DOCSLIB.ORG

AIR Forum 2017

Total Page：16

File Type：pdf, Size：1020Kb

Download full-text PDF Read full-text
AIR Forum 2017 COVER 2 COVER 3 Increase the productivity of your institution with smart tools that fuel innovation, opportunity and discovery. See greater value in your data. SAS® Visual Analytics for institutional research Capture, understand and Monitor the reach Store, share and Get actionable showcase the outcomes & infuence of your manage all of your funding insights for Quickly see through the complexity to fi nd of your research scholarly content research outputs better decisions patterns, trends, key relationships and potential outcomes. And then turn your institutional data into much more – a valued asset. Try it for yourself Work smart. sas.com/air17 Discover more. © 2014 SAS Institute Inc. All rights reserved. S123813US.0214 SAS and all other SAS Institute Inc. product or service names are registered trademarks or trademarks of SAS Institute Inc. in the USA and other countries. ® indicates USA registration. Other brand and product names are trademarks of their respective companies. © 2016 SAS Institute Inc. All rights reserved. S152264US.0316 ON BOOTHVISIT 215 US Using Data to Equip your faculty and staff Improve Student with the tools they need to make data-driven decisions. Outcomes Visualize and analyze data and spot the early indicators and interventions. Helping universities improve through performance analysis and benchmarking Guide your leadership to respond through shared reports viewable online Our new suite of data products allows you to compare your university to others, helping you to identify strategic partners through a variety of devices. and potential competitors. Learn how Stetson University With THEDataPoints™ you can access all the tools you need to understand your institution’s individual performance. harnesses Power BI for data-driven decision-making. Insights are tailored to your needs, helping you to focus your marketing messages on your key strengths and attract global partners. aka.ms/StetsonUniversity Contact us today for further information and a free demonstration at Learn more at microsoft.com/education [email protected] BLACK 64363 AIR_2017 Program Cover.indd 2 4/25/2017 1:14:53 AM Table of Contents Welcome from the 2016-2017 Board of Directors ............................ 2 Scholarly Papers Scholarly Keynotes and Plenaries................................................... 5 Monday General Forum Information .............................................. 6 2017 AIR Forum Sponsors................................................ 9 Session Topic Areas and Formats ......................................... 10 Using the Forum Program Book and Icon Key ............................. 11 Tuesday Daily Events Awards Monday, May 29 .................................................. 13 Tuesday, May 30 .................................................. 17 Wednesday, May 31 ............................................... 27 Thursday, June 1 .................................................. 71 Friday, June 2 ................................................... 121 Wednesday Sponsors Affiliated Organization Meetings ........................................ 129 Scholarly Paper Citations............................................... 132 AIR Award Recipients ................................................. 133 AIR Affiliated Organization Travel Grant Participants and Recipients ........ 136 Presenter Presenter Index Our Sponsors ......................................................... 137 Thursday Presenter Index ....................................................... 145 Maps and Floorplans .................................................. 151 Notes Pages........................................................... 156 Floor Plans and Maps Friday Affiliated Organizations Notes Pages Washington, DC 1 Welcome from the 2016-2017 Board of Directors Dear Forum Participants, On behalf of the AIR Board of Directors, I am excited to welcome you to the 2017 AIR Forum! Washington, DC is a great place to gather and connect with more than 2,000 of your colleagues who share a passion for institutional research and effectiveness, assessment, planning, and related fields within higher education. The Forum Program features extensive opportunities for learning, connecting, and sharing through workshops, concurrent sessions, plenaries, and an exceptional keynote presentation. With a collection of pre-conference workshops scheduled early in the week, the Forum officially opens Tuesday afternoon with a series of Impact Sessions regarding a broad range of important issues and topics affecting higher education today. An unparalleled resource for professional development, the 2017 Forum features more than 300 peer-reviewed sessions. You also have the opportunity to learn about the latest tools and technologies to improve and streamline your work by visiting our sponsors in the Exhibit Hall. The Forum provides sessions of interest to every IR professional, covering topics such as data analysis, assessment, research methods, decision support strategies, and so much more! This Forum represents the convergent efforts, ideas, and work of our colleagues, the AIR Executive Office team, and our partners in higher education. I encourage you to take advantage of all the wonderful opportunities at the Forum, and I trust that you will return home with additional ideas and knowledge, new colleagues and friends, and renewed energy for and commitment to our professional engagement with the higher education enterprise. Very best wishes for a great Forum experience! Glenn W. James C. Ellen Peters Gary Pike AIR President AIR Vice President AIR Immediate Past President Glenn W. James C. Ellen Peters Gary Pike Tennessee Tech University University of Puget Sound Indiana University-Purdue University Indianapolis 2 2017 Forum Board Members at Large Clifford Adelman Sara Gravitt Jessica Shedd Institute for Higher Wake Forest University Tulane University Education Policy Timothy Chow Michelle Hall Michael Tamada Rose-Hulman Institute Southeastern Louisiana Reed College of Technology University Debbie Dailey Kara Larkan-Skinner Meihua Zhai Delaware Valley Our Lady of the Lake University of Georgia University University Nominations and Elections Committee Gary Pike (Chair) Indiana University-Purdue University-Indianapolis Eric Atchison Denise Gardner Heather Kelly Mississippi Institutions University of Tennessee University of Delaware of Higher Learning Marne Einarson Mimi Johnson Eric Yang Cornell University Trenholm State University of South Community College Carolina Washington, DC 3 Plenary Speakers 7 Seconds that Change Your Life: Presentation & Listening Skills ALLISON CLARK Wednesday, May 31 @ 8:45 AM Liberty Ballroom Session ID: 111793 ALLISON CLARKE, CSP is an expert in leadership and infuence who brings over 20 years’ experience in corporate training. She believes no change can happen without the right attitude, a strong vision, and efective coaching. She’s helped thousands around the world break through barriers to get results that improve their productivity and proftability. Drinking from a Firehose: Can Our Ability to Use Data Keep Up with the Flow of New Data? JEFF STROHL Wednesday, May 31 @ 8:45 AM Independence Ballroom Session ID: 111794 JEFF STROHL is Director of Research at the Georgetown University Center on Education and the Workforce, where he continues his long involvement in the analysis of education and labor market outcomes and policy. He leads the Center’s research investigating the supply and demand of education, and how education enhances career opportunities for today’s workforce. Before moving to the Center, Dr. Strohl was a Senior Analyst and Project Director at Westat, Inc. Dr. Strohl received his B.A. from the University of Massachusetts at Amherst and his M.A. and Ph.D. in Economics from American University. Keynote Speaker Relationships Matter: Using Data-Informed Decisions to Drive Student Success TALITHIA WILLIAMS Friday, June 2 @ 10:00 AM Marquis Ballroom Session ID: 111791 TALITHIA WILLIAMS takes sophisticated numerical concepts, including her specialty feld “big data,” and makes them understandable and relatable to everyone. As illustrated in her popular TedTalk, “Own Your Body’s Data,” she demystifes the mathematical process in amusing and insightful ways, using statistics as a way of seeing the world in a new light and transforming our future through the bold new possibilities inherent in the STEM (Science, Technology, Engineering, Mathematics) felds. As an Associate Professor of Mathematics at Harvey Mudd College, she has made it her life’s work to get people – students, parents, educators, and community members – more excited about the possibilities inherent in a STEM education. Her research also involves a partnership with the World Health Organization to develop incidence models of cataract for developing countries. She holds a Ph.D. in Statistics from Rice University and a dual Master’s degree in Mathematics and Statistics from Howard University and Rice University, respectively. 4 2017 Forum Special Events 1st Time @ Forum Gathering Tuesday, May 30 @ 4:45 PM – 5:30 PM Linden, Silver Oak, Tulip AIR invites frst-time attendees to the 1st Time @ Forum Gathering following Impact Sessions. Meet AIR member volunteers who can help you make the most of the many learning and networking opportunities available at the Forum. Welcome Reception Tuesday, May 30 @ 5:30 PM – 6:30 PM Mezzanine Foyer Get started on your networking early this year with the Forum welcome reception open to all attendees. Activities, displays,
Load more

Recommended publications
  • Ancient Political Theory
    ANCIENT POLITICAL THEORY HIST 2100, PHIL 2060, and POLS 2300, Fall 2013, TR 12.00-1.15 PM Charlie McAllister, ADM 334, 704/637-4344 (O) and 336/287-4403 (C) [email protected] DESCRIPTION -- "A critical analysis of the basic political writings of selected modern authors important to the development of western civilization, e.g., Plato, Aristotle, St. Augustine and St. Thomas" Catawba College Catalog). These crucial thinkers -- along with classical Greek playwrights and the Italian Renaissance philosopher Machiavelli -- will help us seek answers to three simple questions: 1) What is a good person? 2) What is a good life? and 3) What is a good society? WEBBOOKS -- http://faculty.catawba.edu/cmcallis/history/history.htm CORE -- For the second part of our syllabus (Connecting) and other resources, visit our WebBooks page. TEXTS Peter J. Steinberger, ed., Readings in Classical Political Thought (Hackett, 2000) [RCPT] Aristotle, Nicomachean Ethics, trans. Terrence Irwin (Hackett, 2e, 1999) Edward Bryan Portis, Reconstructing the Classics: Political Theory from Plato to Marx (2e, 1998): free at EPBCO Host through our library William Strunk, Jr. and E. B. White, Elements of Style (Allyn & Bacon, 4e, 1999) A collegiate dictionary, thesaurus, and Bible ABBREVIATIONS BBD = Blackboard Document RCPT = Steinberger Z = Zinger E = Thematic essay S = Summary of a scholarly article ***WEB RESOURCES DAILY*** DATE DAY DAILY ASSIGNMENTS DUE AUG 22 R CLASSICAL POLITICAL PHILOSOPHY 27 T EARLY FOLKS: Poets, Presocratics, and Sophists -- APT Connecting [BBD], RCPT xi-28, and Portis 1 (Great Books and Political Science). 29 R HISTORIANS, I: Herodotus -- RCPT 29-30 and 32-35, and any one S relevant scholarly article on our WebBook page.
    [Show full text]
  • Moregoodnews
    (f/ MONDAY, SEPTEMBER 26, 1966 FAOe TWENTY-fKaUl Average OaUy Net Press Run The Weather For._thijVeek Ended Cloudy, not ee cool toalgbt, and Bchnier, Grlgalls, Pllukas, Septcndwr M, 1966 low 80-05; pertly cloudy tomer* Dedication Reset 4 Requests and ’Tunsl^ properties. This W eek About Town 2. Roger Ricard, to change z w , U gb in 60e. The dedication of Man­ to Industrial Zone aU or part 14,757 MMnben o f the Professional chester’s new Senior Citi­ Before T P C of a parcel bounded by HUliard Manchester^A City of Village Charm . Women’s Club wrlll have a pot- zens’ Center, originally St., Adams St. and the Hocka- luck tom om w night at 6:30 at (CleMifled /Mworttolng OB Psge 91) PRICE SEVEN CENTi scheduled for Wednesday, The Town Planning Commis­ num River, and now in Res­ VOL. LXXXV, NO* 304 (TWENTY-FOUR PAGES—TWO SECTIONS) MANCHESTER, CONN., TUESDAY, SEPTEMBER 27, 1966 Center Church. There will be a has been set ahead one day sion (’TPC) will conduct pub­ idence Zone A. The TPC has program of vacation reminis­ to Thursday at 2 p.m. lic hearings tonight on one sub­ extended Ricard’s appUcation to cences. Hostesses are Miss Syl­ The dedication, open to division proposal and on three include the Bezzini and Gerich via Claflln, Miss Helen Carrier, zone-change requests. properties. Miss Mabel Trotter, Miss Ethel the public, will be witnessed by local and state officials Goslee and Mrs. Edwin J. Don­ ’The session will be at 8 in the 2.
    [Show full text]
  • Records Management Administration
    UNIVERSITY OF DENVER Penrose Library Oficu qJ the Dcan Date: March 2,2012 To: Lucy Barber, NHPRC Cc: Lynn Backstrom-Funk, Project Administrator Office of Research & Sponsored Programs From: Nancy Allen, Dean and Director Subject: Final Report, December 31,2011 Introduction This is the final report for Grant NAR10-DS-50014-10, a project conducted under the leadership of the University of Denver to develop Open Source Software for Records Management Administration. The product developed under the grant is known as the Records Authority I software. I i ! Activity on the project concluded as of December 31,2011. This report documents the final accomplishments and outcomes of the project as well as the current status of the Records Authority software. Table of Contents Introduction ..................................................................................................................................... 1 Executive Summary .................................................................................................................. 3 Project Detail ..................................................................................................................................6 i Partner Update ................................................................................................................................7 Testing .........................................................................................................................................8 RA Feedback Themes ....................................................................................................................
    [Show full text]
  • Raven Leilani the Novelist Makes a Shining Debut with Luster, a Mesmerizing Story of Race, Sex, and Power P
    Featuring 417 Industry-First Reviews of Fiction, Nonfiction, Children'sand YA books KIRKUSVOL. LXXXVIII, NO. 15 | 1 AUGUST 2020 REVIEWS Raven Leilani The novelist makes a shining debut with Luster, a mesmerizing story of race, sex, and power p. 14 Also in the issue: Raquel Vasquez Gilliland, Rebecca Giggs, Adrian Tomine, and more from the editor’s desk: The Dysfunctional Family Sweepstakes Chairman BY TOM BEER HERBERT SIMON President & Publisher MARC WINKELMAN John Paraskevas # As this issue went to press, the nation was riveted by the publication of To o Chief Executive Officer Much and Never Enough: How My Family Created the World’s Most Dangerous Man MEG LABORDE KUEHN (Simon & Schuster, July 14), the scathing family memoir by the president’s niece. [email protected] Editor-in-Chief For the past four years, nearly every inhabitant of the planet has been affected TOM BEER by Donald Trump, from the impact of Trump administration policies—on [email protected] Vice President of Marketing climate change, immigration, policing, and more—to the continuous feed of SARAH KALINA Trump-related news that we never seem to escape. Now, thanks to Mary Trump, [email protected] Ph.D., a clinical psychologist, we understand the impact of Donald Trump up Managing/Nonfiction Editor ERIC LIEBETRAU close, on his family members. [email protected] It’s not a pretty picture. Fiction Editor LAURIE MUCHNICK The book describes the Trumps as a clan headed by a “high-functioning [email protected] Tom Beer sociopath,” patriarch Fred Trump Sr., father to Donald and the author’s own Young Readers’ Editor VICKY SMITH father, Fred Jr.
    [Show full text]
  • Spring & Summer 2021
    Spring & Summer 2021 newton community education notes Spring & Summer 2021 From the executive Director: It’s no secret; 2020 was a tough year. Many of us are fatigued by our collective and individual struggles; anxious about health, work, and the future. The time-honored tradition of turning the page from one year to reveal the opportunities of the next was punctuated by the recent presidential inauguration. We viewers were riveted as a diminutive young poet seized our attention, gracefully—through her words and gestures — echoing the (presidential) themes of unity and hope. Amanda Gorman’s Kids Classes words were powerful indeed, but equally impressive to me was learning that community- based education helped hone her craft. While struggling to overcome a serious speech Spring Classes .........................................2 impediment, Gorman participated in writing workshops at a Los Angeles community-based education center. So there it is… Community Education opens doors, including ones leading Spring Sports ..........................................4 to the White House! We’re committed to opening doors for all members of our community. To that end, you’ll notice that we have added an option to donate to our scholarship fund Spring Classes for High Schoolers ..........11 when you register for a class. If you can, please contribute and help make our programs accessible to all. Summer Programs ................................12 In addition, we are grasping all aspects of this historic moment by hosting the first annual NCE Catalog Cover Art Contest. Neighbors and friends are invited to submit art under the Summer Programs for High Schoolers ...28 theme: “What does struggle, hope, and finding joy look like to you?” Selected works from the contest will be used as NCE catalog covers for 2021-2022.
    [Show full text]
  • FRANKENWEENIE Screenplay by John August (This Version Is Conformed As Per the Animatic on 18Th Jan 2012 V2) WHIRS and HUMS
    FRANKENWEENIE screenplay by John August (This version is conformed as per the animatic on 18th Jan 2012_v2) WHIRS and HUMS. The screen flickers. Splices pop through the gate. And then, today's feature film: MONSTERS FROM BEYOND! The title card is made from cut cardboard, and very blurry. MOM (O.S.) Victor, I don't know that it's... VICTOR (O.S.) Mom, you have to wear the glasses. MOM (O.S.) Oh! Yes of course. Thick frames slide past. Now we're looking at the title card in real 3D. It's very homemade, but charmingly done. The next card: STARRING SPARKY DAD In 3D honey. Reveal that we are... INT. LIVING ROOM - DAY Victor's MOM and DAD share the couch with SPARKY THE DOG, 30-odd pounds of canine goodness. They're watching the homemade movie through vintage 3D glasses. Behind them run two projectors, manned by the filmmaker himself, VICTOR. He's more mad scientist than film auteur -- he built this twin projector system himself. MOM So that’s where my candlestick went. DAD Oh, isn’t that your grandmother’s table cloth. MOM That looks great! January 2012 Final Shooting Script_2012_01_18_v2 2 BACK TO THE SCREEN The pterodactyl swoops across town. People run in fear and panic. The monster attacks! DAD Oh that is so...Woah! I just felt I was attacked. MOM Oh. That’s scary. Troops and tanks spring into action. DAD Send in the marines! ARMY FIGURE Over here men. This way. To no avail. MOM Oh! Watch out! DAD Whoah! ENTER SPARKYSAURUS MOM Sparky! DAD Sparky that’s you! Sparky barks as he sees himself in the movie.
    [Show full text]
  • Department of Commerce $ National Oceanic
    Department of Commerce • National Oceanic & Atmospheric Administration • National Weather Service NATIONAL WEATHER SERVICE INSTRUCTION 10-1710 February 1, 2018 Operations and Services Dissemination Policy NWSPD 10-17 NOAA WEATHER RADIO ALL HAZARDS (NWR) DISSEMINATION NOTICE: This publication is available at: https://www.nws.noaa.gov/directives/. OPR: W/DIS (C. Hodan) Certified by: W/DIS (Kevin C. Cooley) Type of Issuance: Routine SUMMARY OF REVISIONS: This directive supersedes NWSI 10-1710, “NOAA Weather Radio (NWR) Dissemination,” dated October 1, 2002. Changes were made to reflect the NWS Headquarters reorganization effective April 1, 2015. Content changes were made to: 1. Directive Name Change to NOAA Weather Radio All Hazards (NWR) Dissemination 2. Remove Console Replacement System (CRS) and the Voice Improvement Processor (VIP) 3. Add Broadcast Message Handler (BMH) 4. Remove “Backup Live;” function does not exist in current BMH configuration 5. Add BMH Practice Mode for proficiency requirements 6. Change RWT to be issued between “10:00am and 1:00pm. 7. Add length of record retention for message, system and error logs 8. Add procedures for recovery after an inadvertent alert is transmitted 9. Update numerous references to be consistent with other NWS documents 10. Update Appendix F to delete references to red-bordered envelope containing approved text of nuclear attack warning. 11. Change Appendix G to add NWR and Specific Area Message Encoding (SAME) relationship to the Emergency Alert System (EAS); and expand guidance on use of alert tones and Program Interrupt for SAME and EAS events __/signed/_______________________ 1/18/18 Kevin C. Cooley Date Acting Director, Office of Dissemination NWSI 10-1710 February 1, 2018 NOAA Weather Radio All Hazards (NWR) Dissemination Table of Contents Page 1 Introduction ............................................................................................................................
    [Show full text]
  • YLCDRX63N User Manual Micrium
    Demo of Everything for the Renesas YLCDRX63N User’s Manual V3.0 Table of Contents Document Version ........................................................................................................................... 6 Micrium Software Component Versions Used in the Demo of Everything ..................................... 6 Website/support ............................................................................................................................. 6 About ............................................................................................................................................... 7 About Micriµm ............................................................................................................................ 7 About µC/OS-III ............................................................................................................................ 7 About µC/GUI .............................................................................................................................. 8 About µC/FS ................................................................................................................................. 8 About µC/USB-Device .................................................................................................................. 9 About µC/USB-Host ..................................................................................................................... 9 About µC/TCP-IP .......................................................................................................................
    [Show full text]
  • Differentiated Treatment of Internet Traffic a BROADBAND INTERNET TECHNICAL ADVISORY GROUP TECHNICAL WORKING GROUP REPORT
    Differentiated Treatment of Internet Traffic A BROADBAND INTERNET TECHNICAL ADVISORY GROUP TECHNICAL WORKING GROUP REPORT A Uniform Agreement Report Issued: October 2015 Copyright / Legal Notice Copyright © Broadband Internet Technical Advisory Group, Inc. 2015. All rights reserved. This document may be reproduced and distributed to others so long as such reproduction or distribution complies with Broadband Internet Technical Advisory Group, Inc.’s Intellectual Property Rights Policy, available at www.bitag.org, and any such reproduction contains the above copyright notice and the other notices contained in this section. This document may not be modified in any way without the express written consent of the Broadband Internet Technical Advisory Group, Inc. This document and the information contained herein is provided on an “AS IS” basis and BITAG AND THE CONTRIBUTORS TO THIS REPORT MAKE NO (AND HEREBY EXPRESSLY DISCLAIM ANY) WARRANTIES (EXPRESS, IMPLIED OR OTHERWISE), INCLUDING IMPLIED WARRANTIES OF MERCHANTABILITY, NON-INFRINGEMENT, FITNESS FOR A PARTICULAR PURPOSE, OR TITLE, RELATED TO THIS REPORT, AND THE ENTIRE RISK OF RELYING UPON THIS REPORT OR IMPLEMENTING OR USING THE TECHNOLOGY DESCRIBED IN THIS REPORT IS ASSUMED BY THE USER OR IMPLEMENTER. The information contained in this Report was made available from contributions from various sources, including members of Broadband Internet Technical Advisory Group, Inc.’s Technical Working Group and others. Broadband Internet Technical Advisory Group, Inc. takes no position regarding the validity or scope of any intellectual property rights or other rights that might be claimed to pertain to the implementation or use of the technology described in this Report or the extent to which any license under such rights might or might not be available; nor does it represent that it has made any independent effort to identify any such rights.
    [Show full text]
  • Riverbank Protection Using Willows Scoping Study
    Riverbank Protection Using Willows Scoping Study Research and Development Technical Report w154 ENVIRONMENT AGENCY All pulps used in production of this paper is sourced from sustainable managed forests and are elemental chlorine free and wood free Riverbank Protection Using Willdws Scoping Study Technical Report W 154 c Thorne(l), I Amarasinghe’(l), J Gardiner(2), C Peral&Gadiner@) and R Sellin(3) Research- Contractor: University ,of Nottingham(l), University of Middlesex(2) and University :of Bristol(3). Further copies of this report are available from: I Environment Agency R&D Dissemination Centre, c/o WRc;-Frankland Road, Swindon, Wilts SN5 8YF WC tel: 01793-865000 fax: 01793-514562 e-mail: [email protected] .. Publishing Organisation: Environment Agency Rio House Waterside Drive Aztec West Almondsbury Bristol BS32 4UD Tel: 01454 624400 Fax: 01454 624409 IC Code: AN-04/98-OK-B-BCNG 0 Environment Agency 1998 All rights reserved. No part of this document may be reproduced, stored in a retrieval system, or transmitted, in any form or by any means, electronic, mechanical, photocopying, recording or otherwise without the prior permission of the Environment Agency. The views expressed in this document are not necessarily those of the Environment Agency or the Engineering and Physical Sciences Research Council. Their officers, servant or agents accept no liability whatsoever for any loss or damage arising from the interpretation or use of the information, or reliance upon views contained herein. This scoping study was funded by a grant from the Engineering and Physical Sciences Research Council (EPSRC) and the Environment Agency. Dissemination status Internal: Released to Regions External: Released to the Public Domain Statement of use This report isintended for use by research scientists and engineering in bringing forward proposals for theoretical and experimental studies of key areas and topics related to the use of willows in riverbank protection.
    [Show full text]
  • V=Pfdfrisjfby
    MITOCW | watch?v=pfDfriSjFbY The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. RIK EBERHARDT: So welcome to Creating Video Games, CMS 611 and 6073. Is everyone in the right class? Yeah, all right. Cool. So this class is taught by-- it's a Comparative Media Studies course. So we'll be talking a lot about the kinds of things that they talk about in Comparative Media Studies. We'll study research and design practices, but as it relates to software engineering, and in particular to developing video games-- so digital video games for, basically, screens. The CMS department has a lot of different, really cool research labs that are a part of it. And we are one of them. So we are the MIT Game Lab. Basically the whole MIT Game Lab staff teaches this class together. Because we really like each other, and it's really fun. But also because there's a lot of you. And it's a really big, complicated class to teach. So we need all the extra support we can get. We teach classes in game design and game research. Those are all the course numbers that we teach other than this one. Maybe you've taken one of these before. Maybe you're thinking about some other game courses you want to take in the future.
    [Show full text]
  • Robust Machine Learning for Encrypted Traffic Classification
    1 Robust Machine Learning for Encrypted Traffic Classification Amit Dvir∗‡, Yehonatan Zion∗‡, Jonathan Muehlstein∗‡, Ofir Pele†‡ Chen Hajaj‡§ Ran Dubin‡, ∗ Department of Computer Science, Ariel University, Israel † Department of Electrical and Electronics Engineering, Ariel University, Israel ‡ Ariel Cyber Innovation Center, Ariel University, Israel § Department of Industrial Engineering & Management, Ariel University, Israel Abstract—Desktops and laptops can be maliciously exploited to learning techniques for Internet traffic classification. Moore violate privacy. In this paper, we consider the daily battle between et al. Niemczyk et al. [26] suggested dividing the session the passive attacker who is targeting a specific user against a user into time buckets (10 seconds). They conclude that the new that may be adversarial opponent. In this scenario, while the attacker tries to choose the best vector attack by surreptitiously feature (buckets) was almost perfect for Skype but not able to monitoring the victim’s encrypted network traffic in order to differentiate between browsers and between joint application identify user’s parameters such as the Operating System (OS), and browser usage. browser and apps. The user may use tools such as a Virtual In this work, we consider the daily battle between the Private Network (VPN) or even change protocols parameters passive attacker who is targeting a specific user which in to protect his/her privacy. We provide a large dataset of more than 20,000 examples for this task. We run a comprehensive some cases the user may be adversarial opponents (e.g., [31]). set of experiments, that achieves high (above 85%) classification In this scenario, while the attacker tries to choose the best accuracy, robustness and resilience to changes of features as a vector attack against the user by surreptitiously monitoring the function of different network conditions at test time.
    [Show full text]