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2024

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Full-Text Articles in Computer Sciences

Road Extraction On Remote Sensing Imagery: Historical Mapping Of The Brazilian Amazon, Jonas Paiva Botelho Jr Jan 2024

Road Extraction On Remote Sensing Imagery: Historical Mapping Of The Brazilian Amazon, Jonas Paiva Botelho Jr

Graduate Theses/Dissertations

This work proposes an artificial intelligence model based on U-Net architecture to map road networks in the Brazilian Amazon. Over the years, the Amazon region has been heavily exploited, leading to increased deforestation rates, contributing to CO2 emissions, amplifying global warming, and causing a disturbance in local fauna and flora. The expansion into the forest by illegal miners, loggers, and land grabbers can be tracked down by the construction of roads, which we can refer to as the arteries of deforestation. Previous works on the matter proposed algorithms that use high-resolution imagery to map roads precisely. However, this work approach …


Context Detection With Word Embedding And Emotionally Relevant Keyword Search For Smart Home Environment, Brent Anderson Jan 2024

Context Detection With Word Embedding And Emotionally Relevant Keyword Search For Smart Home Environment, Brent Anderson

Graduate Theses/Dissertations

Voice-enabled virtual assistants have gained widespread popularity and are increasingly common in smart homes. To enhance customization and personalization in user experiences with these assistants, implementing a context detection feature is beneficial. This feature enables the virtual assistant to gather more information from the audio data of short voice conversations with users, helping it maintain awareness of the conversation and respond more aptly. In this thesis, I propose a novel context detection approach for virtual assistants in smart homes, named WERKS, which leverages user emotions. WERKS stands for word embedding with emotionally relevant keyword search. The WERKS approach incorporates emotion …


Towards Dynamic Context Detection From Voice Commands And Conversations With Smart Assistants In Smart Homes, Jeniya Sultana Jan 2024

Towards Dynamic Context Detection From Voice Commands And Conversations With Smart Assistants In Smart Homes, Jeniya Sultana

Graduate Theses/Dissertations

Voice-enabled interactions have become increasingly popular with the rise of voice assistants. Identifying contexts or meanings from voice commands and conversations with smart assistants can contribute to the autonomous control of smart home devices and appliances. To improve automation, there is a growing need for efficient context detection that eliminates the need to memorize voice commands. To address this need, I followed a two-step approach in my research. In the first step, I developed a unique context recognition model using a transformer, an attention mechanism, and a fully connected neural network. I trained this model on a conversational dataset of …


Scene Understanding And Spatial Analysis Using Scene Graph Enhanced By Hall's Proxemics Zones In Smart Homes, Debaleen Das Spandan Jan 2024

Scene Understanding And Spatial Analysis Using Scene Graph Enhanced By Hall's Proxemics Zones In Smart Homes, Debaleen Das Spandan

Graduate Theses/Dissertations

Voice-controlled smart assistants have received widespread popularity. It plays a pivotal role in smart homes by providing a natural and convenient interface for interacting with smart devices. However, these assistants are unable to serve persons with physical disabilities and speech impairments. Therefore, non-verbal communication methods, such as eye tracking, gesture recognition, and context awareness can complement and overcome some of these limitations to enhance user experience in smart homes. To address this issue, I am investigating non-verbal communication methods to make smart home technology more accessible and intuitive. In this research, I focus on proxemics, i.e., the study of distance …


Title Page/Book Information, Beth Buyserie, Travis N. Thurston Jan 2024

Title Page/Book Information, Beth Buyserie, Travis N. Thurston

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

No abstract provided.


Table Of Contents, Beth Buyserie, Travis N. Thurston Jan 2024

Table Of Contents, Beth Buyserie, Travis N. Thurston

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

No abstract provided.


Contributors, Beth Buyserie, Travis N. Thurston Jan 2024

Contributors, Beth Buyserie, Travis N. Thurston

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

No abstract provided.


34. "Language Weaves Its Tapestry": Crafting Found Poetry Using Ai Tools, Ruth Li Jan 2024

34. "Language Weaves Its Tapestry": Crafting Found Poetry Using Ai Tools, Ruth Li

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

In this chapter, I offer a pedagogical approach to teaching creative writing in the era of Al technologies. I share an activity that engages students in crafting found poetry using Al tools such as ChatGPT. Found poems are collage-like assemblages drawn from other sources such as newspaper or magazine articles. By immersing students in crafting found poems using Al, I inspire creative experimentation with Al-generated texts. Even as writing processes become automated and writing styles standardized, I posit that this found poem activity nurtures students' careful attunement to the materiality of language, to its shape and texture as words unfold …


33. Chatgpt Assistance In Creating Chemistry Practice Problems: Pitfalls, Positives, And Possibilities, Michael A. Christiansen Jan 2024

33. Chatgpt Assistance In Creating Chemistry Practice Problems: Pitfalls, Positives, And Possibilities, Michael A. Christiansen

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

ChatGPT, a relatively new Large Language Model (LLM) artificial intelligence (Al) chatbot, has gained significant attention as the most downloaded software app, accruing over 100 million users within two months of its release. This software can generate quick, articulate responses to virtually any textual query. Many educators are concerned about its potential for enabling student cheating. However, it currently suffers significant limitations in solving chemistry problems-documented through peer-reviewed articles and from the author's experience suggesting that chemistry students will perform far better, on average, by studying than by relying on ChatGPT. This is particularly true of math-centric problems, which the …


32. Using Generative Ai In The Music History Classroom, Reba Wissner Jan 2024

32. Using Generative Ai In The Music History Classroom, Reba Wissner

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

Generative Al affords students and college teaching both challenges and opportunities, though faculty mainly focus on the challenges, as most discussion centers on assignment modification to prevent plagiarism and concentrate on text-generating Al. However, there is an entire world of Al tools that are not text limited that can be used to create non-text-based outputs and can be used for information recall and transferability of student knowledge; these tools are well-suited to the arts. One discipline in which these tools can be used is music; specifically, music history. Al generation tools not specifically created for music, such as chatbots, can …


Part Vi: Section 6: Disciplinary Approaches, Beth Buyserie, Travis N. Thurston Jan 2024

Part Vi: Section 6: Disciplinary Approaches, Beth Buyserie, Travis N. Thurston

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

No abstract provided.


31. Collaborative Writing And Ai: A Research Assignment For An Undergraduate Professional Communication Course, Beth Buyserie Jan 2024

31. Collaborative Writing And Ai: A Research Assignment For An Undergraduate Professional Communication Course, Beth Buyserie

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

This chapter contextualizes and describes a collaborative Al research assignment for an in-person 2000-level Professional Communication general education course. This "Collaborative Writing and Al" assignment asks teams of students to 1) conduct their own secondary research on a specific topic connected to Al, 2) conduct primary research using Al itself, and 3) make recommendations to their peers and future colleagues in the profession or community on how to navigate and respond to a range of interdisciplinary conversations and perspectives on the technology. Within this chapter, the author provides a rationale for the assignment, includes suggestions for background readings included in …


30. Revising Llm Text To (Re)Discover Rhetoric In A Graduate Seminar, Clancy Ratliff Jan 2024

30. Revising Llm Text To (Re)Discover Rhetoric In A Graduate Seminar, Clancy Ratliff

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

In this essay, I share an assignment that asks students to engage in rhetorical revision of LLM text using a changelog table as a tool to document the revision. To demonstrate to the students what I was asking them to do, I did the assignment myself, and my example is included in this chapter as well. I argue that the style of generated text from LLMs calls for increased resistance to the norms and conventions of school writing and an embrace of writing that's more rhetorical: a bit more personal, risky, rule-breaking, creative, and experimental, intentionally centering purpose and audience. …


29. An Ai Workshop For The Overwhelmed And Uninterested, Ritamarie Hensley Jan 2024

29. An Ai Workshop For The Overwhelmed And Uninterested, Ritamarie Hensley

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

The impact of ChatGPT and other Generative Al technologies on the role of an Instructional Designer prompted a quest to understand the pros and cons of Al for course development. Despite initial enthusiasm from some educators, many instructors resisted Al, expressing concerns about assignments, academic integrity, and Al-induced hallucinations. The workshop is designed for faculty members who may feel overwhelmed by the myriad uses of Al in education or simply lack interest in Al tools. It offers nuanced approaches to assignments, emphasizes fostering digital literacy for academic integrity, and explores turning Al-induced hallucinations into teaching tools. The workshop also underscores …


27. Pushing Past The First Draft: Exercises In Revision, Jacob Taylor Jan 2024

27. Pushing Past The First Draft: Exercises In Revision, Jacob Taylor

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

This essay provides a series of global and local revision exercises for writing students to use while developing their revision processes. These revision exercises offer physical and digital possibilities, including opportunities to use Al learning models. Each of the included exercises can be done with or without the use of Al to accommodate individual preferences. The provided global revision strategies promote major structural and/or thematic revisions while requiring writing students to take risks. The local revision exercises help writing students tighten up sentences and improve minor stylistic elements while remaining focused on patterns they can begin to identify in future …


25. Using The Ai Explainpaper To Help Students Better Understand Journal Articles, Erin Jensen, Daniel Hutchinson Jan 2024

25. Using The Ai Explainpaper To Help Students Better Understand Journal Articles, Erin Jensen, Daniel Hutchinson

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

We have students use the Al Explainpaper to be able to read and understand journal articles as this is a common assignment in many core classes. In our experiences, students often struggle to understand the content of journal articles and then struggle to use the journal article as a source in their writing. The Al Explainpaper provides an opportunity for students to use the bot to better understand the journal article and have an opportunity to ask the program additional questions about the article. We have found Explainpaper to provide help to students in being able to read and understand …


24. Revisioning A Bibliography Assignment To Center Discovery And Critical Source Engagement, Lillian Campbell, Jenna Green, Nicole Bungert Jan 2024

24. Revisioning A Bibliography Assignment To Center Discovery And Critical Source Engagement, Lillian Campbell, Jenna Green, Nicole Bungert

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

This chapter shares context, assignment details, and impact of revisions of a research journal assignment in our first-year writing program at a mid-sized private university in the Midwest. With the rise of access to large language processing models like ChatGPT in Spring 2023, we reviewed our curriculum to consider what assignments might be most vulnerable to Al-generated writing. Our bibliography assignment was an obvious contender, since it focused on summary of individual sources. Thus, we worked with our research librarian liaison to reimagine this assignment, guided by a conversation about learning goals. After reviewing relevant scholarship on source use and …


Part V: Section 5: Teaching Resources, Beth Buyserie, Travis N. Thurston Jan 2024

Part V: Section 5: Teaching Resources, Beth Buyserie, Travis N. Thurston

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

No abstract provided.


22. Examining Ways Of Using Ai To Better Support Teaching Faculty, Mitigate Burnout, And Increase Teaching Creativity, Jennifer Grewe Jan 2024

22. Examining Ways Of Using Ai To Better Support Teaching Faculty, Mitigate Burnout, And Increase Teaching Creativity, Jennifer Grewe

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

Faculty burnout is a concern within academics particularly for the most student-centered teaching faculty. In attempts to support students, faculty can sometimes do so at the expense of their own time and energy that over time can become overwhelming. There exist many concerns within academia on the use of Al and yet this is a tool that could be helpful to teaching loads if utilized properly. This chapter explores ways in which Al might help alleviate some of the workload that teaching faculty experience, which is a start to addressing burnout issues. Ideas are shared in this chapter surrounding Al's …


21. My Summer With Chatgpt, Mary Lourdes Silva Jan 2024

21. My Summer With Chatgpt, Mary Lourdes Silva

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

Out of necessity, I first used ChatGPT to process mentally and emotionally two major injuries. Trapped at home for the entire summer, I learned to write with ChatGPT to complete a large-scale research project. The anthropomorphizing experience left me feeling less alone. For nearly a year, news about Al-generated writing software sparked nationwide concern about the future of traditional essays. As an early adopter of most digital technologies and the type of person who welcomes chaos, I chose to learn everything | could about ChatGPT, which meant I needed to learn how to "cheat" with ChatGPT. Inspired by similar assignments …


20. Fit To Resist In Post-Product Space: Underserved Student Populations And Generative Ai's Writing Norms, John Paul Tassoni Jan 2024

20. Fit To Resist In Post-Product Space: Underserved Student Populations And Generative Ai's Writing Norms, John Paul Tassoni

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

This essay describes ways the specter of Al altered interactions with students in a first-year composition course and how the response speaks to the broader impact of generative Al on underserved populations-especially in the sense that large language models and writing instruction can both affirm center/dominant discourses, values, and practices. The essay argues that the emergence of Al should shift writing instruction for "at-risk" and other marginalized student populations into post-product space. In such space, course work emphasizes students' negotiations with the expectations of higher education's hidden curriculum alongside the finished products that Al can now always already provide.


Part Iv: Section 4: Humanizing Technology, Beth Buyserie, Travis N. Thurston Jan 2024

Part Iv: Section 4: Humanizing Technology, Beth Buyserie, Travis N. Thurston

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

No abstract provided.


18. Cheating As Symptom, Not Disease, Adena Rivera-Dundas Jan 2024

18. Cheating As Symptom, Not Disease, Adena Rivera-Dundas

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

Students may turn to generative AI to cheat—not because they don't want to learn, but because academia has been structured to prioritize perfectionism over process. Considering the white supremacist context of academia's unspoken "hidden curriculum" enables educators to re-evaluate norms such as grading policies in order to create classrooms where generative AI can co-exist with essay writing.


17. Epistemological Clash: Ai And Ways Of Knowing, Emma Mecham Jan 2024

17. Epistemological Clash: Ai And Ways Of Knowing, Emma Mecham

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

AI highlights important epistemological debates, particularly for Indigenous communities


16. Use Of Ai In Teaching Social Statistics Or Data Analysis, Mudasir Mustafa Jan 2024

16. Use Of Ai In Teaching Social Statistics Or Data Analysis, Mudasir Mustafa

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

In face-to-face classrooms, culturally and critically conscious teachers fight to mediate skills, content, and students' backgrounds all within the bounds of a systematically flawed educational institution. For now, Als that aid in writing bypass that kind of meaningful work as Als reflect the corpus of published literature that overwhelmingly reflects historically problematic hierarchical biases.


15. Co-Creating Intersectional Design Narratives With Ai, Ha Nguyen Jan 2024

15. Co-Creating Intersectional Design Narratives With Ai, Ha Nguyen

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

This chapter presents a co-writing activity with generative Artificial Intelligence (GenAI) to help students reflect on intersectional perspectives in UX/UI (User Experience/User Interface) Design. The activity positions GenAI tools as a thought partner to help students question their assumptions and consider the long-term impact of their design.


12. Cultural Reproduction: Ais Interrupting The Cultural Healing Work Of Teachers, Belinda 'Ofakihevahanoa Fotu Jan 2024

12. Cultural Reproduction: Ais Interrupting The Cultural Healing Work Of Teachers, Belinda 'Ofakihevahanoa Fotu

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

The following is a narrative where a student who unwisely trusted AI to write his term paper, based off of a prompt and a historically culturally problematic text, The Lord of the Flies, realizes that the AI wrote a racist essay for him. Because this took place in a culturally and critically conscious classroom, the student was accountable for the deeply flawed ideas written by the AI.


11. Race Against The Machine, Samantha K. Yoder Jan 2024

11. Race Against The Machine, Samantha K. Yoder

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

This brief chapter asks readers to consider AI's connections to racial stereotypes and structural inequality.


10. Broadening Applications Of Artificial Intelligence In Education To Include Indigenous Ways Of Knowing, Megan Hamilton Jan 2024

10. Broadening Applications Of Artificial Intelligence In Education To Include Indigenous Ways Of Knowing, Megan Hamilton

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

Incorporating Indigenous ways of knowing with applications of artificial intelligence in education is necessary for promoting equitable and barrier-free learning opportunities for learners. Further research is needed as scholars and practitioners work toward bridging Indigenous ways of knowing with western forms of artificial intelligence in education in mutually beneficial ways.


9. Uses, Benefits, And Limitations Of Ai Chatbots: Implementing Chatgpt In The First-Year Writing Classroom, Walker Smith, Cora Alward, Jacob Morris, Lydia Peach, Veronica Pulley, Parker Routt, Kolby Sanders, Josh Vogeler Jan 2024

9. Uses, Benefits, And Limitations Of Ai Chatbots: Implementing Chatgpt In The First-Year Writing Classroom, Walker Smith, Cora Alward, Jacob Morris, Lydia Peach, Veronica Pulley, Parker Routt, Kolby Sanders, Josh Vogeler

Teaching and Generative AI: Pedagogical Possibilities and Productive Tensions

This essay shares the findings of a Spring 2023 honors composition course in which students conducted their own primary research project to investigate the uses and limitations of ChatGPT for first-year writers. By experimenting with integrating ChatGPT into various stages of their writing and revision processes, the students identified the strengths and weaknesses of the writing tool. Then, they observed and interviewed faculty as they graded different versions of essay drafts with varying levels of ChatGPT assistance. Ultimately, they found that ChatGPT was incredibly useful for certain small-scale tasks, but posed significant risks, especially for students with less experience in …