DOCUMENT RESUME Stanford

2y ago
13 Views
2 Downloads
758.97 KB
22 Pages
Last View : 1m ago
Last Download : 3m ago
Upload by : Duke Fulford
Transcription

DOCUMENTRESUMEEM 006 902ED 025 155By- Zinn, Karl L.Instruction. A Series One Paper from Eric atA Basic Reference Shelf on Interactive Use of Computers forStanfordStanford Univ., Calif. ERIC Clearinghouse on Educational Media and Technology.Spons Agency- Office of Education (DHEW). Washington. D.C.Pub Date Sep 68Note- 21p.EDRS Price MF- 0.25Computer Science, ConferenceDescriptors-*Computer Assisted Instruction, *Computer Oriented Programs,IndividualInstruction, InformationReports. Display Systems. Game Theory. Glossaries, Group Instruction,Materials.Research ReviewsRetrieval. *Information Sources, *Interaction. Management, *Reference(Publications) Simulatiom Symposia Tutorial ProgramsInformation Management Systems. EntelekIdentifiers- The field of computer applications in education, characterized by continuousinformationchange in technology and nomenclature, is documented by diversesources. This paper names methods of organizing information on computer-basedand reviews,instructional systems and lists sources under literature surveysprofessionalstrategy.organizations. Interactive uses of computers for instruction include drillauthor-controlled tutorial. and "dialogue" tutorial; simulation and gaming. informationfor instructionalhandling, computation and display (scholarly aids); computer aidsThe varietymanagement; and computer-based tools for the author and researcher. depends onof lessons. systems, and language-s- for computer-based instructioninstructional -bblectives and on records of student performance. hers,and

11.A SERIES ONE PAPER FROMam.1.11,vERIC -at StanfordERla Clearinghouse on Educational Media and TechnologyStanford, Calif. 94305at the Institute for Communication Research, Stanford University,U.S. DEPARTMENT Of HEALTH, EDUCATION & WELFAREOffICE Of EDUCATIONTHIS DOCUMENT HAS BEEN REPRODUCED EXACTLY AS RECEIVED FROM THEPERSON OR ORGANIZATION ORIGINATING IT.POINTS Of VIEW OR OPINIONSSTATED DO NOT NECESSARILY REPRESENT OffICIAL OffICE Of EDUCATIONPOSITION OR POIICY.ED025/ 55tilA BASIC REFERENCE SHELF ONINTERACTIVE USE OF COMPUTERS FOR INSTRUCTIONBy Karl L. ZinnThe University of MichiganSeptember, , 1968

A BASIC REFERENCE SHELF ONINTERACTIVE USE OF COMPUTERS FOR INSTRUCTIONI.INTRODUCTIONThis paper provides a framework for information about a newtechnology of teaching and learning, and a list of-information sources.Some space is taken to define the domain of interactive uses of computersfor instruction, and to characterize the variety of current activities.However, the reader who wishes a more general introduction might considerthe following articles:i,omputer Assistance for Instruction,Ifin. Automated EducationLetter, Vol. I, No. 1, October 1965, pp. 4-15."Special Report on Technology for Education," in InternationalScience and Technology (now Science and Technology), August1967, pp. 29-97."Information" (an entire issue), Scientific American, Vol. 215,No. 3, September 1966.ReDrinted by W. H. Freeman & Co.The field of computer applications in education is now characterizedthe stateby rapid technological development and a continuous change inlist current books andof-the-art. Therefore it is not sufficient toarticles, and I shall try to include in SectionVII some likely sources offuture publications.II.DEFINITIONMany names have been associated with some part of the general areadealing with interactive uses of computers for education. Computer-assistedby IBM in their early writingor computer-aided instruction (CAI), adopted

about instructional systems, is probably the most commonly used at thistime, while System Development Corporation and later Stanford Universityand RCA have used the term computer-based instruction (CBI).Computer-assisted learning and computer-augmented learning have been suggested asbeing more descriptive of the variety of uses intended to aid the studentin the learning process; however the resulting acronym (CAL) introducesfurther problems due to its use in association with a large stateuniversity, a conversational algorithmic language for interactive computingauthordeveloped at the Berkeley campus of that university, and a courselanguage for automated instruction under development at the Irvine campusof the same university.Other terms have been used to imply a broader range of concern, e.g.,instructional systems.computer assisted education or computer augmentedby theSome of the projects, with a particular focus on computer usehave used theteacher handling performance records and curriculum files,This descriptor implies thatlabel "computer-managed instruction" (CMI).from the computer;the student does not receive instruction directlyfor him by hisvarious non-computer media are "managed" or scheduledteacher with the assistance of automatic data processing.occasionThe Educom Task Force on Educational Systems and Technology onproduced any satisfactoryhas discussed this nomenclature problem but has notassociated with onerecommendation for the field. Acronyms tend to becomeit ismanufacturer, computer system, or research and development project;I hopejust as well if they are not used to describe the entire field.computerto refer to information about a variety of applications includingassistance in the preparation of materials, the management of instruction,by the student,the execution of research, individual study or researchusually called CAI.and author-directed instruction of the kindand informationThere are many glossaries of terms covering computingprocessing, and some of them can be obtained from computer companyA list of definitions and references is available fromNew York, N.Y.the American Standards Association, 10 East 40th Street,representatives.10016.

-3-A glossary of terms in the area of computing (Automatic Data ProcessingGlossary) was prepared by the Bureau of the Budget in 1962 and is availablefrom the Superintendent of Documents, U.S. Government Printing Office,Washington, D.C. for 4ft.It was reprinted in the Autonnted EclucationHandbook in 1965, but a glossary exclusively concerned with interactiveuse of computers needs to be written.Frequently I hear educators ask "What is the relation of CAI to PI?"Opinion about progvammed instruction also suffers from problems whichresult from casual naming and inadequate definition.If PI is considereda medium, that is, a format for printed instructional materials, then itis distinct from CAI as a medium for presenting materials with an electrictypewriter or electronica computer.display screen (cathode ray tube) connected toHowever, much of the material now available for use withcomputers looks very much like computerized versions of programmed texts,slides or audio tape.Only some of the computer-based exercises emphasizedynamic interaction, computation, or other information-processing functionsthat are not readily provided by the lesson author in paper-and-pencilformat.If programmed instruction is interpreted not as a medium but as astrategy for development and validation of instructional materials, it isa strategy which may be applied to development of materials in variousmedia such as textbooks, workbooks, laboratories, films, computer-controlledaudio-visual materials, simulated environments, and even general-purpose,problem-solving environments.In Section III I shall enumerate variousconversational uses of computers, some of which depend on strategiesderived from programmed instruction and others which look like straightforwarduse of the computer as a tool for computation, information-processing orgraphic-manipulation.

-4-III.MODES OR USESFor thistutorial.DPill, author-controlled tutorial and "dialogue"learning it is typical for thekind of computer assistance with studentsubject matter in considerableauthor to define objectives and describe theComputerized drill strategies have been used heavily in andetail.curriculum in some of the Paloexperiment with initial reading and math1 2and in language laboratory exercises atAlto, California, schools '3Much of the work doneBrook.ofNewYorkatStonythe State Universityindividualizedat Penn State and Florida State can be characterized asThis has been calledversions of lecture, text or examination material.remains very much under theautomated tutorial, but the conversationComputer-based exercisescontrol of the author of the computer program."dialogue" tutorial appear to me to encouragewhich I characterize asand to provide suitableadditional initiative on the part of the studentask questions, direct the discussionrewards. That is, the student mayto problems set for him by theto some extent, and construct solutionsmethod concern practice in medicalauthor. Two typical examples of the54solutionsincollegephysics.diagnosis and discussion of problemAtkinson, Richard C. and Duncan N. Hansen, "Computer-assistedProject," Reading ResearchInstruction in Initial Reading: The StanfordQuarterly, Vol. 2, 1966, pp. 5-25.1in Education," SeientificSuppes, Patrick, "The Uses of Computers207-220.American, Vol. 215, No. 3, Septembqr 1966, pp.2with aAdams, E. N., H. W. Morrison and J. M. Reddy, ConversationRC 1815. IBM Research,Computer as a Technique of Language Instruction.Yorktown Heights, New York, May 1967.3"Computer-aided Instruction,"Swets, John A. and Wallace Feurzeig,Seience, Vol. 150, October 29, 1965, pp. 572-576.4Taylor, E. F., "The Eliza Program: Conversational Tutorial," IEEEInstitute of ElectricalNew York:International Convention Record Part 10.Also available with other papersand Electronic Engineers, 1967, pp. 8-15.Cambridge, Massachusetts.on ELIZA from Educational Research Center, MIT,5

- 5 -Simulation and gaming.These kinds of applications differ from theprevious group in that the conversation between student and program andthe results he obtains follow from a general model rather than a frameby-frame specification.In other words, the designer of the learningexercise may not have anticipated in detail each course of action oroutcome.This generality becomes possible if the computer programunderlying a game or simulation describes a model designed to provideSuch modelssome appropriate reply no matter what the student should type.can also be used in research to provide artificial situations for initialtesting of new hypotheses under favorable conditions of control andobservation.Simulations attempt to model some aspects of the real world for studyor research.Computer-based games usually place the student in lessrealistic situations, provide specific payoffs, and introduce competitionfound inwith other students. Typical applications of both modes are76andhighschoolcareerplanningstudies,elementary school socialcollege chemistry (at the University of Texas).Scholarly aids: information handling, computation and display.Computer tools for the organization and retrieval of information shouldworking with abe as useful to the student as they are to any scholardesigned tobroad base of information. A number of experimental systemsstill ratherprovide such assistance show considerable promise but areexpensive; I know of no extensive experiments conducted in typical learningsituations.Leonard, Jimmer M. and Richard L. Wing, "Advantages of Using aComputer in Some Kinds of Educational Games," IEEE Transactions on Human1967, pp. 75-81.Factors in Electronics, Vol. HFE8, No. 2, June6Computer and CareerEllis, Allan B. and Charles S. Wetherell, "TheHarvardDecisions," Technical Memorandum 1, Grant No. 1-061819-2240.1966.University, Cambridge, Massachusetts, September,7

.p-6-Computation is such an obvious application that it tends to beoverlooked by the planner of a computer-based instructional system.Notable experiinents are being conducted in the Massachusetts public98schools, the University of California at Santa Barbara,10Development Corporation.and SystemInteractive use of computers has potential for problem solving inall areas, including the arts and humanities.Computers are being usedincreasingly by artists and scholars in connection with musical compositions,I believecreative writing, experimental films and architectural designs.outside scienceit is especially important that students from these areasand engineering be given access to computing capability through welldesigned study carrels and readily comprehended programming languages.Computer aids for instructional management.Public schools probablyto a few "managers"will be able to provide interactive computer assistanceindividual student. Knowledgeof instruction sooner than they can to eachinstructional materials andgained through semi-automated handling ofimplementation of otherperformance records will contribute to effectiveinteractive uses of computers by students directly. The Oakleaf school11began with much teacher-student contact and a large clericalprojectof InformationFeurzeig, Wallace, "New Instructional Potentialsin Electronics, Vol. HFE8,Technology," IEEE Transactions on Human FactorsJune, 1967, pp. 84-88.On-Line Computing,Fried, B. E., "Solving Mathematical Problems,"1967, pp. 131-176.Walter J. Karplus (Editor). New York: McGraw-Hill,910 Rosenbaum, J., Samuel L. Feingold, Charles H. Frye and F. D. Bennik,Statistical Inference,"Final Report," Computer-Based Instruction inCorporation, Santa Monica, California, October, 1967.System Development11 Lindvall, C. M. and John O. Bolvin, "Programed Instruction in theSixty-sixth Yearbook of theSchools: Individually Prescribed Instruction,"II: Programed Instruction.NationaZ Society for the Study of Education, FartEducation, 1967, pp. 217-254.The National Society for the Study of

1.0-7-staff.Gradually the clerical burden is being replaced by computerprograms, and the routine contact with students will be taken aver bystudent interaction with computer programs.A symposium on Classroom Information Management Systems was held atthe 1968 Annual Meeting of the American Educational Research Association.Details of current proiects can be obtained from those who made presentations:Harry Silberman and Beverly Kooi of System Development Corporation, SantaMonica, California; James Becker of Research for Better Schools Corporation,Philadelphia; and John Flanagan of AIR in Palo Alto, California.Computer-based tools for the author and researcher.Convenientlanguages are needed for specifying interactive instruction in ways whichcan be processed by computer programs.A working group established byEducom (Interuniversity Communications Council, see Section VII) isassembling a set of documents which are intended to describe variousprogramming languages and to recommend additional requirements which arenot presently met.Some of the systems described in a preliminary reportprovide capability for interactive composition and revision of materials;the author can change his text, diagrams or learning strategy by typinginstructions on a keyboard or by moving a pointer about on a televisionscreen to indicate new arrangements of text or diagrams.Suitable computerprograms can also assist with the preparation of a first draft of ateaching sequence.A first approximation of a computer-based learning exercise might bederived from a specially-written text, a set of test papers which havebeen graded, or a description of objectives for student performance at theend of the exercise.A few projects have demonstrated that computerprograms can generate additional materials as needed for each individualstudent. That is, an additional teaching example or test situation can beassembled from elements and rules provided in advance by the author todescribe the subject matter.Finally, computer programs should help withdata analysis and decisions in research and modification of instructionalpackages.

IV.VARIETY OF LESSONS, SYSTEMS AND LANGUAGESMaterials are being written in almost all subject areas and for manyage levels.Abstracts of computer programs for instruction are collectedby Entelek Incorporated (see Section VII below).The appropriatenessand effectiveness of computer assistance in each field depends oncharacteristics of each instructional obicccive.Subject experts willdetermine where and how the computer if3 used, but the evaluation should bebased on records of student performance.Presumably computers will provide some advantage through increasedlearning and perhaps reduced cost.computers which include:I have suggested criteria for using1) processing and evaluation of responses typedor spoken by the student, 2) complex sequencing or selection rules, orself-modifying strategies of instruction, and 3) generation or assemblyof new material.There are also some obvious limitations:it isdifficult for a computer to process and evaluate the content of essays,complex physical constructions and facial expressions.12Lack of organizationof a subject may make computer presentation difficult where liveindividual instruction can be reasonably successful.A number of different kinds of computer systems are being used bycurrent research and development projects.Some small computers have beenprogrammed for use by one student at a time for self-testing, computation,simulation, and even desigr, of gamesvocal skills practice.1413for another student to play, or forSomewhat larger systems, similarly dedicated to12The reader may want to check some interesting work on evaluationof mechanics and style reported by Ellis Page, "Grading Essays byComputer: Progress Report" in Invitational Conference on Testing Problems,October 1966, Princeton: Educational Testing Service, 1967, pp. 87-100.13Starkweather, John A., "COMPUTEST: A Computer Language for IndividualTesting, Instruction, and Intervie;ying," Psychological Reports, Vol. 17,1965, p. 237.14Lane, Harlan L., "Conditioning Accurate Prosody," AudiovisualInstruction, Vol. 11, October 1966, pp. 621-23.

simultaneous use by 4 to 32a single purpose, have been programmed forstudents; these can be characterized as multiple-user teaching machines.Technomics and(Information can be obtained from IBM, RCA, Philco-Ford,proposed whichperhaps other manufacturers.) Larger systems have beenthe same or similarwould handle up to 200 students simultaneously usingdevelopment projects have usedteaching programs. Other research andgeneral-purpose conversational systems, imbedding the conversationalavailable to users.instructional applications among other applicationscomputer for tutorial,In the latter instance the student may use the sameExamples of usesself-testing, simulation, gaming, and problem solving.in other than computerof campus time-sharing systems for instructiondescribing theirscience are common now, although technical reportsapplications are not usually published.be away from a sequenceThe current trend in computer use appears tothe author's program.delivered by the computer under strict control offuture systems will make theIt appears more likely that managers ofstudents through organizedprimary sources of knowledge more available toStudents will be given the necessaryfiles of information and procedures.computation and composition;learning tools for information management,by practice in informationlearning exercises will be characterizedstudents will take more control overacquisition and decision making, andtheir learning , Lvironments.students and instructional objectivesI still believe that for certainauthor-controlled tutorial presentationsthe effectiveness of computerizedpresentation of similarwill be sufficiently greater than non-computerFor example: childrenmaterials to justify the greater cost per unit.discriminations and attention span needed formay lack the verbal ski!ls,computer; other students (bothindependent study without the aid of thewritten and spoken language maygrade school and college level) studyingself-testing.benefit from computer assistance for diagnosticused for research andExpensive on-line systems will continue to beenvironment. From trainingmaterials development, often In the natural

-10-business offices, anddevices located in public school classrooms,and communicationsengineering shops or laboratories, a central computerinstructionsystem can instruct, record data, and test hypotheses regardingperiods of time. I believeand learning with great detail and over longwith real situations willthat this capability to mix experimental controlsituations and actualhelp bridge the gap between contrived laboratoryapplication of learning principles in the classroom.exercises willThe cost in preparation and use of computer-based15and not readily distributed over large numbers ofcontinue to be highnetworks will stimulatestudents. However, I anticipate that communicationworking cooperatively onand technically assist groups of subject expertscomputer-based manrials for similar courses taught at differentcooperative basisIt is likely that materials developed on ainstitutions.different institutions thanwill be more relevant and applicable to manyGuidelines formaterials developed through independent ventures.exercises are now beingorganization and documentation of computer-basedeasier and more effective at newwritten which will make revision and useComputer aids for searching and editing local copy could helplocations.for better use by hisa second user to explore and modify the materialsstudents.Computer-based networks will distribute interactive informationinstitutions and community educationprocessing services which individual16 Ultimately, the resources ofaffordseparately.programs could notenrich and individualize theentire regions will be made available tolocation.program of each student, no matter what his geographical15Kopstein, Felix F., and Robert J. Seidel. "Computer AdministeredInstruction: Economics,"Instruction versus Traditionally Administered2, Summer, 1968, pp. 147-78.Audio-Visual Communication Review, Vol. 16, No.EDUNET: Report ofBrown, G. W., S. G. Miller, and T. A. Keenan.Conducted by the Interuniversitythe Summer Study on Information NetworksWiley & Sons, Inc. (1967).Communications Council (EDUCOM). New York: John16

V.LITERATURE SURVEYS AND REVIEWSThere are many ways to organize information about computer-basedinstruction systems:student levels, subject areas, learning strategies,hardware systems, programming languages, computer functions and userrepresented in thepurposes. Nearly all of these arrangements arefollowing sample of surveys and reviews arranged alphabetically by author.An Article by Bushnell in Audiovisual Communications Review, 1963,various uses of computers in education, although thegilies an overview ofdescription of operating systems is no longer current.A bibliography and KWIK index was published by Engel in January ofDahlgreen,1967 and revised in August (Programming Systems Branch, USNWL,It overlaps the Entelek bibliography, but does include someVa.22448).annotations in its published version.The Entelek abstract card file (seebut theSection VII) is more extensive and includes longer annotations,participationreport abstracts are available only by annual subscription orin the exchange.Gentile circulated a review in 1966 which appeared in the AudiovisualproceededCommunications Review, Spring, 1967. After a brief history heand strategy, authorto discuss the semantic problem of programmed contentproblem forlanguage convenience, system capability and the effectivenessinstructional materials.A chapter by Hansen in the Review of Educational Research, December,well as1966, describes psychological experimentation and simulation asdifferent applications of computer-assisted instruction.It gives particularattention to research studies (which have been few).literature in 1966 andHickey and Newton published a survey of theEntelek indexing and abstractingagain in 1967, drawn from the files of theis rather comprehensiveservice (see Section VII). The January 1967 versionresearch reports and documentation ofand gives appropriate attention toThe only serious errorsinstructional materials which have been prepared.

-12-are in classification of systems and languages. A 1968 edition isexpected to be available in July.A book by Uttal (Real-Time Computers: Technique and Applications inthe Psychological Sciences, Harper and Row, 1967) includes a chaptertitled: "Computer Teaching Machines."In his discussion of psychologicalfoundations and of types of computer teaching machines, Uttal emphasizesthe unique contributions automated information processing systems canmake through technology for generation of the steps in a sequence ofinstruction.In a review circulated in 1966 and published in The Computer inAmerican Eaucation (John Wiley, 1967) I described computer contributionsto communication.One section lists information arranged by project orcomputer system, and may be useful when planning visits or phone calls toobtain detailed information about system design, research, applications,,and instructional materials under development.In a chapter in the Review of Eatcational Research, December, 1967,I covered modes of computer assistance for the student, strategies forcomputer-based learning situations, computer aids for instructionalmanagement, computer-based tools for the author and researcher, computeraided design of learning situations, and trends and projected needs.VI.SINGLE MEETINGS, CONFERENCES AND SYMPOSIA (1965-1968, U.S.A.)The following materials, organized chronologically by date ofoccurrence, may provide further references for the reader by providingpublications and proceedings which were an outcome of the meetings held,and also assist the reader by suggesting where to look for materialsresulting from meetings or conferences to be held in the next year or so.A conference was sponsored by AEDS and Stanford University on usesof computers in American education in October of 1965. Sections of twoof the presentations appeared in the Saturday Review of Literature, 1966,

-13and the conference report was published by John Wiley, June 1967 (TheComputer in American Education, edited by Don D. Bushnell and Dwight W.Allen).A conference on the Computer in American Universities was held atthe University of California at Irvine, California,in November of 1965.The contributed papers were published in August 1967 with an editedtranscript of discussion (Computers and Education, edited by Ralph Gerard,McGraw-Hill).The Commission on College Physics also sponsored a conference inNovember at Irvine.The report of that working session, The Computer inPhysics Instruction, is available from the commission at the Universityof Maryland.It is of somewhat lesser scope than the other Irvineconference, but it includes more detail and a number of examples of interestto non-physicists as well as physicists.In March171966 the ONRA revision is under consideration.CAI interest group met in Cambridge at BoltBeranek and Newman and at Harvard University Computation Center.Participants discussed CAI languages for both students and authors.Asummary was distributed by Entelek and appeared in Automated EducationLetter.In July of 1966, Educom established an informal working group inthe area of author languages.During July, 1966, Educom assembled a number of experts andrepresentatives of member institutions to discuss and plan a network forcommunication among colleges and universitie3 in North America.The reportof that conference detailed designs and projections of need and probableuses for network services.The report was published in JulyReport of the Summer Study on Information Networks.James G. Miller and Thomas A. Keenan.171967 (Edunet:George W. Brown,John Wiley).The Office of Naval Research (ONR) has supported many of theinnovative projects in this area, and through Entelek has encouragedmeetings to exchange information.

-14-In August of 1966 and 1967, educational technology and specialequipment were described and demonstrated at a conference of the AmericanManagement Association (135 W. 50th, New York, N. Y. 10020). The programsdescribe topics and participants; no summary of the sessions is available.The 1968 session was scheduled for August 13-15.The ONR CAI interest group met at System Development Corporation,Santa Monica, California, in September, 1966.On the first.day, variousSDC programs exploring computer aids in educational systems were described.On the second day, participants discussed issues related to successfulimplementation of CAI.A summary of these sessions is also availablefrom Entelek; sections of the summary appearedinAutomated EducationLetter, January and February, 1967.The ONR CAI interest group met at Penn State University in April 1967.using an IBM 1410Research and development activity in technical educationand experimental Coursewriter was described. A summary was distributedby Entelek.The Education Policy Project at George Washington University conductedduring July of 1967. Thea "traveling seminar" for the Office of Educationbackground papers, briefing sessions and conclusions of the seminar70's.participants are presented in the final report titled Education in theCopies are available through ERIC.The meetings of Project ARISTOTLE (Annual Review and InformationEducation), inSymposium on the technology of Training, Learning andin education underDecember of 1967, included a session on use of computersCopiesTask Group #5 on New Developments in Computers and Communications.Security Industrialof the proceedings are available from the.National20005.Washington, D. C.Association, Suite 800, 1030 15th St., N. W.,The UniversityAn ONR interest group on simulation in instruction met atto projectsof Texas in Austin, January 1968. Special attention was givenfor testing and training atof the CAI lab at Texas, and the simulations

-15-the manned space flight center in Houston.Notes have been distributedby Entelek, and a longer report is in preparation by C. Victor Bunderson,Director of the CAI Lab at Texas.An ONR interest group on CAI in medical education met in Cambridgein February 1968

DOCUMENT RESUME ED 025 155 EM 006 902 By- Zinn, Karl L. A Basic Reference Shelf on Interactive Use of Computers for Instruction. A Series One Paper from Eric at Stanford Stanford Univ., Calif. ERIC Clearinghouse on Educational Media and Technology. Spons Agency- Office of Education(DHEW). W

Related Documents:

SEISMIC: A Self-Exciting Point Process Model for Predicting Tweet Popularity Qingyuan Zhao Stanford University qyzhao@stanford.edu Murat A. Erdogdu Stanford University erdogdu@stanford.edu Hera Y. He Stanford University yhe1@stanford.edu Anand Rajaraman Stanford University anand@cs.stanford.edu Jure Leskovec Stanford University jure@cs.stanford .

Domain Adversarial Training for QA Systems Stanford CS224N Default Project Mentor: Gita Krishna Danny Schwartz Brynne Hurst Grace Wang Stanford University Stanford University Stanford University deschwa2@stanford.edu brynnemh@stanford.edu gracenol@stanford.edu Abstract In this project, we exa

Computer Science Stanford University ymaniyar@stanford.edu Madhu Karra Computer Science Stanford University mkarra@stanford.edu Arvind Subramanian Computer Science Stanford University arvindvs@stanford.edu 1 Problem Description Most existing COVID-19 tests use nasal swabs and a polymerase chain reaction to detect the virus in a sample. We aim to

Stanford University Stanford, CA 94305 bowang@stanford.edu Min Liu Department of Statistics Stanford University Stanford, CA 94305 liumin@stanford.edu Abstract Sentiment analysis is an important task in natural language understanding and has a wide range of real-world applications. The typical sentiment analysis focus on

Mar 16, 2021 · undergraduate and graduate students, faculty, staff, and members of the community. Anyone interested in auditioning for the Stanford Philharmonia, Stanford Symphony Orchestra, or Stanford Summer Symphony should contact Orchestra Administrator Adriana Ramírez Mirabal at orchestra@stanford.edu. For further information, visit orchestra.stanford.edu.

Stanford Health Care Organizational Overview 3 Contract Administration is a Shared Service of Stanford Health Care to Eight Other Stanford Medicine Entities Stanford Health are ("SH")is the flagship academic medical center associated with the Stanford University School of Medicine. SHC has 15,232 employees and volunteers, 613 licensed

STANFORD INTERNATIONAL nANK, LTD., § STANFORD GROUP COMPANY, § STANFORD CAPITAL MANAGEMENT, LLC, § R. ALLEN STANFORD, JAMES . M. DAVIS, . The false data has helped SGC grow the SAS program from less than 10 million in around 2004 to . I : over 1.2 billion, generating fees for SGC (and ultimately Stanford) in excess of 25 million. .

Hacking AES-128 Timothy Chong Stanford University ctimothy@stanford.edu Kostis Kaffes Stanford University kkaffes@stanford.edu Abstract—Advanced Encryption Standard, commonly known as AES, is one the most well known encryption protocols. It is used in a large variety of applications ranging from encrypting