WClasses

STAT 331 - Applied Linear Models

Modelling the relationship between a response variable and several explanatory variables (an output-input system) via regression models. Least squares algorithm for estimation of parameters. Hypothesis testing and prediction. Model diagnostics and improvement. Algorithms for variable selection. Nonlinear regression and other methods.

Prerequisites

MATH235 or MATH245, (STAT231 with a grade of at least 60%) or STAT241 or (SYDE212 with a grade of at least 70%).

Corequisites

None

Antirequisites

ECON421, STAT321, STAT371, STAT373,AFM323/STAT374, SYDE334

Offerings

Spring 2026 [1265]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 00135970 / 100
LEC 00240240 / 100

Winter 2026 [1261]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015773122 / 12511:30 - 12:50 T,Th
LEC 002625166 / 12514:30 - 15:50 T,Th

Fall 2025 [1259]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0016266101 / 15013:00 - 14:20 T,Th
LEC 002695052 / 15014:30 - 15:50 T,Th
TUT 1017043153 / 30009:30 - 10:20 F

Spring 2025 [1255]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 001367554 / 12510:00 - 11:20 T,Th
LEC 002413855 / 12511:30 - 12:50 T,Th

Winter 2025 [1251]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015854112 / 12513:00 - 14:20 T,Th
LEC 002635461 / 12508:30 - 09:50 T,Th
TUT 1015956173 / 25014:30 - 15:20 T

Spring 2024 [1245]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013712102 / 12513:00 - 14:20 M,W
LEC 002483265 / 12510:00 - 11:20 T,Th

Winter 2024 [1241]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015875107 / 12513:00 - 14:20 M,W
LEC 002641664 / 12508:30 - 09:50 M,W
TUT 1015979171 / 25013:30 - 14:20 F

Fall 2023 [1239]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0016114152 / 19010:00 - 11:20 M,W
LEC 002691397 / 15514:30 - 15:50 M,W
TUT 1018970249 / 34513:30 - 14:20 M

Spring 2023 [1235]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013832122 / 20011:30 - 12:50 T,Th

Winter 2023 [1231]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 001600396 / 15013:00 - 14:20 T,ThB1 271Leilei Zeng
LEC 002662954 / 15010:00 - 11:20 T,ThEXP 1689Wayne Oldford
TUT 101610996 / 15009:30 - 10:20 FB1 271Leilei Zeng
TUT 102668154 / 15015:30 - 16:20 FEIT 1015Wayne Oldford

Fall 2022 [1229]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0017218137 / 19011:30 - 12:50 T,ThEXP 1689Glen McGee
LEC 0021013568 / 19014:30 - 15:50 T,ThOPT 347Glen McGee
LEC 003110653 / 0

Spring 2022 [1225]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 001360698 / 25013:00 - 14:20 M,WM3 1006Lan Wen
TUT 101373098 / 25010:30 - 11:20 FDC 1351Lan Wen

Winter 2022 [1221]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 001586778 / 10014:30 - 15:50 T,ThRCH 105Leilei Zeng
LEC 002665866 / 19010:00 - 11:20 T,ThDC 1351Leilei Zeng
TUT 101597778 / 10009:30 - 10:20 FB1 271Leilei Zeng
TUT 102838966 / 19013:30 - 14:20 MMC 2065Leilei Zeng

Fall 2021 [1219]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0016171212 / 400 Changbao Wu

Spring 2021 [1215]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0413393141 / 350 Glen McGee

Winter 2021 [1211]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0415918175 / 250 Glen McGee

Fall 2020 [1209]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0416067307 / 400 Samuel WK Wong

Spring 2020 [1205]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013636259 / 300 Kun Liang

Winter 2020 [1201]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015763185 / 23508:30 - 09:50 T,ThSTP 105Martin Lysy
LEC 00294590 / 1
TUT 1015875185 / 23514:30 - 15:20 TAHS 1689Martin Lysy

Fall 2019 [1199]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015887133 / 15014:30 - 15:50 T,ThSTC 0010Leilei Zeng
LEC 0026306104 / 15011:30 - 12:50 T,ThSTC 0010Leilei Zeng
LEC 00398182 / 1
TUT 1016569237 / 30010:30 - 11:20 FAHS 1689Leilei Zeng

Spring 2019 [1195]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013644192 / 22014:30 - 15:50 M,WAL 113Nathaniel Stevens
TUT 1013771192 / 22011:30 - 12:20 MAHS 1689Nathaniel Stevens

Winter 2019 [1191]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015638204 / 23510:00 - 11:20 M,WDC 1351Leilei Zeng
LEC 00294421 / 1
TUT 1015751204 / 23510:30 - 11:20 FDC 1351Leilei Zeng

Fall 2018 [1189]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015733114 / 15011:30 - 12:50 T,ThRCH 101Martin Lysy
LEC 0026164115 / 15016:00 - 17:20 T,ThB1 271Martin Lysy
LEC 00395191 / 1
TUT 1016489229 / 30017:30 - 18:20 TRCH 101Martin Lysy

Spring 2018 [1185]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013534203 / 25010:30 - 11:20 M,W,FM3 1006Nagham Mohammad
TUT 1013661203 / 25009:30 - 10:20 WM3 1006Nagham Mohammad

Winter 2018 [1181]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015694130 / 19008:30 - 09:50 T,ThSTP 105Peter Balka
LEC 00296161 / 1
TUT 1015807130 / 19016:30 - 17:20 WSTP 105Peter Balka

Fall 2017 [1179]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015825140 / 15411:30 - 12:20 M,W,FSTC 0040Leilei Zeng
LEC 002629073 / 10016:30 - 17:20 M,W,FMC 4020Leilei Zeng
LEC 00394013 / 1
TUT 1019042213 / 25417:30 - 18:20 WAHS 1689Leilei Zeng

Spring 2017 [1175]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013533147 / 18011:30 - 12:20 M,W,FMC 2066Nagham Mohammad
TUT 1013664147 / 18008:30 - 09:20 WM3 1006Nagham Mohammad

Winter 2017 [1171]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015425154 / 16213:00 - 14:20 M,WMC 2065Kun Liang
TUT 1015539154 / 16215:30 - 16:20 WMC 2065Kun Liang

Fall 2016 [1169]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015802103 / 12010:00 - 11:20 T,ThMC 1085Martin Lysy
LEC 002628894 / 10014:30 - 15:50 T,ThRCH 307Martin Lysy
LEC 00392341 / 1
TUT 1015972197 / 22015:30 - 16:20 WAL 116Martin Lysy

Spring 2016 [1165]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013536126 / 15011:30 - 12:50 T,ThMC 1085Joslin Tze Ching Goh
TUT 1013670126 / 15016:30 - 17:20 TMC 1085Joslin Tze Ching Goh

Winter 2016 [1161]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015965145 / 15014:30 - 15:20 M,T,ThSTC 0020Kun Liang
TUT 1016080145 / 15016:30 - 17:20 TMC 1085Kun Liang

Fall 2015 [1159]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0016069121 / 12413:00 - 14:20 T,ThMC 4021Martin Lysy
LEC 002658868 / 10008:30 - 09:50 T,ThRCH 110Martin Lysy
LEC 00389204 / 1
TUT 1016239189 / 22417:30 - 18:20 TSTP 105Martin Lysy

Spring 2015 [1155]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013606140 / 18014:30 - 15:20 M,W,FMC 2065Nagham Mohammad
TUT 1013741140 / 18011:30 - 12:20 ThDC 1351Nagham Mohammad

Winter 2015 [1151]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015753139 / 14014:30 - 15:50 W,FMC 1085Martin Lysy
TUT 1015868139 / 14013:30 - 14:20 ThRCH 301Martin Lysy

Fall 2014 [1149]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 001573578 / 12008:30 - 09:50 T,ThMC 4061Chong Zhang
LEC 002629489 / 10014:30 - 15:50 M,WMC 2017Yeying Zhu
LEC 00388803 / 1
TUT 1015906167 / 22017:30 - 18:20 MDC 1350Yeying Zhu

Spring 2014 [1145]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013515130 / 19013:00 - 14:20 W,FMC 2065Javid Ali
TUT 1013651130 / 19015:30 - 16:20 FDC 1350Javid Ali

Winter 2014 [1141]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015564116 / 17514:30 - 15:50 T,ThMC 2065Mu Zhu
TUT 1015682116 / 17517:30 - 18:20 WMC 2066Mu Zhu

Fall 2013 [1139]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015390105 / 12014:30 - 15:50 T,ThMC 4059Kun Liang
LEC 002716593 / 12013:30 - 14:20 M,W,FMC 4059Yeying Zhu
LEC 00382241 / 1
TUT 1015562198 / 24017:30 - 18:20 WDC 1350Kun Liang

Spring 2013 [1135]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013343147 / 18008:30 - 09:50 T,ThMC 2065Paul Kenneth Marriott
TUT 1013481147 / 18015:30 - 16:20 WMC 2066

Winter 2013 [1131]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015321113 / 18514:30 - 15:50 T,ThDC 1350Peter Balka
TUT 1015440113 / 18514:30 - 15:20 FDC 1351Peter Balka

Fall 2012 [1129]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015317169 / 19008:30 - 09:50 T,ThMC 2065Leilei Zeng
TUT 1015502169 / 19017:30 - 18:20 WMC 2065Leilei Zeng

Spring 2012 [1125]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013389118 / 15008:30 - 09:50 T,ThMC 2065Javid Ali
TUT 1013531118 / 15015:30 - 16:20 WMC 1085Javid Ali

Winter 2012 [1121]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1015216162 / 170
LEC 0015103162 / 17014:30 - 15:50 T,ThAL 113Peter Balka
TUT 2015230162 / 17015:30 - 16:20 FMC 2065Peter Balka

Fall 2011 [1119]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015145190 / 19008:30 - 09:50 T,ThMC 2065Guangzhe Fan
TUT 1015338190 / 19017:30 - 18:20 WMC 2065

Spring 2011 [1115]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0013278122 / 15008:30 - 09:50 T,ThMC 2065Guangzhe Fan
TUT 1013427122 / 15015:30 - 16:20 WEIT 1015

Winter 2011 [1111]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1015185124 / 175
LEC 0015059124 / 17514:30 - 15:50 T,ThMC 2065Mu Zhu
LEC 00281930 / 1
TUT 2015199124 / 17514:30 - 15:20 FMC 2066

Fall 2010 [1109]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0015182147 / 15008:30 - 09:50 T,ThMC 1085Mu Zhu
TUT 1015399147 / 15017:30 - 18:20 WMC 1085

Spring 2010 [1105]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1014778103 / 110
LEC 0014664103 / 11008:30 - 09:50 T,ThMC 4061Riley Adam Metzger
TUT 2014974103 / 11015:30 - 16:20 WMC 4059

Winter 2010 [1101]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1015160151 / 175
LEC 0015024151 / 17514:30 - 15:50 T,ThMC 2065Mu Zhu
TUT 2015180151 / 17515:30 - 16:20 FMC 2065

Fall 2009 [1099]

SectionClassEnrolledTimeDaysLocationInstructor
LEC 0014915112 / 14008:30 - 09:50 T,ThMC 1085Riley Adam Metzger
TUT 1015145112 / 14017:30 - 18:20 WMC 1085

Spring 2009 [1095]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1013208122 / 110
LEC 0013132122 / 11008:30 - 09:50 T,ThMC 4059Yulia Gel
TUT 2013316122 / 11014:30 - 15:20 MMC 4059

Winter 2009 [1091]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1014395151 / 160
LEC 0014250151 / 16014:30 - 15:50 T,ThMC 2066Riley Adam Metzger
TUT 2014415151 / 16016:30 - 17:20 WMC 2066

Fall 2008 [1089]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1013794108 / 140
LEC 0013793108 / 14008:30 - 09:50 T,ThMC 2066Yulia Gel
TUT 2014056108 / 14016:30 - 17:20 MMC 2066

Spring 2008 [1085]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101264975 / 85
LEC 001257075 / 8508:30 - 09:50 T,ThMC 2035Muhamad Rashid Ahmed
TUT 201277175 / 8516:30 - 17:20 MMC 2035Muhamad Rashid Ahmed

Winter 2008 [1081]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101356264 / 80 Ilham Akhundov
LAB 102372873 / 105 Diana Katherine Chisholm
LEC 001341364 / 8014:30 - 15:50 T,ThMC 4045Ilham Akhundov
LEC 002372773 / 10511:30 - 12:50 T,ThMC 4059Diana Katherine Chisholm
TUT 201358264 / 8016:30 - 17:20 WMC 4045Ilham Akhundov
TUT 202372973 / 10516:30 - 17:20 WMC 4059Diana Katherine Chisholm

Fall 2007 [1079]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1013509124 / 140
LEC 0013508124 / 14008:30 - 09:50 T,ThRCH 301Changbao Wu
TUT 2013804124 / 14016:30 - 17:20 MMC 1085Changbao Wu

Spring 2007 [1075]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101226681 / 105
LEC 001218481 / 10508:30 - 09:50 T,ThMC 4021Mu Zhu
TUT 201239681 / 10516:30 - 17:20 MDWE 1501Mu Zhu

Winter 2007 [1071]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101351486 / 80
LAB 102373985 / 80
LEC 001334786 / 8014:30 - 15:50 T,ThMC 4045Peter Song
LEC 002373885 / 8011:30 - 12:50 T,ThMC 2054Peter Song
TUT 201353686 / 8016:30 - 17:20 WMC 4045Peter Song
TUT 202374085 / 8016:30 - 17:20 WMC 2035Peter Song

Fall 2006 [1069]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1013401130 / 115
LEC 0013400130 / 11508:30 - 09:50 T,ThB1 271Bovas Abraham
TUT 2013732130 / 11516:30 - 17:20 MMC 4021Bovas Abraham

Spring 2006 [1065]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101225190 / 100
LEC 001216290 / 10008:30 - 09:50 T,ThMC 4021Mu Zhu
TUT 201244790 / 10016:30 - 17:20 MMC 4021Mu Zhu

Winter 2006 [1061]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101341561 / 64
LAB 102496460 / 71
LEC 001322561 / 6414:30 - 15:50 T,Th,R,C,H Guangzhe Fan
LEC 002496360 / 7109:30 - 10:20 M,W,F,R,C,H Guangzhe Fan
TUT 201343961 / 6416:30 - 17:20 W,M,C Guangzhe Fan
TUT 202496560 / 7116:30 - 17:20 W,M,C Guangzhe Fan

Fall 2005 [1059]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1013342104 / 90
LEC 0013341104 / 9008:30 - 09:50 T,Th,M,C Bovas Abraham
TUT 2015013104 / 9016:30 - 17:20 M,M,C Bovas Abraham

Spring 2005 [1055]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101226062 / 60
LEC 001215962 / 6008:30 - 09:50 T,Th,M,C Bovas Abraham
TUT 201310462 / 6016:30 - 17:20 M,M,C Bovas Abraham

Winter 2005 [1051]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1013375107 / 110
LEC 0013175107 / 11014:30 - 15:50 T,Th,M,C Guangzhe Fan
TUT 2013401107 / 11015:30 - 16:20 W,M,C Guangzhe Fan

Fall 2004 [1049]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 1013339109 / 110
LEC 0013338109 / 11014:30 - 16:20 T,Th,M,C Bovas Abraham

Spring 2004 [1045]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101215938 / 30
LEC 001205538 / 3011:30 - 12:20 M,W,F,M,C Theodoro Koulis

Winter 2004 [1041]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101324179 / 85
LEC 001302779 / 8514:30 - 15:50 T,Th,M,C Mu Zhu
TUT 201327079 / 8515:30 - 16:20 W,M,C Mu Zhu

Fall 2003 [1039]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101326185 / 90 Yun-Hee Choi
LEC 001326085 / 9014:30 - 16:20 T,Th,M,C Yun-Hee Choi

Spring 2003 [1035]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101228347 / 110 Theodoro Koulis
LEC 001217547 / 11011:30 - 13:20 M,W,M,C Theodoro Koulis

Winter 2003 [1031]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101385578 / 80 William J Welch
LEC 001363578 / 8014:30 - 15:50 T,Th,M,C William J Welch
TUT 201460578 / 8015:30 - 16:20 W,M,C William J Welch

Fall 2002 [1029]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101314490 / 90 Bovas Abraham
LEC 001314390 / 9014:30 - 16:20 T,Th,M,C Bovas Abraham

Spring 2002 [1025]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101202460 / 60 Bovas Abraham
LEC 001189860 / 6011:30 - 13:20 M,W,M,C Bovas Abraham

Winter 2002 [1021]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101380646 / 60 William J Welch
LEC 001226246 / 6015:00 - 16:50 T,Th,M,C William J Welch

Fall 2001 [1019]

SectionClassEnrolledTimeDaysLocationInstructor
LAB 101328058 / 70 Mu Zhu
LEC 001327958 / 7014:30 - 16:20 T,Th,E Mu Zhu

UW Flow Ratings

Liked: 72.88%

72.88%

Easy: 58.41%

58.41%

Useful: 84.38 %

84.38%

STAT 331 leads to

ACTSC 463 - Introduction to Property and Casualty Loss Reserving

CM 464 - Statistical Learning - Function Estimation

ECON 403 - Topics in Economic Forecasting

ECON 405 - Topics in Financial Econometrics

ENGL 378 - Professional Communications in Statistics and Actuarial Science

MTHEL 300 - Professional Communications in Statistics and Actuarial Science

STAT 430 - Experimental Design

STAT 431 - Generalized Linear Models and their Applications

STAT 443 - Forecasting

STAT 444 - Statistical Learning - Advanced Regression

STAT 466 - Topics in Statistics 1

ACTSC 432 - Credibility and Risk Theory

STAT 441 - Statistical Learning - Classification

ACTSC 423 - Topics in Financial Econometrics

AFM 423 - Topics in Financial Econometrics

ACTSC 431 - Casualty and Health Insurance Mathematics 2

ACTSC 457 - Predictive Modelling in Property and Casualty Insurance

ACTSC 456 - Statistical Learning in Actuarial Science