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CS229 Project Report: Automated Photo Tagging in Facebook
CS229 Project Report: Automated photo tagging in Facebook Sebastian Schuon, Harry Robertson, Hao Zou schuon, harry.robertson, haozou @stanford.edu Abstract We examine the problem of automatically identifying and tagging users in photos on a social networking environment known as Facebook. The presented au- tomatic facial tagging system is split into three subsys- tems: obtaining image data from Facebook, detecting faces in the images and recognizing the faces to match faces to individuals. Firstly, image data is extracted from Facebook by interfacing with the Facebook API. Secondly, the Viola-Jones’ algorithm is used for locat- ing and detecting faces in the obtained images. Fur- thermore an attempt to filter false positives within the Figure 1: Schematic of the Facebook crawler face set is made using LLE and Isomap. Finally, facial recognition (using Fisherfaces and SVM) is performed on the resulting face set. This allows us to match faces 2 Collecting data from Facebook to people, and therefore tag users on images in Face- book. The proposed system accomplishes a recogni- To implement an automatic image tagging system, one tion accuracy of close to 40%, hence rendering such first has to acquire the image data. For the platform we systems feasible for real world usage. have chosen to work on, namely Facebook, this task used to be very sophisticated, if not impossible. But with the recent publication of an API to their platform, this has been greatly simplified. The API allows third party applications to integrate into their platform and 1 Introduction most importantly to access their databases (for details see figure 1 and [3]). -
Uila Supported Apps
Uila Supported Applications and Protocols updated Oct 2020 Application/Protocol Name Full Description 01net.com 01net website, a French high-tech news site. 050 plus is a Japanese embedded smartphone application dedicated to 050 plus audio-conferencing. 0zz0.com 0zz0 is an online solution to store, send and share files 10050.net China Railcom group web portal. This protocol plug-in classifies the http traffic to the host 10086.cn. It also 10086.cn classifies the ssl traffic to the Common Name 10086.cn. 104.com Web site dedicated to job research. 1111.com.tw Website dedicated to job research in Taiwan. 114la.com Chinese web portal operated by YLMF Computer Technology Co. Chinese cloud storing system of the 115 website. It is operated by YLMF 115.com Computer Technology Co. 118114.cn Chinese booking and reservation portal. 11st.co.kr Korean shopping website 11st. It is operated by SK Planet Co. 1337x.org Bittorrent tracker search engine 139mail 139mail is a chinese webmail powered by China Mobile. 15min.lt Lithuanian news portal Chinese web portal 163. It is operated by NetEase, a company which 163.com pioneered the development of Internet in China. 17173.com Website distributing Chinese games. 17u.com Chinese online travel booking website. 20 minutes is a free, daily newspaper available in France, Spain and 20minutes Switzerland. This plugin classifies websites. 24h.com.vn Vietnamese news portal 24ora.com Aruban news portal 24sata.hr Croatian news portal 24SevenOffice 24SevenOffice is a web-based Enterprise resource planning (ERP) systems. 24ur.com Slovenian news portal 2ch.net Japanese adult videos web site 2Shared 2shared is an online space for sharing and storage. -
Common Sites and Apps Used by Teens
Common Sites and Apps Used by Teens SOCIAL NETWORKING: Facebook is the top social network on the web as it is used by more than 1 billion people each month. You can access this service using an app on a mobile device or internet service for a computer. People set up a profile and accept “friend requests.” There is a timeline to post events and share “status updates.” Certain groups can be set up as private or public. Users can be referenced in someone else’s text or picture (tagged). Teens are moving away from fb because many parents and grandparents are on the site. Officially, individuals should be 13 years of age to create an account but students in elementary schools report using this social networking site. Like Facebook, Twitter is a social network centered on microblogging with a 140-character text limit. An uploaded picture or text message is called a “Tweet.” The public can “follow” friends, celebrities, causes, businesses or tv shows. You can “tweet” live during a show by using # (hashtag). Students report concerning “subtweets,” which are comments intended for someone to see without mentioning their username, usually with a derogatory tone. Ask.fm is another popular pre-teen social networking website where users can ask other users questions. Users have to create an account to leave or receive comments. Ask.Fm is different than Facebook and Twitter because users can ask questions or leave comments anonymously. However, there is the option for users to not receive comments unless a sender identifies himself. This has been a popular venue for cyber-bullying. -
Xiaohongshu RED Guide
Your Guide To XiaoHongShu Published by Elaine Wong, Lauren Hallanan, and Miro Li 3 December 2018 Why We Created This Report Despite Xiaohongshu generating a lot of buzz in 2018, most of the English language content (and even much of the Chinese language content) continues to give a macro, high-level view of the platform with very few specifics. Why that is, we’re not sure, but there is clearly a need for a more in-depth explanation because, to be frank, most people still don’t truly understand the platform. So we took it upon ourselves to create this guide. Throughout this year we’ve observed that many brands feel lost and unsure when it comes to marketing on Xiaohongshu. That’s understandable based on the fact that it is a highly localized and comparatively new platform and most lack the experience using it. As a result, they fail to grasp what sets it apart, what makes it tick. In this report we attempt to explain what makes Xiaohongshu distinct, why the platform has become popular, and how to create the right style of content for the platform. If you have any questions, please feel free to reach out, our contact information is located at the end of the report! What is Xiaohongshu? Xiaohongshu () also known as “Little Red Book” or “RED” is one of the largest and fastest growing social e- commerce apps in China. Xiaohongshu describes itself as “a sharing platform for young people's lifestyles through deep-rooted UGC shopping sharing community The platform is designed to help users discover and purchase products, share recommendations, and provide helpful tips. -
Obtaining and Using Evidence from Social Networking Sites
U.S. Department of Justice Criminal Division Washington, D.C. 20530 CRM-200900732F MAR 3 2010 Mr. James Tucker Mr. Shane Witnov Electronic Frontier Foundation 454 Shotwell Street San Francisco, CA 94110 Dear Messrs Tucker and Witnov: This is an interim response to your request dated October 6, 2009 for access to records concerning "use of social networking websites (including, but not limited to Facebook, MySpace, Twitter, Flickr and other online social media) for investigative (criminal or otherwise) or data gathering purposes created since January 2003, including, but not limited to: 1) documents that contain information on the use of "fake identities" to "trick" users "into accepting a [government] official as friend" or otherwise provide information to he government as described in the Boston Globe article quoted above; 2) guides, manuals, policy statements, memoranda, presentations, or other materials explaining how government agents should collect information on social networking websites: 3) guides, manuals, policy statements, memoranda, presentations, or other materials, detailing how or when government agents may collect information through social networking websites; 4) guides, manuals, policy statements, memoranda, presentations and other materials detailing what procedures government agents must follow to collect information through social- networking websites; 5) guides, manuals, policy statements, memorandum, presentations, agreements (both formal and informal) with social-networking companies, or other materials relating to privileged user access by the Criminal Division to the social networking websites; 6) guides, manuals, memoranda, presentations or other materials for using any visualization programs, data analysis programs or tools used to analyze data gathered from social networks; 7) contracts, requests for proposals, or purchase orders for any visualization programs, data analysis programs or tools used to analyze data gathered from social networks. -
Systematic Scoping Review on Social Media Monitoring Methods and Interventions Relating to Vaccine Hesitancy
TECHNICAL REPORT Systematic scoping review on social media monitoring methods and interventions relating to vaccine hesitancy www.ecdc.europa.eu ECDC TECHNICAL REPORT Systematic scoping review on social media monitoring methods and interventions relating to vaccine hesitancy This report was commissioned by the European Centre for Disease Prevention and Control (ECDC) and coordinated by Kate Olsson with the support of Judit Takács. The scoping review was performed by researchers from the Vaccine Confidence Project, at the London School of Hygiene & Tropical Medicine (contract number ECD8894). Authors: Emilie Karafillakis, Clarissa Simas, Sam Martin, Sara Dada, Heidi Larson. Acknowledgements ECDC would like to acknowledge contributions to the project from the expert reviewers: Dan Arthus, University College London; Maged N Kamel Boulos, University of the Highlands and Islands, Sandra Alexiu, GP Association Bucharest and Franklin Apfel and Sabrina Cecconi, World Health Communication Associates. ECDC would also like to acknowledge ECDC colleagues who reviewed and contributed to the document: John Kinsman, Andrea Würz and Marybelle Stryk. Suggested citation: European Centre for Disease Prevention and Control. Systematic scoping review on social media monitoring methods and interventions relating to vaccine hesitancy. Stockholm: ECDC; 2020. Stockholm, February 2020 ISBN 978-92-9498-452-4 doi: 10.2900/260624 Catalogue number TQ-04-20-076-EN-N © European Centre for Disease Prevention and Control, 2020 Reproduction is authorised, provided the -
The Meet Group Teams with Digital Identity Company Yoti to Help Create Safer Communities Online
The Meet Group teams with digital identity company Yoti to help create safer communities online NEW HOPE, Pa., July 24, 2019 - The Meet Group,Inc. (NASDAQ: MEET), a leading provider of interactive live streaming solutions, and Yoti, a digital identity company, today announced that The Meet Group plans to trial Yoti’s innovative age verification and age estimation technologies designed to create safer communities online. The Meet Group, with more than 15 million monthly active users, helps people to find connection and community through its social networking and dating apps. As a company committed to the protection of its users, The Meet Group devotes approximately half of its workforce to safety and moderation, and continuously reviews its safety procedures with the goal of meeting the highest standards of online safety and security. The relationship allows Yoti to enhance The Meet Group’s strong existing safety measures, letting users verify their age with Yoti’s age estimation technology Yoti Age Scan, or the free Yoti app where a date of birth is verified to a government issued photo ID. Yoti’s technology can help moderators at The Meet Group ensure that minors do not create accounts. Geoff Cook CEO at The Meet Group commented, “A key part of helping people to create meaningful connections is to keep them safe online. We have already committed ourselves to one-tap report abuse capability, clear and frequent safety education, and proactive and transparent moderation, and now with Yoti’s age verification and estimation technologies, we look forward to being one of the few app operators in social or dating who can respond to reports of underage users quickly and accurately. -
My-Trac: System for Recommendation of Points of Interest on the Basis of Twitter Profiles
electronics Article My-Trac: System for Recommendation of Points of Interest on the Basis of Twitter Profiles Alberto Rivas 1,2,* , Alfonso González-Briones 1,2,3 , Juan J. Cea-Morán 1, Arnau Prat-Pérez 4 and Juan M. Corchado 1,2 1 BISITE Research Group, University of Salamanca, Edificio I+D+i, Calle Espejo 2, 37007 Salamanca, Spain; [email protected] (A.G.-B.); [email protected] (J.J.C.-M.); [email protected] (J.M.C.) 2 Air Institute, IoT Digital Innovation Hub, Carbajosa de la Sagrada, 37188 Salamanca, Spain 3 Research Group on Agent-Based, Social and Interdisciplinary Applications (GRASIA), Complutense University of Madrid, 28040 Madrid, Spain 4 Sparsity-Technologies, 08034 Barcelona, Spain; [email protected] * Correspondence: [email protected] Abstract: New mapping and location applications focus on offering improved usability and services based on multi-modal door to door passenger experiences. This helps citizens develop greater confidence in and adherence to multi-modal transport services. These applications adapt to the needs of the user during their journey through the data, statistics and trends extracted from their previous uses of the application. The My-Trac application is dedicated to the research and development of these user-centered services to improve the multi-modal experience using various techniques. Among these techniques are preference extraction systems, which extract user information from social networks, such as Twitter. In this article, we present a system that allows to develop a profile of the preferences of each user, on the basis of the tweets published on their Twitter account. The Citation: Rivas, A.; González-Briones, system extracts the tweets from the profile and analyzes them using the proposed algorithms and A.; Cea-Morán, J.J.; Prat-Pérez, A.; returns the result in a document containing the categories and the degree of affinity that the user has Corchado, J.M. -
Some Mobile Apps Add Anonymity to Social Networking
Log in / Create an account Search Subscribe Topics+ The Download Magazine Events More+ Connectivity Some Mobile Apps Add Anonymity to Social Networking Social-networking apps that eschew real names are gaining ground. by Rachel Metz February 6, 2014 On social networks like Facebook, Twitter, and LinkedIn, most people do not communicate freely, for fear of the repercussions. For just over a decade, Facebook has enforced the idea of an authentic online identity tied to each user of a social network. This might be fine for sharing news of a promotion or new baby with friends, but sometimes you’d probably like to post a status update that won’t go on your permanent record. This urge might explain why millions of people, many of them under the age of 25, are flocking to a free smartphone app called Whisper, which lets you share thoughts—a few lines of text set against a background image—without adding your real name. Secret, a newer free app for the iPhone that shares posts anonymously through your existing social networks, is based on the same idea. After years spent filling social networks like Facebook and Twitter with the minutiae of our lives, we’ve left permanent, heavily curated trails of personal data in our wake—over 1.2 billion of them on Facebook alone, judging by its user count. New apps allow us to continue being social without worrying about the repercussions of sharing the most personal confessions. “Facebook is more like the global social network; it’s like our communication layer to the world,” says Anthony Rotolo, an assistant professor at Syracuse University, who studies social networks. -
Privacy Perceptions of Photo Sharing in Facebook
Privacy Perceptions of Photo Sharing in Facebook Andrew Besmer, Heather Richter Lipford Department of Software and Information Systems University of North Carolina at Charlotte 9201 University City Blvd. Charlotte, NC 28223 {arbesmer, Heather.Lipford}@uncc.edu 1. INTRODUCTION Online photo sharing applications are increasingly popular, offering users new and innovative ways to share photos with a variety of people. Many social networking sites are also incorporating photo sharing features, allowing users to very easily upload and post photos for their friends and families. For example, Facebook is the largest photo sharing site on the Internet with 14 million photos uploaded daily [2]. Integrating photo Figure 1. Example of Facebook and Prototype sharing within social networking communities has also provided the opportunity for user-tagging, annotating and linking images to the identities of the people in them. This feature further increases 3. RESULTS the opportunities to share photos among people with established As with other photo sharing sites, users expressed the social value offline relationships and has been largely successful. However, of being able to upload and view photos within their social this increased access to an individual’s photos has led to these networks. No doubt this social value is the reason 14 million new images being used for purposes that were not intended. For photos are added on Facebook each day. However, not example, photos on Facebook profiles have been used by surprisingly, users do have privacy concerns that are difficult to employers [5] and law enforcement [6] to investigate the behavior deal with due the wide reach of their images and the lack of of individuals. -
Building a Personal Political Brand Using Facebook and Instagram Advertising
BUILDING A PERSONAL POLITICAL BRAND USING FACEBOOK AND INSTAGRAM ADVERTISING Jyväskylä University School of Business and Economics Master’s Thesis 2020 Author: Tommi Puomisto Subject: Digital Marketing and Corporate Communication Supervisor: Heikki Karjaluoto ABSTRACT Author Tommi Puomisto Title Building a personal political brand using Facebook and Instagram advertising Subject Type of work Digital Marketing and Corporate Master’s thesis Communication Date Number of pages 16.6.2020 86 The how and where of political marketing and branding has changed significantly in the past decade. Social networking sites are increasingly used by actors like political parties to brand themselves and interact digitally with voters in real-time. While political branding has been researched extensively from the external perspective of the audience, the internal perspective, “brand identity”, and especially that of individual politicians has remained under-researched, thus presenting a potential research gap. The goal of this thesis is to increase the understanding of the role of Facebook and Instagram advertising in building a personal political brand from the internal perspective of the brand owner and internal stakeholders, therefore addressing the call for further research on the internal perspective of branding. This study is a mixed methods research and was carried out as a single case study. The case was an election campaign of a single political candidate in the Finnish parliamentary elections of 2019. Qualitative data was collected through semi-structured interviews, which were processed through the thematic analysis approach. Quantitative secondary performance data of the campaign’s social media advertising was then analyzed and compared with the findings of the qualitative thematic analysis. -
We Have to Acknowledge That Consumers Are Controlling The
© Hugh MacLeod. www.gapingvoid.com We have to acknowledge that consumers are controlling the conversation about brands more than ever and they are doing it in real time, online, way faster than you can churn out an ad or distribute a news release. While social media is not the absolute answer to all marketing issues, I think it definitely provides insight into customer behaviors and allows clients to participate in conversations about their brand/ product/service on a more proactive and intimate level. We!ve designated a team of specialists that are immersed in all levels of social media. They spend time scouring the Web, read books and blogs, attend training, workshops and seminars, and actively participate to understand social media inside and out. - Nicole Torstenson, Sr. Marketing Strategist, Innova Ideas & Services © Hugh MacLeod. www.gapingvoid.com Let’s focus on: Nevermind. dominant ual ling ultil h/m l is rta an MR or spa p p p h h o o t t o social networks o social networks + s o o crowd s crowd s c ii p p a ll a n a e content n tt source n source w i i o s s rr k h i h i n based g / / location m u sh llt ngllii d iillii e o ng nt m u miinan in all do a n s t ms space usic mobile communities mu sociiall n e t d w at video ing o Es tu grito r k s portal t n a iin m o d s ks e rk ng o lis w h tw e t n iinterest Innova Ideas & Services | www.innovaideasandservices.com Nannette Rodríguez | Director of Hispanic Marketing, Business Development | 515.697.7200 | [email protected] @rodriguez24 (Twitter) | Nannette Rodriguez+Des Moines (Facebook, Linked In, MySpace) Web Progression Web 1.0 Web 2.0 Web 3.0 Web 3.5 In the beginning, Then it progressed Commerce then A subset of social the Web served into a place for ushered an era of networks and as an info transactions.