00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · •...

23
HAP 780 Data Mining in Health Care Copyright © Janusz Wojtusiak, 2015 Course Overview Janusz Wojtusiak, PhD George Mason University Fall 2016 HAP 780 Data Mining in Health Care

Transcript of 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · •...

Page 1: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

CourseOverview

JanuszWojtusiak,PhDGeorgeMasonUniversity

Fall2016

HAP780DataMininginHealthCare

Page 2: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

“Twomenwereexaminingtheoutputofthenewcomputerintheirdepartment.Afteranhourorsoof

analyzingthedata,oneofthemremarked:Doyourealizeitwouldtake400menatleast250yearsto

makeamistakethisbig?”

-NicholasNegroponte

Page 3: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

PresentationsmaybeRecorded

• Imayrecordsomelecturesforuseforfuturestudents

• Thecameraisfacingscreen/whiteboard/me• Yourvoicemayberecordedifyouaskquestions– Ifyoudonotwishtobeontherecording,pleaseletmeknowandhelpmeidentifymomentsofthepresentationonwhichyourvoiceispresent.

Page 4: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Syllabus

• Howtocontactme– Email:[email protected]– Officehours:Byappointment,beforeclass,Wednesdays1pm– 4pm

– Officelocation:108NortheastModule– Pleasedonotleavevoicemail

– PleaseincludeHAP780 insubjectofallemails

Page 5: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Syllabus

• Howtocontactyou–GMUemail• CheckSPAM/JUNKfolders• Removeoldemails• Set-upforwarding

–MyMason portal(blackboard)

Page 6: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Syllabus• RecommendedPrerequisites– HAP700IntroductiontoHealthInformatics

• Informaticsbackground

– HAP709Healthcaredatabases• Databaseskills

– HAP602Statistics• Statistics/researchskillsareimportant

– HAP780shouldbetakenclosetotheendoftheprogram

Page 7: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

CourseObjective

• Makeyourlifemiserable...

Page 8: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Inthisclassyouwilllearn

• WhatisKDDMandwhatitdoes• WhichKDDMmethodstoapply• HowtoapplyKDDMmethods• Howtointerpretandapplyresults• WhatisrelationofKDDMtootherdisciplines

• Rightcombinationoftheoryandpracticalskills

Page 9: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

YourPart

• Participation• Weeklyassignments• Weeklyreading• KDDMtopicpresentation• Semester-longproject• Participationoutsideclassroom

Page 10: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Grading

96+A90-95A-86-89B+80-85B75-79B-70-74C0-70F

Page 11: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Reading• Han,J.,Kamber,M.,Pei,J.(2011),DataMining:ConceptsandTechniques,3rd edition,MorganKaufmann.

• BlackK.(2008).BusinessStatisticsforContemporaryDecisionMaking.NewJersey:JohnWiley&Sons.

• WittenI.H.,FrankE.(2005). DataMining:PracticalMachineLearningToolsandTechniques,secondedition.MorganKaufmann.

Page 12: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

MoreReading

• DataMiningandKnowledgeDiscovery(Springer)• IEEETransactionsonKnowledgeandDataEngineering• JournalofAmericanMedicalInformaticsAssociation(Oxford)

• ArtificialIntelligenceinMedicineJournal(Elsevier)• HealthInformaticsJournal(Sage)• JournalofIntelligentInformationSystems(Springer)• InternationalJournalofMedicalInformatics(Elsevier)• MachineLearning(Springer)• …andmanymore….

Page 13: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Presentation• Prepare~10minutepresentationonaselectedtopicrelatedtodataminingorhealthcaredata

• Everyweek1-2presentations• Shoulddescribesomespecificthingsandbeinteresting– Example:FindaDM-relatedarticleandpresentit

• Avoidtwopresentationsaboutthesame• Avoidpresentationsabouttopicsthatwillbecoveredinclass(seeweeklyscheduleinthesyllabus)

• Topicsanddatesprioritybasedonwhenyousignup– Wewillusedoodletosetuppresentations

Page 14: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Presentations• Usetopicsfrompublishedpapers.Herearesomeexamples:– ExploringGeneralizedAssociationRuleMiningforDiseaseCo-Occurrences(AMIA2012)

– LeveragingDerivedDataElementsinDataAnalyticModelsforUnderstandingandPredictingHospitalReadmissions(AMIA2012)

– TheAnalyticInformationWarehouse(AIW):Aplatformfroanalyticsusingelectronichealthrecorddata(JBI2013)

Page 15: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Projects• Mostimportantcomponentofthegrade• Usesomerealdata,terminologies,systems!• Analyzedatatogetnewresults• CreatenewDMmethods• Testandcomparemethods• Buildclassificationorpredictionmodels• Detectoutliersindata

• Focusonaspecificgroupofpatients,makesuretheexperimentsarewelldesigned(problem,cohort,…).

Page 16: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Projects

• Mostprojectreportsshouldinclude:– Problemdescription– Dataselection– Datapre-processing– SelectionofDMmethods– ApplicationofDMmethods– Analysisofresults– Reviewofliteratureandrelatedwork– Conclusions

Page 17: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Projects

• Directapplicationofexistingmethodstoexistingdatasetsisnotsufficient

• Projectsmustdemonstratesignificanteffortsaswellasunderstandingofproblems

• Usedataset(s)thatisavailable

Page 18: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

ParticipationOutsideClass

• Itisnotaboutmembership(andpayingfee)• Itisaboutgoingtoameeting,talkingtopeople,doingsomenetworking,participation

• Ifyoupresentsomething(onaconferenceorworkshop)itisevenbetter

Page 19: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Membership/ParticipationExamples

• AAAIFallSymposiumSeries• HIMSSannualconference• AMIAsymposium• HIMSSCapitalarea• HIMSSVA• HealthTechNet• Academyhealth• HIMSSMentorshipprogram!

Page 20: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

HonorCode

• Donotcheat….• Dothingsyourself• Donotplagiarize

• Donotcopy-and-pastewhendoingassignments

• Detailsinthesyllabus

Page 21: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

IndividualswithDisabilities

• WorkwithGMUdisabilityoffice• Detailsinthesyllabus

Page 22: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

Schedule

• PostedinthesyllabusinBlackboard• Noclassnextweek– laborday

• Forallimportantdates,checkacademiccalendaronGMUwebsite.

Page 23: 00 HAP780 overview - Health Informaticshi.gmu.edu/images/lecture_pdf/00_HAP780_overview.pdf · • Most project reports should include: – Problem description – Data selection

HAP780DataMininginHealthCare Copyright©JanuszWojtusiak,2015

ContactAgain

• JanuszWojtusiak,PhD• [email protected]

• Inemails,pleasemakesureIknowwhoyouare.

• PleaseincludeHAP780 insubjectofallemails


Lecture 8 Equilibrium and Elasticity - people.Virginia.EDUpeople.virginia.edu/~ral5q/classes/phys631/summer11/Lecture_pdf/... · Lecture 8 Equilibrium and Elasticity. July 19 EQUILIBRIUM

Lecture 8 Equilibrium and Elasticity - people.Virginia.EDUpeople.virginia.edu/~ral5q/classes/phys631/summer11/Lecture_pdf/... · Lecture 8 Equilibrium and Elasticity. July 19 EQUILIBRIUM

The Application The Selection Process · The Selection Process 1. Covering Letter Your covering letter is the introduction to your application. It should include the name of the position

The Application The Selection Process · The Selection Process 1. Covering Letter Your covering letter is the introduction to your application. It should include the name of the position

Module 5: Nonlinear Dielectrics Introduction - NPTELnptel.ac.in/courses/113104005/lecture_pdf/module5.pdf · Module 5: Nonlinear Dielectrics Ferroelectric Ceramics 5.3.2 Principle

Module 5: Nonlinear Dielectrics Introduction - NPTELnptel.ac.in/courses/113104005/lecture_pdf/module5.pdf · Module 5: Nonlinear Dielectrics Ferroelectric Ceramics 5.3.2 Principle

Smile To Go | Fastbraces & Cosmetic Dentistry,Blackburn · include shade selection, colour mapping, colour mock-up, tooth preparation, composite resin selection and artistic implementation

Smile To Go | Fastbraces & Cosmetic Dentistry,Blackburn · include shade selection, colour mapping, colour mock-up, tooth preparation, composite resin selection and artistic implementation

Selexion Recruitment - Proposal · Project deliverables include: recruitment and selection of 120 candidates from ... our recruitment and selection process to suit our Client’s

Selexion Recruitment - Proposal · Project deliverables include: recruitment and selection of 120 candidates from ... our recruitment and selection process to suit our Client’s

An extension of the Markowitz portfolio selection model to include

An extension of the Markowitz portfolio selection model to include

CDPS-P311Rof your live event stream including source selection, resolution, bitrate and more. Audio functions include volume level adjustment, mute, and mixer source selection. This

CDPS-P311Rof your live event stream including source selection, resolution, bitrate and more. Audio functions include volume level adjustment, mute, and mixer source selection. This

Recruitment and Selection policy April 2016 · the whole recruitment and selection process. 4.4 The selection panel will, where possible include women and men. 4.5 The School Staffing

Recruitment and Selection policy April 2016 · the whole recruitment and selection process. 4.4 The selection panel will, where possible include women and men. 4.5 The School Staffing

Selection Framework for Domestic Subcontractors by ... · that principles of good practice be observed, to include among others: ... selection process of subcontractors is important

Selection Framework for Domestic Subcontractors by ... · that principles of good practice be observed, to include among others: ... selection process of subcontractors is important

PROGRAM - Insatech€¦ · expanded our program selection to include seminars ... Fundamentals of calibration, ... as phase seperations, filter monitoring, ...

PROGRAM - Insatech€¦ · expanded our program selection to include seminars ... Fundamentals of calibration, ... as phase seperations, filter monitoring, ...

Johnson Publishing Company Test Kitchen Repository and ... · Proposal Scoring and Selection Process . Scoring criteria and the selection process will include the following factors:

Johnson Publishing Company Test Kitchen Repository and ... · Proposal Scoring and Selection Process . Scoring criteria and the selection process will include the following factors:

Amazon S3 · Include a resume if available. References must be able to be contacted via phone. PromiseShlp Application review and selection criteria A Selection Committee will be

Amazon S3 · Include a resume if available. References must be able to be contacted via phone. PromiseShlp Application review and selection criteria A Selection Committee will be

Chapter 11 Amplifiers - Seoul National Universityengineering.snu.ac.kr/lecture_pdf/EE/Chapter11_SNU.pdfChapter 11 Amplifiers - Specifications and External Characteristics - 1. Various

Chapter 11 Amplifiers - Seoul National Universityengineering.snu.ac.kr/lecture_pdf/EE/Chapter11_SNU.pdfChapter 11 Amplifiers - Specifications and External Characteristics - 1. Various

Chapter 7 Logic Circuits - SNUengineering.snu.ac.kr/lecture_pdf/EE/Chapter07_SNU.pdf · Introduction Why Digital Signal Conditioning? 1. Multivariable Process Control 2. Easy Linearization

Chapter 7 Logic Circuits - SNUengineering.snu.ac.kr/lecture_pdf/EE/Chapter07_SNU.pdf · Introduction Why Digital Signal Conditioning? 1. Multivariable Process Control 2. Easy Linearization

Layoffs Without Liability: Advanced Strategies for ... · 9. Failing To Include Selection Criteria. Some employers have taken the position that selection criteria used to identify

Layoffs Without Liability: Advanced Strategies for ... · 9. Failing To Include Selection Criteria. Some employers have taken the position that selection criteria used to identify

Selection Decision Tools - Angus Journal ·  · 2014-11-06Sire summaries have gotten better, Golden asserted. Enhancements include selection indexes, more fertility EPDs, elimination

Selection Decision Tools - Angus Journal ·  · 2014-11-06Sire summaries have gotten better, Golden asserted. Enhancements include selection indexes, more fertility EPDs, elimination

COST Open Call – Submission, Evaluation, Selection and ... · - amendment to include Kosovo*1 as a Near Neighbour Country. oc-2019-1 29 November 2018 ... Evaluation, Selection and

COST Open Call – Submission, Evaluation, Selection and ... · - amendment to include Kosovo*1 as a Near Neighbour Country. oc-2019-1 29 November 2018 ... Evaluation, Selection and

Customer Drawings Product Selection - Emerson Electric · 2018-12-26 · Customer Drawings Product Selection Emerson offers a wide selection of drawing products; to include 2D drawings,

Customer Drawings Product Selection - Emerson Electric · 2018-12-26 · Customer Drawings Product Selection Emerson offers a wide selection of drawing products; to include 2D drawings,

EMPLOYEE & FAMILY ASSISTANCE PROGRAM (EFAP) · EMPLOYEE & FAMILY ASSISTANCE PROGRAM (EFAP) ... include Conductor, ... Field Placement Coordinator Selection Criteria ...

EMPLOYEE & FAMILY ASSISTANCE PROGRAM (EFAP) · EMPLOYEE & FAMILY ASSISTANCE PROGRAM (EFAP) ... include Conductor, ... Field Placement Coordinator Selection Criteria ...

PERSONNEL SELECTION, TRAINING, QUALIFICATION, AND ... Training Order and Handbooks... · must be included in contracts that include selection, training, qualification and certification

PERSONNEL SELECTION, TRAINING, QUALIFICATION, AND ... Training Order and Handbooks... · must be included in contracts that include selection, training, qualification and certification