Lecture 2: Maximum likelihood and regularization - 20124221 ...

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Description

• cours magistral

Lecture 2: Maximum likelihood and regularization 20124221: Introduction to Statistical Machine Learning Instructor: Greg Shakhnarovich TTI-Chicago / Weizmann Institute of Science January 3, 2012 Greg Shakhnarovich (TTIC/WIS) Lecture 2: Maximum likelihood and regularization January 3, 2012 1 / 48

• error decomposition estimate
• rough plan of attack
• function minimization problem
• review review
• approximation error
• empirical risk minimization
• statistical view of regression
• best predictor
• model

Sujets

• Cours magistral
• Review
• Predictor
• Régression
• Minimisation
• Décomposition
• Problem

Informations

• Publié par: bomel
• Nombre de lectures: 28
• Langue: English

Extrait

A & S Faculty Committees 2010-2011

Committee Chair of Faculty- 2 yr term Vice-Chairman & Secretary Steering Committee–3 yr term–1 ea div Humanities: (3) Natural Sciences (3) Social Sciences (3) Rules Committee–3 yr term –1 ea div Humanities (1) Natural Sciences (1) Social Sciences (1)

Name Jim Sheppard Jim Durig

Tom Stroik Jennifer Martin Michael Frisch Steve Driever Wei Ji Richard Murphy Pellom McDaniels Shannon Jackson Cathleen Burnett

Nacer Khelouz Kati Kadnikova Lou Potts

Department Philosophy Chemistry

English Theatre AUPD Geosciences Geosciences Physics History Sociology CJC

Foreign Languages Chemistry History

Phone # [phone]

2562 2269 6369 2971 2981 2509 1339 2517 1600

5996 5937 2873

Term Expires 2012 2011

2013 2011 2012 2013 2011 2012 2013 2011 2012

2012 2013 2011

A & S Faculty Committees 2010-2011 Curriculum Committee- 3 yr term–no 2 from same dept Humanities (3)Anthony ShiuEnglish  JimSheppard Philosophy  ScottBaker (Chair)Foreign Languages Natural Sciences (3)Dan McIntoshPhysics  SteveDriever Geosciences  JerryDias Chemistry Social Sciences (3)Leah GensheimerPsychology  BillAshworth History  Willbe appointed by SteeringIn the 2011 election, that Committee for a 1 yr termterm will be stated to run Alex Holsingeronly through 2012. Academic Standards- 3 yr term–no 2 from same dept Humanities (3)Laurie EllinghausenEnglish  RebeccaLee ForeignLanguages  GeneFriedman Theatre Natural Sciences (3)John Van HornChemistry  JimmyAdegoke Geosciences  SteveDriever Geosciences Social Sciences (3)Kim BennettPsychology  BobEvanson PoliticalScience  LindaBreytspraak Sociology

5205 2813 2823 1604 2971 2284 1065 2550

6032 2827 2773 6327 2978 2971 6370 5217 2514

2013 2011 2012 2013 2011 2012 2013 2011

2013 2011 2012 2013 2011 2012 2013 2011 2012

A & S Faculty Committees 2010-2011

Budget Committee Natural Science Social Science Humanities From Steering Committee From Curriculum From Academic Standards At Large Committee of Chairs Dean’s P&T Advisory–3 yr term Natural Sciences (1) Social Science (1) Humanities (1)

Kathleen Kilway Jim Sturgeon Jeff Rydberg-Cox To be appointed To be appointed To be appointed To be appointed Joy Swallow Kati Toivanen Kathleen Kilway Carol Koehler Ken Novak Jim Sturgeon Jeff Rydberg-Cox Kathy Krause Jimmy Adegoke

Richard Murphy Wayne Lucas Louis Imperiale

Chemistry 2280 Econ 2837 English 2560 Incumb. R. Murphy Steve Driever Bob Evanson Gary Ebersole AUPD MonicaNandan Art HistoryGary Ebersole Chemistry JieChen Communication StudiesClancy Martin CJC MichaelKruger Econ HarrisMirkin English TameraMurdock Foreign LanguagesLinda Breytspraak Geosciences TomMardikes Physics 2509 CJC 1598 Foreign Languages2822

2013 2011 2012 Social Work History Math Philosophy Physics Political Science Psychology Sociology Theatre

2013 2011 2012

A & S Faculty Committees 2010-2011 Promotion & Tenure–3 yr. terms Humanities (1)Joan Dean Social SciencesDennis Merrill Natural SciencesJosh Peng UMKC Senate–2 yr terms At Large (1)Pellom McDaniels Natural ScienceJosh Peng Humanities ScottBaker Social SciencesHarris Mirkin A&S Faculty ChairmanJim Sheppard Grad Council Reps–3 yr staggered elections Humanities LaurieEllinghausen Social SciencesMat Forstater Natural SciencesJimmy Adegoke Undergrad Council Reps  GayleLevy  HarrisMirkin  FredLeibsle

English History Chemistry History Chemistry Foreign Languages Political Science Philosophy English Econ Geosciences Foreign Languages Political Science Physics

2555 2542 2288

1339 2288 2823 2792 2813

6032 5862 2978

2820 2792 2502

2013 2011 2012 2012 2012 2012 2012 2012 2013 2011 2012 2013 2011 2012

A & S Faculty Committees 2010-2011

Academic Grievance Hearing –3 yr term: one rep from any division Research Dishonesty–3 yr term: 3 reps from any combination of div. Advisory Committee on Tenure (dismissal for cause) 3-yr term, 3 reps any div. Program Evaluation–3 yr term–3 reps any div

Paul Tosh

Clancy Martin Larson Powell Jejung Lee

Peter Morello Josh Peng Noah Rhee

Paul Tosh Steve Dilks

 GayleLevy Research Adv.–3yr term–1David Van Horn rep any div Univ. Assessment–3 yr term -1 rep ea div Social SciencesLinda Breytspraak Humanities JenniferPhegley Natural SciencesFred Leibsle Provost assignedJerry Jean Provost assignedMiriam Forman-Brunell

Art History

Philosophy Foreign Languages Geosciences

Communication Studies Chemistry Math

Art History English

Foreign Lang Chemistry Sociology English Physics Chemistry History

6204

2817 1316 6495

2532 2288 2854

6204 2556

2820 6327

2514 5973 2502 2295 5220

2011

2011 2011 2011

2011 2011 2011 2011 2012 (2013) to effect the staggering in terms, election to fill seat in 2010 will be for 1 yr. term. 2012 2011 2013 2011 2012 5/31/13 5/31/13

A & S Faculty Committees 2010-2011

Writing Board Campus Undergrad Curriculum

Richard Delaware Nathan Oyler

Fred Leibsle Kati Toivanen Harris Mirkin

Shona Wray Alice Reckley

Physics Art History Political Science

Michael McDonald

2502 6203 2792

Diane Mutti-Burke

2013 2011 2012