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Title: dilated convolution with learnable spacings.
Abstract: This thesis presents and evaluates the Dilated Convolution with Learnable Spacings (DCLS) method. Through various supervised learning experiments in the fields of computer vision, audio, and speech processing, the DCLS method proves to outperform both standard and advanced convolution techniques. The research is organized into several steps, starting with an analysis of the literature and existing convolution techniques that preceded the development of the DCLS method. We were particularly interested in the methods that are closely related to our own and that remain essential to capture the nuances and uniqueness of our approach. The cornerstone of our study is the introduction and application of the DCLS method to convolutional neural networks (CNNs), as well as to hybrid architectures that rely on both convolutional and visual attention approaches. DCLS is shown to be particularly effective in tasks such as classification, semantic segmentation, and object detection. Initially using bilinear interpolation, the study also explores other interpolation methods, finding that Gaussian interpolation slightly improves performance. The DCLS method is further applied to spiking neural networks (SNNs) to enable synaptic delay learning within a neural network that could eventually be transferred to so-called neuromorphic chips. The results show that the DCLS method stands out as a new state-of-the-art technique in SNN audio classification for certain benchmark tasks in this field. These tasks involve datasets with a high temporal component. In addition, we show that DCLS can significantly improve the accuracy of artificial neural networks for the multi-label audio classification task. We conclude with a discussion of the chosen experimental setup, its limitations, the limitations of our method, and our results.
Comments: | PhD Thesis |
Subjects: | Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Neural and Evolutionary Computing (cs.NE); Sound (cs.SD); Audio and Speech Processing (eess.AS) |
Cite as: | [cs.LG] |
(or [cs.LG] for this version) | |
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To cite an unpublished dissertation (one you got directly from the author or university in print form), add "Unpublished" to the bracketed description, and list the university at the end of the reference, outside the square brackets. APA format. Author last name, Initials. ( Year ).
Citing a published dissertation or thesis from a database. If a thesis or dissertation has been published and is found on a database, then follow the structure below. It's similar to the format for an unpublished dissertation/thesis, but with a few differences: Structure: Author's last name, F. M. (Year published).
A dissertation or thesis is considered published when it is available from a database such as ProQuest Dissertations and Theses Global or PDQT Open, an institutional repository, or an archive. If the database assigns publication numbers to dissertations and theses, include the publication number in parentheses after the title of the ...
Throughout your paper, you need to apply the following APA format guidelines: Set page margins to 1 inch on all sides. Double-space all text, including headings. Indent the first line of every paragraph 0.5 inches. Use an accessible font (e.g., Times New Roman 12pt., Arial 11pt., or Georgia 11pt.).
Thesis, from a commercial database. Lope, M. D. (2014). Perceptions of global mindedness in the international baccalaureate middle years programme: The relationship to student academic performance and teacher characteristics (Order No. 3682837) [Doctoral dissertation, University of Maryland].ProQuest Dissertations and Theses Global.
In-Text Citations. Resources on using in-text citations in APA style. The Basics General guidelines for referring to the works of others in your essay Author/Authors How to refer to authors in-text, including single and multiple authors, unknown authors, organizations, etc.
How to Cite a Dissertation or Thesis in APA 7th Edition. The APA dissertation or thesis citation isn't a one size fits all type of citation. The reason behind this is because APA offers a different format for a published and unpublished thesis or dissertation. However, you'll need to include information like: Author, A. A. (Year). Title of ...
Retrieved from ProQuest Dissertations & Theses Global. (1717577238). Dissertation, from an institutional database. Andrea, H. (2014). Effective networked nonprofit organizations: Defining the behavior and creating an instrument for measurement (Doctoral dissertation). Retrieved from https://etd.ohiolink.edu/ Unpublished master's thesis. Curry ...
Full Citation Rules. To cite a dissertation in APA on the References page, follow this formula: Author's Last Name, First Initial. Middle Initial. (Year). Title of dissertation/thesis (Publication No. #) [Dissertation type, University]. Database.
For 21 or more authors include the first 19 names followed by an ellipsis (…) and add the last author's name. Year of publication: Give the year in brackets followed by a full stop. Title of the dissertation: Only the first letter of the first word and proper nouns are capitalized. Publication number: Give the identification number of the ...
Doctoral dissertation/Master's thesis: List whether it is a dissertation or a thesis. University: List the university associated with the dissertation/thesis. ... APA calls for the citation to include a unique identifying number for the dissertation, labeling it "Publication No." That number can be found in Dissertations and Theses database ...
help with writing/formatting your dissertation, please email . [email protected] . or call (973)- 655-7442 for more information on how to schedule a writing consultation at the CWE. For doctoral students, the Center for Writing Excellence offers the following writing resources: • Writing Your Thesis, Prospectus, or Dissertation • APA 7 th
Thesis Paper AI Proofreader Essay Checker PhD dissertation APA editing Academic editing College admissions essay Personal statement English proofreading Spanish, French, or German. ... Improve your in-text citations and references for errors and inconsistencies using Scribbr's AI technology or human experts. Run a free check.
Dissertations, being significant academic works, often serve as invaluable sources of information. Knowing how to cite a dissertation APA 7th is crucial for academic writers and students. Here's a detailed guide to help you navigate this specific citation: General Format: Author's Last Name, First Initial.
Citing a Thesis or Dissertation. Thesis - A document submitted to earn a degree at a university.. Dissertation - A document submitted to earn an advanced degree, such as a doctorate, at a university.. The formatting for thesis and dissertation citations is largely the same. However, you should be sure to include the type of degree after the publication year as supplemental information.
A thesis is a long-term, large project that involves both research and writing; it is easy to lose focus, motivation, and momentum. Here are suggestions for achieving the result you want in the time you have. The dissertation is probably the largest project you have undertaken, and a lot of the work is self-directed.
Narrative citation: Harris (2014) When a dissertation or thesis is unpublished, include the description " [Unpublished doctoral dissertation]" or " [Unpublished master's thesis]" in square brackets after the dissertation or thesis title. In the source element of the reference, provide the name of the institution that awarded the degree.
APA Style (7th Edition) These OWL resources will help you learn how to use the American Psychological Association (APA) citation and format style. This section contains resources on in-text citation and the References page, as well as APA sample papers, slide presentations, and the APA classroom poster.
APA Style provides guidelines to help writers determine the appropriate level of citation and how to avoid plagiarism and self-plagiarism. We also provide specific guidance for in-text citation, including formats for interviews, classroom and intranet sources, and personal communications; in-text citations in general; and paraphrases and direct quotations.
Thesis & Dissertation Overview. When writing a long document such as a thesis or dissertation over a sustained time period, writers may find it difficult to stay motivated and make progress. Some institutions offer "dissertation retreats" or camps for helping writers make progress. An Intensive Writing Experience (IWE) is a similar event in ...
An APA citation generator is a software tool that will automatically format academic citations in the American Psychological Association (APA) style. It will usually request vital details about a source -- like the authors, title, and publish date -- and will output these details with the correct punctuation and layout required by the official ...
The heading " Thesis " or " Dissertation " is in all capital letters, centered one inch from the top of the page. Title. Your title must be in all capital letters, double spaced and centered. Your title on the title page must match the title on your GS30 - Thesis/Dissertation Submission Form; Submitted by block
Citation Generator: Automatically generate accurate references and in-text citations using Scribbr's APA Citation Generator, MLA Citation Generator, Harvard Referencing Generator, and Chicago Citation Generator. Plagiarism Checker: Detect plagiarism in your paper using the most accurate Turnitin-powered plagiarism software available to students.
Contains citations for dissertations and theses done at U.S., Canadian and some international institutions. Also available via Web of Sciences. ... Remember that your thesis or dissertation will be published online, and any third party copyrighted material that you include in your manuscript will also be openly available online. This means that ...
Theses and dissertations of this variety must display a main heading on the first page of the body, to differentiate the Abstract from the body of the document. That heading can be the title of the thesis/dissertation, or other text. Tables and Figures The body of theses and dissertations may contain Tables and/or Figures.
Thesis Writers & Duke Libraries; Browse all Guides at Duke Libraries; Define Archival Materials and Primary Sources; ... Consider using citation management software to collect, organize, share and format citations. Check out this citation tool comparison chart. Desktop client, over 5000 different styles, export from many library resources ...
Use saved references to "Cite While You Write" and produce a formatted term paper, thesis or dissertation. SESSIONS. The first session will be held from 2:30-3:20 p.m. Friday, Aug. 16; The second session from 10:45-11:35 a.m. Monday, Aug. 19; and. The third session from 11:50 a.m. to 12:40 p.m. Tuesday, Aug. 20.
Cui and Lou (J Differ Equ 261:3305-3343, 2016) proposed a reaction-diffusion-advection SIS epidemic model in heterogeneous environments, and derived interesting results on the stability of ...
This thesis presents and evaluates the Dilated Convolution with Learnable Spacings (DCLS) method. Through various supervised learning experiments in the fields of computer vision, audio, and speech processing, the DCLS method proves to outperform both standard and advanced convolution techniques. The research is organized into several steps, starting with an analysis of the literature and ...
Thesis & Dissertation; Thesis & Dissertation Overview Thesis and Dissertation: Getting Started; Conducting a Personal IWE; Setting Goals & Staying Motivated Ways to Approach Revision; Genre Analysis & Reverse Outlining; Sentences: Types, Variety, Concision; Paragraph Organization & Flow; Punctuation; University Thesis and Dissertation Templates