the main point of your paper will be. This point, the “controlling idea,” becomes the core of your argument (thesis statement) and it is the unifying idea to which you will relate all your sub-theses. You can then turn this “controlling idea” into a purpose statement about what you intend to do in your paper.

Look for patterns in your evidence

Compose a purpose statement.

Consult the examples below for suggestions on how to look for patterns in your evidence and construct a purpose statement.

• Franco first tried to negotiate with the Axis
• Franco turned to the Allies when he couldn’t get some concessions that he wanted from the Axis

Possible conclusion:

Spain’s neutrality in WWII occurred for an entirely personal reason: Franco’s desire to preserve his own (and Spain’s) power.

Purpose statement

This paper will analyze Franco’s diplomacy during World War II to see how it contributed to Spain’s neutrality.

• The simile compares Simoisius to a tree, which is a peaceful, natural image.
• The tree in the simile is chopped down to make wheels for a chariot, which is an object used in warfare.

At first, the simile seems to take the reader away from the world of warfare, but we end up back in that world by the end.

This paper will analyze the way the simile about Simoisius at 4.547-64 moves in and out of the world of warfare.

Derive purpose statement from topic

To find out what your “controlling idea” is, you have to examine and evaluate your evidence . As you consider your evidence, you may notice patterns emerging, data repeated in more than one source, or facts that favor one view more than another. These patterns or data may then lead you to some conclusions about your topic and suggest that you can successfully argue for one idea better than another.

For instance, you might find out that Franco first tried to negotiate with the Axis, but when he couldn’t get some concessions that he wanted from them, he turned to the Allies. As you read more about Franco’s decisions, you may conclude that Spain’s neutrality in WWII occurred for an entirely personal reason: his desire to preserve his own (and Spain’s) power. Based on this conclusion, you can then write a trial thesis statement to help you decide what material belongs in your paper.

Sometimes you won’t be able to find a focus or identify your “spin” or specific argument immediately. Like some writers, you might begin with a purpose statement just to get yourself going. A purpose statement is one or more sentences that announce your topic and indicate the structure of the paper but do not state the conclusions you have drawn . Thus, you might begin with something like this:

• This paper will look at modern language to see if it reflects male dominance or female oppression.
• I plan to analyze anger and derision in offensive language to see if they represent a challenge of society’s authority.

At some point, you can turn a purpose statement into a thesis statement. As you think and write about your topic, you can restrict, clarify, and refine your argument, crafting your thesis statement to reflect your thinking.

As you work on your thesis, remember to keep the rest of your paper in mind at all times. Sometimes your thesis needs to evolve as you develop new insights, find new evidence, or take a different approach to your topic.

Compose a draft thesis statement

If you are writing a paper that will have an argumentative thesis and are having trouble getting started, the techniques in the table below may help you develop a temporary or “working” thesis statement.

Begin with a purpose statement that you will later turn into a thesis statement.

Assignment: Discuss the history of the Reform Party and explain its influence on the 1990 presidential and Congressional election.

Purpose Statement: This paper briefly sketches the history of the grassroots, conservative, Perot-led Reform Party and analyzes how it influenced the economic and social ideologies of the two mainstream parties.

Question-to-Assertion

If your assignment asks a specific question(s), turn the question(s) into an assertion and give reasons why it is true or reasons for your opinion.

Assignment : What do Aylmer and Rappaccini have to be proud of? Why aren’t they satisfied with these things? How does pride, as demonstrated in “The Birthmark” and “Rappaccini’s Daughter,” lead to unexpected problems?

Beginning thesis statement: Alymer and Rappaccinni are proud of their great knowledge; however, they are also very greedy and are driven to use their knowledge to alter some aspect of nature as a test of their ability. Evil results when they try to “play God.”

Write a sentence that summarizes the main idea of the essay you plan to write.

Main idea: The reason some toys succeed in the market is that they appeal to the consumers’ sense of the ridiculous and their basic desire to laugh at themselves.

Make a list of the ideas that you want to include; consider the ideas and try to group them.

• nature = peaceful
• war matériel = violent (competes with 1?)
• need for time and space to mourn the dead
• war is inescapable (competes with 3?)

Use a formula to arrive at a working thesis statement (you will revise this later).

• although most readers of _______ have argued that _______, closer examination shows that _______.
• _______ uses _______ and _____ to prove that ________.
• phenomenon x is a result of the combination of __________, __________, and _________.

What to keep in mind as you draft an initial thesis statement

Beginning statements obtained through the methods illustrated above can serve as a framework for planning or drafting your paper, but remember they’re not yet the specific, argumentative thesis you want for the final version of your paper. In fact, in its first stages, a thesis statement usually is ill-formed or rough and serves only as a planning tool.

As you write, you may discover evidence that does not fit your temporary or “working” thesis. Or you may reach deeper insights about your topic as you do more research, and you will find that your thesis statement has to be more complicated to match the evidence that you want to use.

You must be willing to reject or omit some evidence in order to keep your paper cohesive and your reader focused. Or you may have to revise your thesis to match the evidence and insights that you want to discuss. Read your draft carefully, noting the conclusions you have drawn and the major ideas which support or prove those conclusions. These will be the elements of your final thesis statement.

Sometimes you will not be able to identify these elements in your early drafts, but as you consider how your argument is developing and how your evidence supports your main idea, ask yourself, “ What is the main point that I want to prove/discuss? ” and “ How will I convince the reader that this is true? ” When you can answer these questions, then you can begin to refine the thesis statement.

Refine and polish the thesis statement

To get to your final thesis, you’ll need to refine your draft thesis so that it’s specific and arguable.

• Ask if your draft thesis addresses the assignment
• Question each part of your draft thesis
• Clarify vague phrases and assertions
• Investigate alternatives to your draft thesis

Consult the example below for suggestions on how to refine your draft thesis statement.

Sample Assignment

Choose an activity and define it as a symbol of American culture. Your essay should cause the reader to think critically about the society which produces and enjoys that activity.

• Ask The phenomenon of drive-in facilities is an interesting symbol of american culture, and these facilities demonstrate significant characteristics of our society.This statement does not fulfill the assignment because it does not require the reader to think critically about society.

Drive-ins are an interesting symbol of American culture because they represent Americans’ significant creativity and business ingenuity.

Among the types of drive-in facilities familiar during the twentieth century, drive-in movie theaters best represent American creativity, not merely because they were the forerunner of later drive-ins and drive-throughs, but because of their impact on our culture: they changed our relationship to the automobile, changed the way people experienced movies, and changed movie-going into a family activity.

While drive-in facilities such as those at fast-food establishments, banks, pharmacies, and dry cleaners symbolize America’s economic ingenuity, they also have affected our personal standards.

While drive-in facilities such as those at fast- food restaurants, banks, pharmacies, and dry cleaners symbolize (1) Americans’ business ingenuity, they also have contributed (2) to an increasing homogenization of our culture, (3) a willingness to depersonalize relationships with others, and (4) a tendency to sacrifice quality for convenience.

This statement is now specific and fulfills all parts of the assignment. This version, like any good thesis, is not self-evident; its points, 1-4, will have to be proven with evidence in the body of the paper. The numbers in this statement indicate the order in which the points will be presented. Depending on the length of the paper, there could be one paragraph for each numbered item or there could be blocks of paragraph for even pages for each one.

Complete the final thesis statement

The bottom line.

As you move through the process of crafting a thesis, you’ll need to remember four things:

• Context matters! Think about your course materials and lectures. Try to relate your thesis to the ideas your instructor is discussing.
• As you go through the process described in this section, always keep your assignment in mind . You will be more successful when your thesis (and paper) responds to the assignment than if it argues a semi-related idea.
• Your thesis statement should be precise, focused, and contestable ; it should predict the sub-theses or blocks of information that you will use to prove your argument.
• Make sure that you keep the rest of your paper in mind at all times. Change your thesis as your paper evolves, because you do not want your thesis to promise more than your paper actually delivers.

In the beginning, the thesis statement was a tool to help you sharpen your focus, limit material and establish the paper’s purpose. When your paper is finished, however, the thesis statement becomes a tool for your reader. It tells the reader what you have learned about your topic and what evidence led you to your conclusion. It keeps the reader on track–well able to understand and appreciate your argument.

Writing Process and Structure

This is an accordion element with a series of buttons that open and close related content panels.

Getting Started with Your Paper

Interpreting Writing Assignments from Your Courses

Generating Ideas for

Creating an Argument

Thesis vs. Purpose Statements

Architecture of Arguments

Working with Sources

Quoting and Paraphrasing Sources

Using Literary Quotations

Citing Sources in Your Paper

Drafting Your Paper

Generating Ideas for Your Paper

Introductions

Paragraphing

Developing Strategic Transitions

Conclusions

Revising Your Paper

Peer Reviews

Reverse Outlines

Revising an Argumentative Paper

Revision Strategies for Longer Projects

Finishing Your Paper

Twelve Common Errors: An Editing Checklist

How to Proofread your Paper

Writing Collaboratively

Collaborative and Group Writing

UT Electronic Theses and Dissertations

Permanent URI for this community https://hdl.handle.net/2152/4

This collection contains University of Texas at Austin electronic theses and dissertations (ETDs). The collection includes ETDs primarily from 2001 to the present. Some pre-2001 theses and dissertations have been digitized and added to this collection, but those are uncommon. The library catalog is the most comprehensive list of UT Austin theses and dissertations.

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• UT Electronic Theses and Dissertations   30995

File(s) under embargo

until file(s) become available

ANOMALY DETECTION USING MACHINE LEARNING FORINTRUSION DETECTION

This thesis examines machine learning approaches for anomaly detection in network security, particularly focusing on intrusion detection using TCP and UDP protocols. It uses logistic regression models to effectively distinguish between normal and abnormal network actions, demonstrating a strong ability to detect possible security concerns. The study uses the UNSW-NB15 dataset for model validation, allowing a thorough evaluation of the models' capacity to detect anomalies in real-world network scenarios. The UNSW-NB15 dataset is a comprehensive network attack dataset frequently used in research to evaluate intrusion detection systems and anomaly detection algorithms because of its realistic attack scenarios and various network activities.

Further investigation is carried out using a Multi-Task Neural Network built for binary and multi-class classification tasks. This method allows for the in-depth study of network data, making it easier to identify potential threats. The model is fine-tuned during successive training epochs, focusing on validation measures to ensure its generalizability. The thesis also applied early stopping mechanisms to enhance the ML model, which helps optimize the training process, reduces the risk of overfitting, and improves the model's performance on new, unseen data.

This thesis also uses blockchain technology to track model performance indicators, a novel strategy that improves data integrity and reliability. This blockchain-based logging system keeps an immutable record of the models' performance over time, which helps to build a transparent and verifiable anomaly detection framework.

In summation, this research enhances Machine Learning approaches for network anomaly detection. It proposes scalable and effective approaches for early detection and mitigation of network intrusions, ultimately improving the security posture of network systems.

Degree Type

• Master of Science
• Computer and Information Technology

Campus location

• West Lafayette

Advisor/Supervisor/Committee Chair

Additional committee member 2, additional committee member 3, usage metrics.

• Machine learning not elsewhere classified

'A small seed of curiosity can grow and mature into a full-fledged thesis project'

Valerie Hu: Biology & Society

A&S Communications

Biology & Society Sunnyvale, Calif.

What is your main extracurricular activity and why is it important to you? 

When I came to Cornell, I knew I wanted to get involved in initiatives that aligned with my personal values of justice and mercy and served a community beyond the one on campus. I joined the Parole Preparation Project (now Cornell University Parole Initiative) and began working with an incarcerated person in preparation for a Parole Board hearing that determines whether he can be released on parole. Along with two other student volunteers, I liaised with community partners to establish a plan for re-entry, gathered various legal and medical documents for the parole packet, and met regularly with the parole applicant in a maximum-security correctional facility to practice for his hearing. Three and a half years later, I now consider the incarcerated applicant I work with not only a teammate and coworker, but also a friend. Through working together, we have found common ground in the pursuit of justice, the importance of family and the role of faith and prayer in guiding our lives. This year, I became a teaching assistant for the Cornell Prison Education Program, going to Auburn Correctional Facility once a week to teach incarcerated students within a French club and an anthropology course, which has allowed me to explore my interests in the intersection of education and incarceration. Due to Cornell’s resources and investment in community engagement, I had the unique opportunity to work within facilities that reveal the immense inequalities in America’s criminal legal system and to play a role in working toward a more equitable world.

What Cornell memory do you treasure the most?         

The Cornell memories I treasure the most are the evenings I’ve hosted potlucks or dinners with large groups of people at my apartment because they embody the best parts of my time at Cornell: community and bringing people together. I’ve invited close friends and acquaintances from my classes, faith community, work and clubs, many of whom do not know each other and otherwise wouldn’t cross paths, and new friendships have been formed. On these evenings, my kitchen and living room are full of conversations and laughter, and the area sometimes gets so warm because of the number of people that we have to open a window even in the winter, while we share food and discover unlikely common ground.

What are the most valuable skills you gained from your Arts & Sciences education?     

I learned how to critically examine the things I see and learn, rather than take them at face value and accept the status quo. I came into college accustomed to the type of learning that consisted of knowing facts and successfully regurgitating them on a test or essay. My eyes were opened to the beauty of academic discourse and debate in one of my first classes at Cornell. For each class topic, we read multiple scientific articles that built upon each other or disagreed with one another. As we discussed the strengths and weaknesses of each scientist’s research findings, I developed critical thinking and analysis skills. I learned not to take at face value every piece of information I am given within the context of a classroom, but gained the courage and confidence to challenge and critique other viewpoints while developing my own.    

What have you accomplished as a Cornell student that you are most proud of?

While working as an investigator at the public defender’s office in D.C., I wondered about a paradoxical observation I made: that people who have had negative experiences with the police seem to call the police a lot. At the beginning of my junior year, I had the opportunity to turn that curiosity into a semester-long research paper for Professor Joseph Margulies’ Crime and Punishment class. I began interviewing young people who have had negative encounters with law enforcement about times they have called the police. The class project evolved beyond the semester into an independent study, and eventually into my senior honors thesis. I’m most proud of my research because I learned that a small seed of curiosity can grow and mature into a full-fledged thesis project. Through my thesis, I’ve been able to combine my interests in social justice with academic pursuits, and I learned how to conduct research that has implications for public policy and social change.

Who or what influenced your Cornell education the most?     

Cru has undoubtedly influenced my Cornell education more than anything else. I came into college with an abundance of questions about meaning and purpose, both generally and personally. Through the Cru community, I have become close friends with people from so many more backgrounds, cultures, and life experiences than I thought possible. Together, we have wrestled with difficult and existential questions. The diverse set of friends offering input and encouragement has been invaluable to my growth, as I figure out who I am and why I’m here. We have also supported each other through some of the most challenging times of sorrow and loss that tested the strength and genuineness of our beliefs. The Cru community has taught me to be resilient in the face of difficulties and to find hope in something bigger than myself. I learned how to allow my personal values to fuel every pursuit —academic, extracurricular, spiritual and personal — and every moment of my life, from the biggest highlights to the utterly mundane.

Every year, our faculty nominate graduating Arts & Sciences students to be featured as part of our Extraordinary Journeys series.  Read more about the Class of 202 4.

More News from A&S

Committee to recommend final expressive activity policy

American Sign Language has found a growing home on the Hill

Extraordinary Journeys: The Class of 2024

BTPI will research relationship between Bitcoin and financial freedom

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Students and Faculty Mentors Celebrated at Student Research Day

Student research day scientific poster session, student research day, shelli farhadian, md, phd, and john k. forrest, md, peter aronson, md, c.n.h. long professor of medicine (nephrology) and professor of cellular and molecular physiology.

On May 7, 2024, students and faculty mentors were celebrated at Yale School of Medicine’s (YSM) Student Research Day (SRD), an annual tradition at YSM since 1988. Five medical students (Chinye Ijile, Amanda Lieberman, Kingson Lin, Victoria Marks, and Jamieson O’Marr) made thesis presentations, and over 75 students, from across Yale’s health profession schools, displayed scientific posters and engaged with attendees during the poster session.

“Today we’re showcasing a diverse range of mentored research—spanning from fundamental basic science, to implementation science—performed by student investigators from across the health professions schools,” Associate Dean for Student Research Sarwat Chaudhry, MD, professor of medicine (general medicine), said in opening remarks. Associate Dean for Student Research Erica Herzog, MD, PhD, John Slade Ely Professor of Medicine (pulmonary) and professor of pathology, added, “We take immense pride in Yale’s deep-rooted tradition of embedding research within medical education. For our students, experience in scientific investigation isn't merely a stepping stone towards a successful residency match or a career in academic research; it's foundational training for their lifelong commitment to medicine.”

Farr Lecture

The Lee E. Farr MD Endowed Lectureship and the presentation of the Dr. John N. Forrest, Jr., Mentorship Award, which bookended the student thesis presentations, honored YSM faculty for their outstanding mentorship. In introducing Peter Aronson, MD, C.N.H. Long Professor of Medicine (Nephrology) and professor of cellular and molecular physiology, as the Farr lecturer, Nancy J. Brown, MD, Jean and David W. Wallace Dean and C.N.H. Long Professor of Internal Medicine, explained that the lecture aims to stimulate thinking and to inspire students to strive to achieve more effective leadership and educational roles in society. Brown said that Aronson, who has been at YSM for 50 years since joining as a nephrology fellow in 1974, “epitomizes these qualities as a physician-scientist, educator, mentor, and colleague. As such, there is no one more fitting to speak at today’s event.”

As chief of the Section of Nephrology from 1987-2002, Brown said, Aronson nurtured the development of numerous physician-scientists, both as faculty and fellows, many of whom became recognized leaders—and many of whom remain at Yale and were present on SRD. “It goes without saying” Brown concluded, “that Dr. Aronson’s stewardship is one reason for the enduring strength of Yale’s 200-year tradition of medical student research,” noting he had been part of the tradition for one quarter of the 200 years. (In comments after Aronson spoke, Herzog noted several of his student evaluations simply said GOAT: “Greatest Of All Time.”)

Using his own experiences as examples in his lecture titled From Sugar to Salt to Stones: Serendipitous Journey as Mentee and Mentor, Aronson noted the importance of chance events and serendipitous research findings in determining the course of his academic development and research career. ( This article describes his remarks in detail .) In closing, Aronson honored the late John N. Forrest, Jr., professor emeritus of medicine and the founding director of YSM’s Office of Student Research (OSR). Forrest, he said, “exemplified extraordinary commitment to the process of education and mentorship,” adding “we should all be inspired by his example of what is most gratifying in academic medicine.”

Dr. John N. Forrest, Jr., Mentorship Award

Chaudhry similarly honored John N. Forrest, Jr. in introducing the mentorship award established to recognize his legacy. “As many of you know, Dr. Forrest died earlier this year, and so this year’s Forrest Prize holds special meaning.” OSR “was his pride and joy,” Chaudhry said, adding that since starting their roles as associate deans of student research in 2020, “Dr. Herzog and I have continually been impressed by Dr. Forrest’s care and foresight in establishing the Office of Student Research. Dr. Forrest’s legacy lives on in the enduring strength of YSM’s medical student research program.”

Before Forrest’s son, John K. Forrest, MD, associate professor of medicine (cardiovascular medicine), announced the award recipient— Shelli Farhadian, MD, PhD, assistant professor of medicine (infectious diseases); assistant professor, epidemiology of microbial diseases —he shared, “My family and I are grateful to the numerous people who reached out after our father’s passing. Some of the most touching correspondence we received were from medical students, residents, and fellows whom he had mentored while at Yale. There is no greater evidence of the lasting impact that mentorship plays in the lives of young physicians that the words contained in those letters.”

Turning to the awardee, Forrest said, “Dr. Farhadian is an exemplary mentor,” and pointed to her role “in shaping the careers of her mentees, many of whom have garnered multiple awards and recognition, and published first author manuscripts under her tutelage.”

He then shared what a student wrote about Farhadian: “Dr. Farhadian is such a fantastic mentor and person. As my mentor she encouraged me to apply for grants and submit to conferences and journals and has always made herself available to answer any questions that I have. She also facilitates an environment in which her mentees feel comfortable coming to her with questions and offers help in connecting me with doctors in my fields of interest. Beyond my research with Dr. Farhadian, she has also proved to be an invaluable resource in terms of developing as a student and a future doctor. She is an inspiring woman in medicine, and I hope to become as caring and capable as a doctor and mentor as she models.”

Upon receiving the award, Farhadian said, “It means a great deal for me to receive this award in Dr. Forrest’s name. I was lucky to cross paths with Dr. Forrest when I was an intern, and I will always remember how kind he was to everyone in the hospital, no matter how small their role.” Farhadian added, “I feel very lucky to have had my own exceptional research mentors along the way, and I have tried to emulate them when mentoring my own trainees.”

Student Thesis Presentations

Chinye Ijile

Medicaid Coverage for Undocumented Children in Connecticut: A Political History

Faculty mentor: Naomi Rogers, PhD, professor in the history of medicine and of history; acting chair, Spring 2024, History of Medicine

Amanda Lieberman

Multilevel Barriers to Methadone for HIV Prevention Among People Who Inject Drugs in Kazakhstan

Faculty mentor: Frederick Altice, MD, MA, professor of medicine (infectious diseases) and of epidemiology (microbial diseases)

Kingson Lin, MD-PhD

Design, Synthesis, and Characterization of Novel MGMT-Dependent, MMR-Independent Agents for the Treatment of Glioblastoma Multiforme (GBM)

Faculty mentors: Ranjit Bindra, MD, PhD, Harvey and Kate Cushing Professor of Therapeutic Radiology and professor of pathology; and Seth Herzon, PhD, Milton Harris ’29 Ph.D. Professor of Chemistry

• Victoria Marks

Association between Medical Insurance, Access to Care, and Clinical Outcomes for Patients with Uveal Melanoma in the United States

Faculty mentor: Michael Leapman, MD, MHS, associate professor of urology; assistant professor, chronic disease epidemiology

Jamieson O’Marr

Ballistic and Explosive Orthopaedic Trauma Epidemiology and Outcomes in a Global Population

Faculty mentor: Brianna Fram, MD, assistant professor of orthopaedics & rehabilitation

Featured in this article

• Frederick Lewis Altice, MD, MA
• Peter S. Aronson, MD
• Ranjit S. Bindra, MD, PhD
• Nancy J. Brown, MD
• Sarwat Chaudhry, MD
• Shelli Farhadian, MD, PhD
• John K Forrest, MD, FACC, FSCAI
• Brianna R. Fram, MD
• Erica Herzog, MD, PhD
• Seth Herzon, PhD
• Chinye Ijeli
• Michael S. Leapman, MD, MHS
• Amanda Liberman
• Kingson Lin
• Jamieson O'Marr, MS
• Naomi Rogers, PhD

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• Student Research Day Program

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2024 MFA Thesis Exhibition: Another Day at The Orifice

• May 28–June 9, 2024
• 2-7pm Daily, by appointment only June 7-9
• Opening Reception:  May 30, 7-9pm
• Closing Reception:  Thursday, June 6, 6-9pm

Description

The University of Washington School of Art + Art History + Design is pleased to present the 2024 MFA Thesis Exhibition: Another Day at The Orifice, from May 28 through June 9 at Railspur (Top Floor). Join us for the opening reception on May 30, 7-9pm, and the closing reception on Thursday, June 6, 6-9pm during the Pioneer Square First Thursday Art Walk. Throughout their programs, graduate students work with their advisors and other artists to develop advanced techniques, expand concepts, discuss critical issues, and emerge with a vision and direction for their work. Another Day at The Orifice features the cumulative thesis work of the eight graduates receiving a Master of Fine Arts degree in Photo/Media, Painting + Drawing, and 3D4M: ceramics + glass + sculpture.

2024 MFA Graduates: Dave Braun, FS Bàssïbét, Rachel Dorsey, Amara Eke, Ren Han, Michael Hong, Ali Meyer, Kevin Phan

Gallery Hours

2-7pm Daily from May 28 – June 6

By appointment only on June 7–9 (graduation weekend).

Book an appointment now.

Location + Accessibility

The Top Floor at Railspur is a 14,000-square-foot space inside a historic 1906 brick building at 419 Occidental Avenue South. The entrance to the top floor is through the alley (direction signs will be placed around the building). There is wheelchair access throughout the building.

Transportation

The RailSpur building is readily accessible via public transportation—Metro bus lines, the Light Rail (pioneer station), and the First Hill Streetcar. Garage and street parking are also available in the area. It is highly recommended to use public transit, specially on game days and during the Pioneer Square First Thursday Art Walk.

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The Federalist Papers

Appearing in New York newspapers as the New York Ratification Convention met in Poughkeepsie, John Jay, Alexander Hamilton and James Madison wrote as Publius and addressed the citizens of New York through the Federalist Papers.  These essays subsequently circulated and were reprinted throughout the states as the Ratification process unfolded in other states.  Initially appearing as individual items in several New York newspapers, all eighty-five essays were eventually combined and published as The Federalist .  Click here to view a chronology of the Printing and Reprintings of The Federalist .   

Considerable debate has surrounded these essays since their publication. Many suggest they represent the best exposition of the Constitution to date. Their conceptual design would affirm this view.  Others contend that they were mere propaganda to allay fears of the opposition to the Constitution. Regardless, they are often included in the canon of the world’s great political writings. A complete introduction exploring the purpose, authorship, circulation, and reactions to The Federalist  can be found here.

General Introduction

• No. 1 (Hamilton) New York Independent Journal , 27 October 1787

Concerning Dangers from Foreign Force and Influence

• No. 2 (Jay) New York Independent Journal , 31 October 1787
• No. 3 (Jay) New York Independent Journal , 3 November 1787
• No. 4 (Jay) New York Independent Journal , 7 November 1787
• No. 5 (Jay) New York Independent Journal , 10 November 1787

Concerning Dangers from Dissensions Between the States

• No. 6 (Hamilton) New York Independent Journal , 14 November 1787
• No. 7 (Hamilton) New York Independent Journal , 17 November 1787
• No. 8 (Hamilton) New York Packet , 20 November 1787
• No. 9 (Hamilton) New York Independent Journal , 21 November 1787

The Union as a Safeguard Against Domestic Faction and Insurrection

• No. 10 (Madison) New York Daily Advertiser , 22 November 1787

The Utility of the Union in Respect to Commercial Relations and a Navy

• No. 11 (Hamilton) New York Independent Journal , 24 November 1787

The Utility of the Union in Respect to Revenue

• No. 12 (Hamilton) New York Packet , 27 November 1787

Advantage of the Union in Respect to Economy in Government

• No. 13 (Hamilton) New York Independent Journal , 28 November 1787

Objections to the Proposed Constitution from Extent of Territory Answered

• No. 14 (Madison) New York Packet , 30 November 1787

The Insufficiency of the Present Confederation to Preserve the Union

• No. 15 (Hamilton) New York Independent Journal , 1 December 1787
• No. 16 (Hamilton) New York Packet , 4 December 1787
• No. 17 (Hamilton) New York Independent Journal , 5 December 1787
• No. 18 (Madison with Hamilton) New York Packet , 7 December 1787
• No. 19 (Madison with Hamilton) New York Independent Journal , 8 December 1787
• No. 20 (Madison with Hamilton) New York Packet , 11 December 1787
• No. 21 (Hamilton) New York Independent Journal , 12 December 1787
• No. 22 (Hamilton) New York Packet , 14 December 1787

The Necessity of Energetic Government to Preserve of the Union

• No. 23 (Hamilton) New York Packet , 18 December 1787

Powers Necessary to the Common Defense Further Considered

• No. 24 (Hamilton) New York Independent Journal , 19 December 1787
• No. 25 (Hamilton) New York Packet , 21 December 1787

Restraining the Legislative Authority in Regard to the Common Defense

• No. 26 (Hamilton) New York Independent Journal , 22 December 1787
• No. 27 (Hamilton) New York Packet , 25 December 1787
• No. 28 (Hamilton) New York Independent Journal , 26 December 1787

Concerning the Militia

• No. 29 (Hamilton) New York Independent Journal , 9 January 1788

Concerning the General Power of Taxation

• No. 30 (Hamilton) New York Packet , 28 December 1787
• No. 31 (Hamilton) New York Packet , 1 January 1788
• Nos. 32–33 (Hamilton) New York Independent Journal , 2 January 1788
• No. 34 (Hamilton) New York Packet , 4 January 1788
• No. 35 (Hamilton) New York Independent Journal , 5 January 1788
• No. 36 (Hamilton) New York Packet , 8 January 1788

The Difficulties of the Convention in Devising a Proper Form of Government

• No. 37 (Madison) New York Daily Advertiser , 11 January 1788
• No. 38 (Madison) New York Independent Journal , 12 January 1788

The Conformity of the Plan to Republican Principles

• No. 39 (Madison) New York Independent Journal , 16 January 1788

The Powers of the Convention to Form a Mixed Government Examined

• No. 40 (Madison) New York Packet , 18 January 1788

General View of the Powers Conferred by the Constitution

• No. 41 (Madison) New York Independent Journal , 19 January 1788
• No. 42 (Madison) New York Packet , 22 January 1788
• No. 43 (Madison) New York Independent Journal , 23 January 1788

Restrictions on the Authority of the Several States

• No. 44 (Madison) New York Packet , 25 January 1788

Alleged Danger from the Powers of the Union to the State Governments

• No. 45 (Madison) New York Independent Journal , 26 January 1788

Influence of the State and Federal Governments Compared

• No. 46 (Madison) New York Packet , 29 January 1788

Structure of the New Government and the Distribution of Powers

• No. 47 (Madison) New York Independent Journal , 30 January 1788

Departments Should Not Be So Far Separated

• No. 48 (Madison) New York Packet , 1 February 1788

Guarding Against the Encroachments of Any One Department of Government

• No. 49 (Madison) New York Independent Journal , 2 February 1788

Periodic Appeals to the People Considered

• No. 50 (Madison) New York Packet , 5 February 1788

Structure of Government Must Furnish Proper Checks and Balances

• No. 51 (Madison) New York Independent Journal , 6 February 1788

The House of Representatives

• No. 52 (Madison?) New York Packet , 8 February 1788
• No. 53 (Madison or Hamilton) New York Independent Journal , 9 February 1788

The Apportionment of Members Among the States

• No. 54 (Madison) New York Packet , 12 February 1788

The Total Number of the House of Representatives

• No. 55 (Madison?) New York Independent Journal , 13 February 1788
• No. 56 (Madison?) New York Independent Journal , 16 February 1788

The Alleged Tendency of the Plan to Elevate the Few at the Expense of the Many

• No. 57 (Madison?) New York Packet , 19 February 1788

Objection That the Numbers Will Not Be Augmented as Population Increases

• No. 58 (Madison?) New York Independent Journal , 20 February 1788

Concerning the Power of Congress to Regulate the Election of Members

• No. 59 (Hamilton) New York Packet , 22 February 1788
• No. 60 (Hamilton) New York Independent Journal , 23 February 1788
• No. 61 (Hamilton) New York Packet , 26 February 1788
• No. 62 (Madison?) New York Independent Journal , 27 February 1788
• No. 63 (Madison?) New York Independent Journal , 1 March 1788
• No. 64 (Jay) New York Independent Journal , 5 March 1788
• No. 65 (Hamilton) New York Packet , 7 March 1788

Objections to the Power of the Senate to Set as a Court for Impeachments

• No. 66 (Hamilton) New York Independent Journal , 8 March 1788

The Executive Department

• No. 67 (Hamilton) New York Packet , 11 March 1788

The Mode of Electing the President

• No. 68 (Hamilton) New York Independent Journal , 12 March 1788

The Real Character of the Executive

• No. 69 (Hamilton) New York Packet , 14 March 1788

The Executive Department Further Considered

• No. 70 (Hamilton) New York Independent Journal , 15 March 1788

The Duration in Office of the Executive

• No. 71 (Hamilton) New York Packet , 18 March 1788

Re-Eligibility of the Executive Considered

• No. 72 (Hamilton) New York Independent Journal , 19 March 1788

Provision for The Support of the Executive, and the Veto Power

• No. 73 (Hamilton) New York Packet , 21 March 1788

The Command of the Military and Naval Forces, and the Pardoning Power

• No. 74 (Hamilton) New York Packet , 25 March 1788

The Treaty Making Power of the Executive

• No. 75 (Hamilton) New York Independent Journal , 26 March 1788

The Appointing Power of the Executive

• No. 76 (Hamilton) New York Packet , 1 April 1788

Appointing Power and Other Powers of the Executive Considered

• No. 77 (Hamilton) New York Independent Journal , 2 April 1788

The Judiciary Department

• No. 78 (Hamilton) Book Edition, Volume II, 28 May 1788
• No. 79 (Hamilton) Book Edition, Volume II, 28 May 1788

The Powers of the Judiciary

• No. 80 (Hamilton) Book Edition, Volume II, 28 May 1788

The Judiciary Continued, and the Distribution of the Judicial Authority

• No. 81 (Hamilton) Book Edition, Volume II, 28 May 1788

The Judiciary Continued

• No. 82 (Hamilton) Book Edition, Volume II, 28 May 1788

The Judiciary Continued in Relation to Trial by Jury

• No. 83 (Hamilton) Book Edition, Volume II, 28 May 1788

Miscellaneous Objections to the Constitution Considered

• No. 84 (Hamilton) Book Edition, Volume II, 28 May 1788

Concluding Remarks

• No. 85 (Hamilton) Book Edition, Volume II, 28 May 1788