Detection of Cyberbullying Incidents on the Instagram Social Network (1503.03909v1)

Abstract: Cyberbullying is a growing problem affecting more than half of all American teens. The main goal of this paper is to investigate fundamentally new approaches to understand and automatically detect incidents of cyberbullying over images in Instagram, a media-based mobile social network. To this end, we have collected a sample Instagram data set consisting of images and their associated comments, and designed a labeling study for cyberbullying as well as image content using human labelers at the crowd-sourced Crowdflower Web site. An analysis of the labeled data is then presented, including a study of correlations between different features and cyberbullying as well as cyberaggression. Using the labeled data, we further design and evaluate the accuracy of a classifier to automatically detect incidents of cyberbullying.

• The paper details comprehensive LaTeX formatting instructions and submission standards for authors preparing manuscripts for AAAI Press publications.
• Authors must utilize the latest AAAI Press LaTeX macro and author kit, strictly adhering to technical specifications for fonts, layout, and required files.
• Following these guidelines ensures standardized publication presentation, streamlines submission, and maintains compliance with AAAI Press publication integrity.

Overview of AAAI Press LaTeX Formatting Instructions

This document serves as a comprehensive instruction manual for authors who intend to submit their papers to the AAAI Press using LaTeX for formatting. Predominantly technical, the paper focuses on ensuring standardized publication presentation across all AAAI-related events. It meticulously details the requirements for preparing and submitting electronic files in compliance with AAAI Press publication standards. Below, I will break down the specific sections and key aspects covered in the document.

The instructions are aimed at experienced LaTeX users who are familiar with structured document preparation. Potential candidates should adhere to the precise formatting conventions, ensuring that the visual and technical components of the manuscript are acceptable for AAAI proceedings or reports.

Key Instructions and Requirements

1. LaTeX Macros and Author Kit: Authors must utilize the latest AAAI Press LaTeX macro and download the full author kit. Adherence to these specific guidelines is critical to maintain uniformity in typesetting.
2. Submission Standards: The paper underlines an essential checklist that includes submitting a compliant PDF file, the main LaTeX source file, and all associated graphics. Moreover, it emphasizes the need for format-conformity and absence of misleading macros.
3. Technical Specifications:
   • Fonts and Formatting: Authors should employ only Times, Nimbus, or Computer Modern fonts. The document expressly prohibits the use of Type 3 fonts and empowers authors to utilize embedded fonts in graphical assets.
   • Paper Layout: Detailed specifications are provided for margins, column width, and document dimensions, strictly adhering to a two-column format over US letter-sized pages.
4. Incompatibilities and Prohibited Practices: Use of certain LaTeX packages such as hyperref and natbib is explicitly forbidden due to conflicts with the AAAI style files. Authors are also warned against commands that manipulate page layout to avoid incurring additional charges for alterations.
5. Metadata and Document Preparation: The inclusion of document metadata using PDFLaTeX is mandatory, and authors are advised on managing figure and table inclusions within the text to prevent layout overflow.
6. Submission Procedures and File Naming: There is a clear protocol for the submission of files, with stringent instructions to avert file overwriting or rejection due to improper submissions.

Implications and Future Directions

The implications of these formatting guidelines ensure a seamless integration of individual papers into the broader AAAI publication ecosystem, facilitating a consistent reader experience and professional presentation. While the guidelines are comprehensive, advancements in LaTeX and publication technologies might prompt iterative updates to these instructions. It would be prudent for future adaptations to permit integration with newer LaTeX packages, provided they maintain compatibility with AAAI's existing templates.

As LaTeX continues to develop, it is conceivable that AAAI could incorporate automated checks for compliance with its regulations, improving accessibility for authors with varying levels of LaTeX expertise. Moreover, collaboration with LaTeX developers to refine package compatibility could further streamline processes for submission and publication.

In conclusion, this AAAI Press guide provides exhaustive instructions for manuscript preparation, reinforcing standardization in academic publishing, maintaining the publication's integrity, and enhancing the dissemination of knowledge within the AI research community.