computational social media lecture 07: crowdsourcing
|
|
- Myron Harvey
- 6 years ago
- Views:
Transcription
1 computational social media lecture 07: crowdsourcing daniel gatica-perez
2 reminders HW3: Algorithmic Bias Check (also on course website) Due Thu Last lecture of the semester Fri Same time
3 this lecture 1. introduction 2. definitions & categorization of crowdsourcing systems 3. understanding crowdsourcing research analyzing crowdsourcing workers & systems designing crowdsourcing systems open issues
4 1. introduction
5
6 Human Computation (Luis von Ahn, 2004) espgame.org, gwap.com L. von Ahn & L. Dabbish, Labeling Images with a Computer Game, in Proc. ACM CHI
7 image:
8 2. definitions & categorization of crowdsourcing systems
9 term coined by Jeff Howe (2005)
10 definition of crowdsourcing source: cooltownstudios crowdsourcing is an online, distributed problem-solving and production model that leverages the collective intelligence of online communities to serve specific organizational goals crowds are given the opportunity to respond to tasks promoted by the organization motivated to respond for a variety of reasons. D. C. Brabham, Crowdsourcing, MIT Press, 2013
11 key ingredients of crowdsourcing 1. an organization (or entity) that has a task it needs performed 2. a community that is willing to perform the task voluntarily 3. an environment that allows the work to take place and the community to interact with the organization 4. mutual benefit for organization and community D. C. Brabham, Crowdsourcing, MIT Press, 2013 credit (cc):
12 a problem-focused categorization type how it works ideal kind of problems examples knowledge discovery & management crowd has to find & collect info into a common format info gathering, reporting problems, creation of collective resources peer-to-patent.org D. C. Brabham, Crowdsourcing, MIT Press, 2013 seeclickfix.com
13
14
15
16 a problem-focused categorization type how it works ideal kind of problems examples knowledge discovery & management crowd has to find & collect info into a common format info gathering, reporting problems, creation of collective resources peer-to-patent.org broadcast search crowd has to solve empirical problems ideation problems with innocentive.com empirical provable solution like scientific problems D. C. Brabham, Crowdsourcing, MIT Press, 2013 seeclickfix.com
17
18 a problem-focused categorization type how it works ideal kind of problems examples knowledge discovery & management crowd has to find & collect info into a common format info gathering, reporting problems, creation of collective resources peer-to-patent.org broadcast search crowd has to solve empirical problems ideation problems with innocentive.com empirical provable solution like scientific problems peer-vetted creative production crowd creates & selects creative ideas ideation problems where solutions are matter of taste such as design & aesthetics D. C. Brabham, Crowdsourcing, MIT Press, 2013 seeclickfix.com threadless.com crashthesuperbowl.com nextstopdesign.com
19
20
21 one world (MadV, Nov. 2006)
22 video replies: most responded video
23
24
25
26 a problem-focused categorization type how it works ideal kind of problems examples knowledge discovery & management crowd has to find & collect info into a common format info gathering, reporting problems, creation of collective resources peer-to-patent.org broadcast search crowd has to solve empirical problems ideation problems with innocentive.com empirical provable solution like scientific problems peer-vetted creative production crowd creates & selects creative ideas ideation problems where solutions are matter of taste such as design & aesthetics threadless.com distributed human intelligence tasking crowd analyzes large amounts of information large-scale data analysis where human intelligence is more effective/efficient than machine intelligence mturk.com D. C. Brabham, Crowdsourcing, MIT Press, 2013 seeclickfix.com crashthesuperbowl.com nextstopdesign.com crowdflower.com
27 HIT: Human Intelligence Task
28
29
30
31 connections between crowdsourcing & social media crowdsourcing & social media face similar challenges + motivate / incentivize users & workers + sustainability of site activity + community management social media as implicit crowdsourcing crowdsourcing can use social media as channels + use Twitter to crowdsource city reports + post videos on YouTube + use Facebook for recruitment for workers crowdsourcing can involve online social interaction + vote / rate / comment on other people s contributions credit (cc):
32 3. understanding crowdsourcing research
33 categorizing crowdsourcing research analyzing crowdsourcing workers & systems designing crowdsourcing systems crowdsourcing uses & applications
34 3.1 analyzing crowdsourcing workers & systems
35 example 1: who are the crowdworkers? J. Ross, L. Irani, M.S. Silberman, A. Zaldivar, and B. Tomlinson. Who are the Crowdworkers? Shifting Demographics in Mechanical Turk, in Proc. ACM CHI Extended Abstracts, 2010.
36 J. Ross, L. Irani, M.S. Silberman, A. Zaldivar, and B. Tomlinson. Who are the Crowdworkers? Shifting Demographics in Mechanical Turk, in Proc. ACM CHI Extended Abstracts, 2010.
37 reported annual household income by country (USD) J. Ross, L. Irani, M.S. Silberman, A. Zaldivar, and B. Tomlinson. Who are the Crowdworkers? Shifting Demographics in Mechanical Turk, in Proc. ACM CHI Extended Abstracts, 2010.
38
39
40 how well do crowdworkers do their job?
41 example 2: crowdworker modeling issues: 1 - annotators might not be of same quality 2 objects might not have same difficulty 3 ground-truth might not exist at all this and the next 3 slides are taken from: Marco Tagliasacchi, Crowdsourcing for Multimedia Retrieval, Summer School on Social Media Modeling and Search,
42 aggregating judgments a classifier M. Tagliasacchi, Crowdsourcing for Multimedia Retrieval, Summer School on Social Media Modeling and Search, Sep
43 the basic idea (Dawid & Skene, 1979) i: object j: annotator (a.k.a. sensitivity) (a.k.a. specificity) A. P. Dawid and A. M. Skene, Maximum Likelihood Estimation of Observer Error-Rates Using the EM Algorithm, J. of the Royal Statistical Society. Series C, Vol. 28, No. 1, pp , 1979 M. Tagliasacchi, Crowdsourcing for Multimedia Retrieval, Summer School on Social Media Modeling and Search, Sep
44 the basic idea (2) (Dawid & Skene, 1979) Estimates of the true labels are produced in the E-step Estimates of the alpha parameters are produced in the M-step The learned parameters can be used to remove poor annotators in a crowdsourced annotation task and to better inform the process M. Tagliasacchi, Crowdsourcing for Multimedia Retrieval, Summer School on Social Media Modeling and Search, Sep
45 further reading if you who want to know more Aashish Sheshadri and Matthew Lease SQUARE: A Benchmark for Research on Computing Crowd Consensus In Proc. 1st AAAI Conference on Human Computation (HCOMP) 2013
46 3.2. designing crowdsourcing systems
47 let s say you have a job for MTurk
48 crowdsourcing tasks in MTurk: tricks of the trade ownership: host your data on Mturk or not? biases: MTurkers aren t fair sample of world population engagement: is the task fun? entertaining? complexity: how difficult or time-involved is the task? payment: what is a fair rate for workers? interaction: create community of trusted workers geography: limit workers to one country/region? spam: use tricks to verify no spammers fill tasks qualifications: engage workers of recognized quality quality: use model to reduce effect of bad responses W. Mason and S. Suri, Conducting behavioral research on Amazon s Mechanical Turk, Behavior Research Methods, Volume 44, Vol. 1 pp 1-23, Mar. 2012
49 for further details paper: W. Mason and S. Suri, Conducting behavioral research on Amazon s Mechanical Turk, Behavior Research Methods, Volume 44, Vol. 1 pp 1-23, Mar slides:
50 why do crowds participate? motivations (Deci & Ryan, 1985) intrinsic: doing an activity for its inherent satisfactions rather than for some separable consequence + fun + challenge extrinsic: an activity that is done in order to attain some separable outcome + financial reward + social pressure extrinsec motivations tend to undermine intrinsic ones E. L. Deci and R. M Ryan, Intrinsic Motivation and Self-determination in Human Behavior, Plenum Press, 1985 D. C. Brabham, Crowdsourcing, MIT Press, 2013
51 why do crowds participate? to earn money to develop creative skills to network with other creative professionals to build a portfolio for future employers to challenge oneself to solve a tough problem to socialize and make friends to pass time when bored to contribute to a larger project of common interest to share with others to have fun D. C. Brabham, Crowdsourcing, MIT Press, 2013 credit (cc):
52 3.3. (a few other) open issues
53 innovation: crowdsourcing & google glass OpenGlass project: applications to help blind and visually impaired users identify objects via crowdsourcing
54 discovery: citizen science "Foldit attempts to predict the structure of a protein by taking advantage of humans' puzzle-solving intuitions and having people play competitively to fold the best proteins,"
55
56 crowdsourcing as practice intellectual property & copyright + who owns my idea if it wins? if if doesn t? unfair business practices + crowdsourcing used for manipulation: fake reviews of products & services labor rights + fair payment, spec work, transnational jobs, + does crowdsourcing dump salaries? credit (cc): D. C. Brabham, Crowdsourcing, MIT Press, 2013
57 Mary L Gray (MSR): Ethnographic study of the people who offer projects and the workers who provide labor through Mechanical Turk. There's a conversation in media studies right now about "immaterial labor" as part of the new economy of digital media I want to look at this other world of labor to find out who "Mechanical Turks" are, what motivates "buyers" and "sellers" of MTURK skills, and what kind of labor they feel they're exchanging. The project offers a way to think through the politics and ethics of MTURK and the material labor it reflects.
58 what to remember crowdsourcing & social media have many common points from online participation to incentives & sustainability crowdsourcing is a very active research field understanding of workers & systems models & frameworks for system design new uses & applications many issues remain open both technical & societal
59 questions? @dgaticaperez
Web Science & Technologies University of Koblenz Landau, Germany. Human Computation. Cristina Sarasua
Web Science & Technologies University of Koblenz Landau, Germany Table of contents Human computation A definition for human computation Different models for human computation Games with a purpose Crowdsourcing
More informationHuman Computation and Crowdsourcing Systems
Human Computation and Crowdsourcing Systems Walter S. Lasecki EECS 598, Fall 2015 Who am I? http://wslasecki.com New to UMich! Prof in CSE, SI BS, Virginia Tech, CS/Math PhD, University of Rochester, CS
More informationVISUAL ARTS STANDARD Grades 6-8
VISUAL ARTS STANDARD Grades 6-8 Big Idea: CRITICAL THINKING AND REFLECTION Enduring Understanding 1: Cognition and reflection are required to appreciate, interpret, and create with artistic intent. VA.68.C.1.1
More informationCS 5306 INFO 5306: Crowdsourcing and Human Computation
CS 5306 INFO 5306: Crowdsourcing and Human Computation Lecture 2 Haym Hirsh Killer whales are beautiful animals I remember seeing these huge beautiful smooth black and white creatures jumping high into
More information12/1/2010. Internet Enabled Human Computation. To do. Crowdsourcing. Powerset. Built in 1770 by Wolfgang von Kempelen. CSE 454 Daniel Weld
Internet Enabled Human Computation CSE 454 Daniel Weld Built in 1770 by Wolfgang von Kempelen To do Challenge - Mechanisms for deterring vandals Reputation Gold standard answers Randomized redundancy Balloon
More informationCrowdsourcing and Its Applications on Scientific Research. Sheng Wei (Kuan Ta) Chen Institute of Information Science, Academia Sinica
Crowdsourcing and Its Applications on Scientific Research Sheng Wei (Kuan Ta) Chen Institute of Information Science, Academia Sinica PNC 2009 Crowdsourcing = Crowd + Outsourcing soliciting solutions via
More informationState Content Standards for New Mexico
Episode 101 What Is a Biz Kid? Episode 102 What Is Money? Episode 103 How Do You Get Money? Episode 104 What Can You Do with Money? Episode 105 Money Moves Episode 106 Taking Charge of Your Financial Future
More informationGUIDE BOOK ON CREATING, MARKETING & RUNNING YOUR CROWDFUNDING CAMPAIGN
GUIDE BOOK ON CREATING, MARKETING & RUNNING YOUR CROWDFUNDING CAMPAIGN CONTENT SECTION 1 Creating your project 3 PROJECT TITLE 4 PROJECT DESCRIPTION 4 VIDEO 5 REWARDS 6 BIOGRAPHY 7 SECTION 3 Marketing
More informationCrowdsourcing Cultural Heritage
Crowdsourcing Cultural Heritage Alyssa Pacy Archivist Cambridge Public Library Digital Commonwealth Conference April 8, 2014 Presentation based on a paper by Frederick Zarndt, Brian Geiger, Alyssa Pacy,
More informationInformation Services with Social Components
Information Services with Social Components Wolf-Tilo Balke Institute for Information Systems Technische Universität Braunschweig http://www.ifis.cs.tu-bs.de Semantic Metadata Most Information services
More informationAn Overview to Human Computation. Dr. Ling-Jyh Chen Institute of Information Science, Academia Sinica
An Overview to Human Computation Dr. Ling-Jyh Chen (cclljj@iis.sinica.edu.tw) Institute of Information Science, Academia Sinica Outline What is Human Computation? Human Computation Examples Human Computation
More informationFrom alienation to relation: Modes of production in crowd work
Karin Hansson, Tanja Aitamurto, Thomas Ludwig, Michael Muller (2016): From alienation to relation: Modes of production in crowd work. In Karin Hansson, Tanja Aitamurto, Thomas Ludwig, Michael Muller (Eds.),
More informationSeaFish: A Game for Collaborative and Visual Image Annotation and Interlinking
SeaFish: A Game for Collaborative and Visual Image Annotation and Interlinking Stefan Thaler 1, Katharina Siorpaes 1,DavidMear 3, Elena Simperl 1,2, and Carl Goodman 3 1 University of Innsbruck, STI-Innsbruck,
More informationProfitable Consulting Fees
Profitable Consulting Fees Brought to you by: ConsultingVideos.com Copyright (C) 2008 - ConsultingVideos.com Page 1(22) Calculate Hourly Consulting Fees - Method 1 - Copyright (C) 2008 - ConsultingVideos.com
More informationR.I.T. Design Thinking. Synthesize and combine new ideas to create the design. Selected material from The UX Book, Hartson & Pyla
Design Thinking Synthesize and combine new ideas to create the design Selected material from The UX Book, Hartson & Pyla S. Ludi/R. Kuehl p. 1 S. Ludi/R. Kuehl p. 2 Contextual Inquiry Raw data from interviews
More informationINFO/CS 4302 Web Informa6on Systems
INFO/CS 4302 Web Informa6on Systems FT 2012 Week 13: Human Computa6on - Bernhard Haslhofer - This course so far... Web Architecture Internet Web Identification REST Linked Data Data XML XSLT JSON Today
More informationHow to encourage the crowd?
How to encourage the crowd? A Study about User Typologies and Motivations on Crowdsourcing Platforms Full paper available here: http://dx.doi.org/10.1109/ucc.2013.98 Daniel Schultheiss, Anja Blieske, Anja
More informationHamburg, 25 March nd International Science 2.0 Conference Keynote. (does not represent an official point of view of the EC)
Open Science: Public consultation on "Science 2.0: Science in transition" Key results, insights and possible follow up J.C. Burgelman S.Luber, R. Von Schomberg, W. Lusoli European Commission DG Research
More information2009 New Jersey Core Curriculum Content Standards - Technology
P 2009 New Jersey Core Curriculum Content s - 8.1 Educational : All students will use digital tools to access, manage, evaluate, and synthesize information in order to solve problems individually and collaboratively
More informationPaid Surveys Secret. The Most Guarded Secret Top Survey Takers Cash In and Will Never Tell You! Top Secret Report. Published by Surveys & Friends
Paid Surveys Secret The Most Guarded Secret Top Survey Takers Cash In and Will Never Tell You! Top Secret Report Published by Surveys & Friends http://www.surveysandfriends.com All Rights Reserved This
More informationInterviews. The Four Interview Questions You Must be Able to Answer
An interview is a two-way exchange of information. While the interviewer is interested in learning more about what you have to offer, the interviewee (you!) should be interested in learning more about
More informationTransparency! in open collaboration environments
Transparency in open collaboration environments Laura Dabbish Associate Professor Human-Computer Interaction Institute & Heinz College Carnegie Mellon University If there were such a thing as complete
More informationThe Art and Fun of User Integration. Consortium Building Workshop Brussels, April 16, 2015
The Art and Fun of User Integration Consortium Building Workshop Brussels, April 16, 2015 Who or what is YOUSE? YOUSE GmbH Quick Facts Foundation: 2009 Locations: Berlin, Munich, Stuttgart Staff: 14 Services:
More informationNichesourcing: Harnessing the Power of Crowds of Experts
Nichesourcing: Harnessing the Power of Crowds of Experts Victor de Boer 1, Michiel Hildebrand 1, Lora Aroyo 1, Pieter De Leenheer 12, Chris Dijkshoorn 1, Binyam Tesfa 1, Guus Schreiber 1 1 The Network
More informationPublished as: Griffiths, M.D. (2011). Gaming convergence: Further legal issues and psychosocial impact. Gaming Law Review and Economics, 14,
Published as: Griffiths, M.D. (2011). Gaming convergence: Further legal issues and psychosocial impact. Gaming Law Review and Economics, 14, 461-464. Social gambling via Facebook: Further observations
More informationTips to Staying Motivated & Productive All Summer Long
Tips to Staying Motivated & Productive All Summer Long Introduction Whether you work from home, own your own business, have a side hustle/business, work in a corporate office or are a work at home parent,
More informationScience of Science & Innovation Policy and Understanding Science. Julia Lane
Science of Science & Innovation Policy and Understanding Science Julia Lane Graphic Source: 2005 Presentation by Neal Lane on the Future of U.S. Science and Technology Tag Cloud Source: Generated from
More informationCrowdsourcing the orphan works problem
Crowdsourcing the orphan works problem Maurizio Borghi & Marcella Favale Centre for Intellectual Property Policy & Management Bournemouth University EPIP 2015, Glasgow The EnDOW project EnDOW: Enhancing
More informationData Collection: Christmas Bird Count Counting Started: 1899
Data Collection: Christmas Bird Count Counting Started: 1899 Idea Competition: Nicolas Appert s Food Canning Competition started: 1795 Awards Won: 1810 2 5 E.g. Sorting Algorithms: Many sorting algorithms
More informationEuropean Circular Economy Stakeholder Conference Brussels, February 2018 Civil Society Perspectives
European Circular Economy Stakeholder Conference Brussels, 20-21 February 2018 Civil Society Perspectives On the 20 th and 21 st February 2018, the European Commission and the European Economic and Social
More information(Excerpted from the book The Accelerated Job Search by Wayne D. Ford, Ph.D, published by
(Excerpted from the book The Accelerated Job Search by Wayne D. Ford, Ph.D, published by The Management Advantage, Inc.) 1. Tell me about yourself: The most often asked question in interviews. You need
More informationOutline. Collective Intelligence. Collective intelligence & Groupware. Collective intelligence. Master Recherche - Université Paris-Sud
Outline Online communities Collective Intelligence Michel Beaudouin-Lafon Social media Recommender systems Université Paris-Sud mbl@lri.fr Crowdsourcing Risks and challenges Collective intelligence Idea
More informationTrenton Public Schools. Fifth Grade Technological Literacy 2013
Goals By the end of fifth grade students will be able to: Select appropriate software to create a variety of documents Use database software define fields & input data Create a database, define fields,
More informationAI Fairness 360. Kush R. Varshney
IBM Research AI AI Fairness 360 Kush R. Varshney krvarshn@us.ibm.com http://krvarshney.github.io @krvarshney http://aif360.mybluemix.net https://github.com/ibm/aif360 https://pypi.org/project/aif360 2018
More informationCorrelation Guide. Wisconsin s Model Academic Standards Level II Text
Presented by the Center for Civic Education, The National Conference of State Legislatures, and The State Bar of Wisconsin Correlation Guide For Wisconsin s Model Academic Standards Level II Text Jack
More informationCourse Form for PKU Summer School International 2019
Course Form for PKU Summer School International 2019 Course Title The Social Implications of Computing Teacher Josh Hug First day of classes July 15, 2019 Last day of classes July 26, 2019 Course Credit
More informationLOYALTY, MOTIVATIONAL AND GAMIFICATION PLATFORMS FOR BUSINESS
LOYALTY, MOTIVATIONAL AND GAMIFICATION PLATFORMS FOR BUSINESS GAMIFICATION HAS MORE THAN ONE NAME When we talk about the topic of gamification, it turns out that every one of us has a different idea of
More informationUnit 1B-Modelling with Statistics. By: Niha, Julia, Jankhna, and Prerana
Unit 1B-Modelling with Statistics By: Niha, Julia, Jankhna, and Prerana [ Definitions ] A population is any large collection of objects or individuals, such as Americans, students, or trees about which
More informationOur position. ICDPPC declaration on ethics and data protection in artificial intelligence
ICDPPC declaration on ethics and data protection in artificial intelligence AmCham EU speaks for American companies committed to Europe on trade, investment and competitiveness issues. It aims to ensure
More informationBoard/Authority Authorized Course Framework Template
Board/Authority Authorized Course Framework Template School District/Independent School Authority Name: Okanagan Skaha School District 67 Developed by: Fiona Bickell and Caroline Goodjohn School Name:
More informationIntroducing Elsevier Research Intelligence
1 1 1 Introducing Elsevier Research Intelligence Stefan Blanché Regional Manager Elsevier September 29 th, 2014 2 2 2 Optimizing Research Partnerships for a Sustainable Future Elsevier overview Research
More informationOne Hour YouTube Pro... 3 Section 1 One Hour YouTube System... 4 Find Your Niche... 4 ClickBank... 5 Tips for Choosing a Product...
One Hour YouTube Pro... 3 Section 1 One Hour YouTube System... 4 Find Your Niche... 4 ClickBank... 5 Tips for Choosing a Product... 7 Keyword Research... 7 Section 2 One Hour YouTube Traffic... 9 Create
More informationNetworking. Why you need to Network. When it comes to looking for a job, it s not what you know, it s who you know.
You ve heard the old saying: When it comes to looking for a job, it s not what you know, it s who you know. Well, there are a couple of major problems with that little nugget of wisdom: If you know a lot
More informationCopyright 2012 Social Media Marketeers. All rights reserved worldwide. LEGAL DISCLAIMER This report is protected by international copyright law and may not be copied, reproduced, given away, or used to
More informationSampling Terminology. all possible entities (known or unknown) of a group being studied. MKT 450. MARKETING TOOLS Buyer Behavior and Market Analysis
Sampling Terminology MARKETING TOOLS Buyer Behavior and Market Analysis Population all possible entities (known or unknown) of a group being studied. Sampling Procedures Census study containing data from
More informationWhy Do Candidates Fail in an Interview?
Interviews Poor grooming Poor waiting hall behavior Discourteous and ungraceful body language Lack of punctuality Monetary benefits-centric approach Why Do Candidates Fail in an Interview? Poor manners
More informationPart I. General issues in cultural economics
Part I General issues in cultural economics Introduction Chapters 1 to 7 introduce the subject matter of cultural economics. Chapter 1 is a general introduction to the topics covered in the book and the
More informationResearch on Intellectual Property Benefits Allocation Mechanism Using Case of Regional-Development Oriented Collaborative Innovation Center of China
Open Journal of Applied Sciences, 2015, 5, 428-433 Published Online August 2015 in SciRes. http://www.scirp.org/journal/ojapps http://dx.doi.org/10.4236/ojapps.2015.58042 Research on Intellectual Property
More informationIntroduction to Computer Science - PLTW #9340
Introduction to Computer Science - PLTW #9340 Description Designed to be the first computer science course for students who have never programmed before, Introduction to Computer Science (ICS) is an optional
More informationBREAKING GROUND 2012: THIS ONE S DIFFERENT TOOL KIT
BREAKING GROUND 2012: THIS ONE S DIFFERENT TOOL KIT Welcome to the story, And thank you. By volunteering to be a fundraiser in Breaking Ground 2012 (Oct 15 - Nov 18), you are housing and educating children
More informationSelf-Care Revolution Workbook 5 Pillars to Prevent Burnout and Build Sustainable Resilience for Helping Professionals
Self-Care Revolution Workbook 5 Pillars to Prevent Burnout and Build Sustainable Resilience for Helping Professionals E L L E N R O N D I N A Find Your Rhythm Pillar 1: Define Self-Care There s only one
More informationUDIS Programme of Inquiry
UDIS Programme of Inquiry This is the school s programme of inquiry. These units are used at every level of the school from Preschool to Year 6. For both K1/K2, Y1/2 and Y3/4 each set of classes shares
More informationHuman-AI Partnerships. Nick Jennings Vice-Provost (Research and Enterprise) & Professor of Artificial Intelligence
Human-AI Partnerships Nick Jennings Vice-Provost (Research and Enterprise) & Professor of Artificial Intelligence n.jennings@imperial.ac.uk AI in the Movies 2 Stephen Hawking AI is Important The development
More informationTABLE OF CONTENTS. Introduction 1. Abstract 3. Features 5. What makes the DixiHub project different 6. The Gaming Industry 8. Roadmap 9.
TABLE OF CONTENTS Introduction 1 Abstract 3 Features 5 What makes the DixiHub project different 6 The Gaming Industry 8 Roadmap 9 Bounties 10 Coin Information 11 INTRODUCTION Gamers are constantly scraping
More informationRunning head: ETHICS, TECHNOLOGY, SUSTAINABILITY AND SOCIAL ISSUES 1. Ethics, Technology, Sustainability and Social Issues in Business.
Running head: ETHICS, TECHNOLOGY, SUSTAINABILITY AND SOCIAL ISSUES 1 Ethics, Technology, Sustainability and Social Issues in Business Name Institutional Affiliation ETHICS, TECHNOLOGY, SUSTAINABILITY AND
More informationWalker Guide 2015 Contains team building steps and fundraiser tips!
Walker Guide 2015 Contains team building steps and fundraiser tips! 9302 North Meridian St. Suite 203 Indianapolis, Indiana 46260 317.225.4400 800.948.8806 www.lupusindiana.org 1 WELCOME TEAM CAPTAINS
More informationExperimental Economics A EXPLORATIONS IN ECONOMIC HISTORY A FINANCE AND STOCHASTICS A FINANCIAL MANAGEMENT (el.
A+ Journals ACADEMY OF MANAGEMENT JOURNAL 0001-4273 A+ ACADEMY OF MANAGEMENT REVIEW 0363-7425 A+ ACCOUNTING ORGANIZATIONS AND SOCIETY 0361-3682 A+ ACCOUNTING REVIEW 0001-4826 A+ ADMINISTRATIVE SCIENCE
More informationintroduction to the course course structure topics
topics: introduction to the course brief overview of game programming how to learn a programming language sample environment: scratch to do instructor: cisc1110 introduction to computing using c++ gaming
More informationSpotTheLink: A Game for Ontology Alignment
SpotTheLink: A Game for Ontology Alignment Stefan Thaler, Elena Simperl, Katharina Siorpaes STI Innsbruck University of Innsbruck Austria stefan.thaler@sti2.at katharina.siorpaes@sti2.at AIFB Karlsruhe
More informationFiverr Cash Secrets The Proven Formula To Cashing In With Fiverr
Fiverr Cash Secrets The Proven Formula To Cashing In With Fiverr All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means,
More informationCreate a postcard, a letter or use a pre-made one. (Examples on the next pages.) Send the card/letter out 1 week before your $1000 day.
Day & Week Ideas Pgs. 1 2 $1000 Day Instructions Pgs. 3 4 Sample postcards and letters to mail/email Pg. 5 $1000 Week Ideas Pgs. 6 7 Silent Hostess Sheets for envelopes Pg. 8 Tracking Mary Kay Inc. has
More informationA NEW MODEL OF HUMAN NEEDS FOR MOTIVATING INNOVATION
A NEW MODEL OF HUMAN NEEDS FOR MOTIVATING INNOVATION Oliver Yu, Ph.D. President and CEO, The STARS Group Consulting Associate Professor, Stanford University Executive in Residence, San Jose State University
More informationLesson 2: What is the Mary Kay Way?
Lesson 2: What is the Mary Kay Way? This lesson focuses on the Mary Kay way of doing business, specifically: The way Mary Kay, the woman, might have worked her business today if she were an Independent
More informationModern World History Grade 10 - Learner Objectives BOE approved
Modern World History Grade 10 - Learner Objectives BOE approved 6-15-2017 Learner Objective: Students will be able to independently use their learning to develop the ability to make informed decisions
More informationAlgorithmic Authority: The Ethics, Politics, and Economics of Algorithms that Interpret, Decide, and Manage
Algorithmic Authority: The Ethics, Politics, and Economics of Algorithms that Interpret, Decide, and Manage Caitlin Lustig Katie Pine Bonnie Nardi University of California, Irvine Irvine, CA 92697 USA
More informationHOW TO GET YOUR FIRST (OR NEXT) TEN REVIEWS
Mark Dawson The Self Publishing Formula with JAMES BLATCH SPF PODCAST HOST HOW TO GET YOUR FIRST (OR NEXT) TEN REVIEWS Who am I? My Fiction Credentials Hybrid author USA Today Bestseller Multiple Amazon,
More informationTypical Interview Questions (and how to answer them when they are intended to screen you out)
Typical Interview Questions (and how to answer them when they are intended to screen you out) Review the questions below and make sure you have a strategy for answering in a manner that addresses in a
More information1. If an individual knows a field too well, it can stifle his ability to come up with solutions that require an alternative perspective.
Chapter 02 Sources of Innovation / Questions 1. If an individual knows a field too well, it can stifle his ability to come up with solutions that require an alternative perspective. 2. An organization's
More information200 Blog Post Ideas. When you get a little stuck trying to think of Blog Post Ideas here s 200 that just might get you going.
200 Blog Post Ideas When you get a little stuck trying to think of Blog Post Ideas here s 200 that just might get you going. Blog Posts That Are Useful List Posts List things that you learned from a book
More informationThe State of Food Blogging March 2012 Part I: The Bloggers. How would you classify yourself as a Food Blogger?
The State of Food Blogging March 2012 Part I: The Bloggers The State of Food Blogging Survey was conducted in February of 2012 by Foodista and Zephyr Adventures, organizers of the International Food Blogger
More informationWhere are the data coming from? Ethics, crowdsourcing and traceability for Big Data in Human Language Technology
Where are the data coming from? Ethics, crowdsourcing and traceability for Big Data in Human Language Technology Gilles Adda, Laurent Besacier, Alain Couillault, Karën Fort, Joseph Mariani, Hugues de Mazancourt
More informationLydia B. Chilton Curriculum Vitae
Lydia B. Chilton Curriculum Vitae Assistant Professor Columbia University Computer Science Department chilton@cs.columbia.edu http://cs.columbia.edu/~chilton Education 2016-2017 Stanford University, Post-Doc
More informationUsing smartphones for crowdsourcing research
Using smartphones for crowdsourcing research Prof. Vassilis Kostakos School of Computing and Information Systems University of Melbourne 13 July 2017 Talk given at the ACM Summer School on Crowdsourcing
More informationInfo 2950, Lecture 26
Info 2950, Lecture 26 9 May 2017 Office hour Wed 10 May 2:30-3:30 Wed 17 May 1:30-2:30 Prob Set 8: due 10 May (end of classes, auto-extension to end of week) Sun, 21 May 2017, 2:00-4:30pm in Olin Hall
More informationA Co-Citation Bibliometric Analysis of Crowdsourcing Research
Liang, X. & He, M. (2017). A co-citation bibliometric analysis of crowdsourcing research. In Proceedings of The 17th International Conference on Electronic Business (pp. 1-12). ICEB, Dubai, UAE, December
More informationEC Chapter 1. Burak Alparslan Eroğlu. October 13, Burak Alparslan Eroğlu EC Chapter 1
EC 101 - Chapter 1 Burak Alparslan Eroğlu October 13, 2016 Outline Introduction to New Course Module Introduction to Unit 1 Hockey Stick Growth Capitalism Inequality Economics and Economy Introduction
More informationSEAri Short Course Series
SEAri Short Course Series Course: Lecture: Author: PI.26s Epoch-based Thinking: Anticipating System and Enterprise Strategies for Dynamic Futures Lecture 5: Perceptual Aspects of Epoch-based Thinking Adam
More informationEthical, Epistemological, Methodological, Social and Other
Ethical, Epistemological, Methodological, Social and Other Issues in Web/Social Media Mining Marko M. Skoric Department of Communication PhD Student Workshop Web Mining for Communication Research April
More informationPrivate Equity and Long Run Investments: The Case of Innovation. Josh Lerner, Morten Sorensen, and Per Stromberg
Private Equity and Long Run Investments: The Case of Innovation Josh Lerner, Morten Sorensen, and Per Stromberg Motivation We study changes in R&D and innovation for companies involved in buyout transactions.
More informationBehaviors That Revolve Around Working Effectively with Others Behaviors That Revolve Around Work Quality
Behaviors That Revolve Around Working Effectively with Others 1. Give me an example that would show that you ve been able to develop and maintain productive relations with others, thought there were differing
More informationDigital Project Co-ordinator (1 year contract)
Digital Project Co-ordinator (1 year contract) Title: Digital Project Co-ordinator Responsible to: Marketing Manager Introduction At Turner Contemporary, we believe in the power of art to transform people
More informationWe encourage you to print this booklet for easy reading. Blogging for Beginners 1
We have strived to be as accurate and complete as possible in this report. Due to the rapidly changing nature of the Internet the contents are not warranted to be accurate. While all attempts have been
More informationField Markets & Institutions
Field Markets & Institutions Univ.-Prof. Dr. Johannes Münster (http://www.medienoekonomie.uni-koeln.de/) Univ.-Prof. Dr. Susanne Prantl (http://www.ieam.uni-koeln.de) Department of Economics, University
More information17 Maximum Conversion Rate Tips
17 Maximum Conversion Rate Tips Discover how to increase your sales copy conversions by making minimum changes that deliver maximum impact! Special Report by Brian Terry Brought to you by: http://bigsellingwebsitedesign.com
More informationChapter 5: Game Analytics
Lecture Notes for Managing and Mining Multiplayer Online Games Summer Semester 2017 Chapter 5: Game Analytics Lecture Notes 2012 Matthias Schubert http://www.dbs.ifi.lmu.de/cms/vo_managing_massive_multiplayer_online_games
More informationConvergence and coevolution Business Ecosystems. Digital Ecosystems
CITY HALL OF PARIS - 9 & 10 November 2006 The Digital Convergence Towards a More Competitive, Mobile and Inclusive Knowledge-Based Society Convergence and coevolution Business Ecosystems and Digital Ecosystems
More informationGLOBALIZATION AND TECHNOLOGY
GLOBALIZATION AND TECHNOLOGY The world can, in many ways, be seen as a single, interconnected society. T his is called globalization, and it has been made possible by innovations in transportation technology
More informationIncentive System for Inventors
Incentive System for Inventors Company Logo @ Hideo Owan Graduate School of International Management Aoyama Gakuin University Motivation Understanding what motivate inventors is important. Economists predict
More informationManagement Information Systems MANAGING THE DIGITAL FIRM, 12 TH EDITION. Chapter 4 ETHICAL AND SOCIAL ISSUES IN INFORMATION SYSTEMS
MANAGING THE DIGITAL FIRM, 12 TH EDITION Chapter 4 ETHICAL AND SOCIAL ISSUES IN Learning Objectives What ethical, social, and political issues are raised by information systems? What specific principles
More informationWest Windsor-Plainsboro Regional School District Computer Programming Grade 8
West Windsor-Plainsboro Regional School District Computer Programming Grade 8 Page 1 of 7 Unit 1: Programming Content Area: Technology Course & Grade Level: Computer Programming, Grade 8 Summary and Rationale
More informationMobile Crowdsensing enabled IoT frameworks: harnessing the power and wisdom of the crowd
Mobile Crowdsensing enabled IoT frameworks: harnessing the power and wisdom of the crowd Malamati Louta Konstantina Banti University of Western Macedonia OUTLINE Internet of Things Mobile Crowd Sensing
More informationMy Earnings from PeoplePerHour:
Hey students and everyone reading this post, since most of the readers of this blog are students, that s why I may call students throughout this post. Hope you re doing well with your educational activities,
More informationIntroduction. (Good) Sources of Drug Use Data [drugdata.pdf]
(Good) Sources of Drug Use Data [drugdata.pdf] How to Find Out How Many Americans Use Drugs and the Methodological Issues in Drug Research copyright 2006 Michael Hallstone 1 Introduction The purpose of
More informationENVISIONING TORONTO S LOW- CARBON FUTURE. Mark Bekkering Mary Pickering
ENVISIONING TORONTO S LOW- CARBON FUTURE Mark Bekkering mbekker@toronto.ca Mary Pickering mpickering@taf.ca TransformTO will engage the community in designing a plan to reduce Toronto s greenhouse gas
More informationWhy Foresight: Staying Alert to Future Opportunities MARSHA RHEA, CAE, PRESIDENT, SIGNATURE I, LLC
Why Foresight: Staying Alert to Future Opportunities MARSHA RHEA, CAE, PRESIDENT, SIGNATURE I, LLC 1 5 Reasons to Earn an A in Exploring the Future 1. Avoid ignorance: Don t be the last to know. 2. Anticipate:
More informationElements of Artificial Intelligence and Expert Systems
Elements of Artificial Intelligence and Expert Systems Master in Data Science for Economics, Business & Finance Nicola Basilico Dipartimento di Informatica Via Comelico 39/41-20135 Milano (MI) Ufficio
More informationPreparing Europe for a new renaissance: how science can help restore sustainable prosperity
SPEECH/10/215 Máire Geoghegan-Quinn Commissioner for Research, Innovation and Science Preparing Europe for a new renaissance: how science can help restore sustainable prosperity The European Research Area
More informationEstablishing a Culture of Technology Creativity & Innovation. Kevin Iwersen Chief Information Officer Idaho Judicial Branch
Establishing a Culture of Technology Creativity & Innovation Kevin Iwersen Chief Information Officer Idaho Judicial Branch When you think courts, do you think. Establishing a Culture of Technology Creativity
More informationFRESH STORIES AND ANGLES YOU WON T FIND ANYWHERE ELSE. Our Mission
INFORM PROVOKE MEDIA KIT FEBRUARY 2016 ENTERTAIN This is Fusion FRESH STORIES AND ANGLES YOU WON T FIND ANYWHERE ELSE Our Mission FUSION is a joint venture between Univision and Disney/ABC, built to embrace
More informationVersion Last Updated
A Blockchain Based Video-Game Ecosystem that Rewards Gamers with a Competitive-Proof-of-Stake Consensus Model. Version 1.1 - Last Updated 12.27.2017 By. Robert Han Abstract A fair and decentralized blockchain
More information