Rage Against the Machines: How Subjects Learn to Play Against Computers [Dataset] (doi:10.11588/data/10024)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
Entire Codebook

(external link)

Document Description

Citation

Title:

Rage Against the Machines: How Subjects Learn to Play Against Computers [Dataset]

Identification Number:

doi:10.11588/data/10024

Distributor:

heiDATA

Date of Distribution:

2014-08-04

Version:

3

Bibliographic Citation:

Dürsch, Peter; Kolb, Albert; Oechssler, Jörg; Schipper, Burkhard C., 2014, "Rage Against the Machines: How Subjects Learn to Play Against Computers [Dataset]", https://doi.org/10.11588/data/10024, heiDATA, V3, UNF:5:UE+VbT403TpvbwYdzJeHMQ== [fileUNF]

Study Description

Citation

Title:

Rage Against the Machines: How Subjects Learn to Play Against Computers [Dataset]

Identification Number:

doi:10.11588/data/10024

Authoring Entity:

Dürsch, Peter (Alfred-Weber-Institute of Economics)

Kolb, Albert (Alfred-Weber-Institute of Economics)

Oechssler, Jörg (Alfred-Weber-Institute of Economics)

Schipper, Burkhard C. (Alfred-Weber-Institute of Economics)

Producer:

Dürsch, Peter

Kolb, Albert

Oechssler, Jörg

Schipper, Burkhard C.

Distributor:

heiDATA

Distributor:

HeiDATA: Heidelberg Research Data Repository

Access Authority:

Oechssler, Jörg

Date of Deposit:

2014-08-03

Holdings Information:

https://doi.org/10.11588/data/10024

Study Scope

Keywords:

Social Sciences, Learning, Fictitious play, Imitation, Reinforcement, Trial & error, Strategic teaching, Cournot duopoly, Experiments, Internet

Topic Classification:

C72, C91, C92, D43, L13

Abstract:

We use a large-scale internet experiment to explore how subjects learn to play against computers that are programmed to follow one of a number of standard learning algorithms. The learning theories are (unbeknown to subjects) a best response process, fictitious play, imitation, reinforcement learning, and a trial & error process. We explore how subjects’ performances depend on their opponents’ learning algorithm. Furthermore, we test whether subjects try to influence those algorithms to their advantage in a forward-looking way (strategic teaching). We find that strategic teaching occurs frequently and that all learning algorithms are subject to exploitation with the notable exception of imitation.

Country:

Germany

Geographic Coverage:

Germany

Universe:

Students

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

Related Publications

Citation

Title:

Dürsch,Peter; Kolb, Albert; Oechssler, Jörg, Schipper, Burkhard C., Rage Against the Machines: How Subjects Learn to Play Against Computers, Economic Theory, Volume 43, Issue 3, Econ Theory (2010) 43:407–430

Identification Number:

10.1007/s00199-009-0446-0

Bibliographic Citation:

Dürsch,Peter; Kolb, Albert; Oechssler, Jörg, Schipper, Burkhard C., Rage Against the Machines: How Subjects Learn to Play Against Computers, Economic Theory, Volume 43, Issue 3, Econ Theory (2010) 43:407–430

File Description--f270

File: dataall.tab

  • Number of cases: 56840

  • No. of variables per record: 29

  • Type of File: text/tab-separated-values

Notes:

UNF:5:5x61YmqQId9Fba74qqMFXA==

File Description--f271

File: moddatatime.tab

  • Number of cases: 1421

  • No. of variables per record: 257

  • Type of File: text/tab-separated-values

Notes:

UNF:5:Wwnm9V3f2oxjfoEf3i0JSQ==

Variable Description

List of Variables:

Variables

Score

f270 Location:

Variable Format: numeric

Notes: UNF:5:fXrKLcqWiQsrTluhuqVP8w==

RoundNo

f270 Location:

Variable Format: numeric

Notes: UNF:5:zPENRJx6Cbu0awUxW4Iu+w==

Menge_Sp

f270 Location:

Variable Format: numeric

Notes: UNF:5:lNbePYd50/kMFwKIRYERiQ==

Menge_Co

f270 Location:

Variable Format: numeric

Notes: UNF:5:50f7L0HZX6BSFb1MpO0RAw==

Gewinn_Sp

f270 Location:

Variable Format: numeric

Notes: UNF:5:Cu0Xagvb59ooezyG+aVM2w==

Gewinn_Co

f270 Location:

Variable Format: numeric

Notes: UNF:5:DPU3uBuJ9szKpVqM6pV74Q==

SessionID

f270 Location:

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Label

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0

1401.

DF552A712038

0

926.

32EEDA5123419

0

155.

1556B5BA1E28F

0

406.

202B51F6722C

0

86.

12017583BD6

0

180.

15962031C2A23

0

1361.

94EBCC511830

0

719.

2843003B82F16

0

978.

362A7C68F18D

0

70.

1201757BB3931

0

495.

202B54097926

0

1289.

85A18BB17B38

0

943.

348972011B1A17

0

291.

180D9660DBC

0

1132.

3C5B3335162333

0

414.

202B5201717A

0

281.

180D9653D1222

0

987.

36D3113DF177

0

1185.

3ED6370F1074

0

616.

24E13EC61A219

0

1051.

373F3D9D102E1E

0

490.

202B538572B35

0

1073.

395CFA363197

0

1257.

66F106011352D

0

1025.

373F3D7CF3920

0

1184.

3ED6370F10117

0

30.

108F928518F1F

0

112.

1201758CB3410

0

49.

1195F9DA1DE25

0

1334.

8FC57261C20C

0

975.

3622B95291C28

0

851.

2A42E00172213

0

847.

29FC9395142F2D

0

215.

15962168C417

0

1059.

373F3DA510A30

0

571.

2183A28EE1E39

0

785.

28C8171CE1A2D

0

1160.

3E1B626113639

0

297.

180D9669D149

0

Variable Format: numeric

Notes: UNF:5:P5Cgrx6qQrn5BIyDCJ4fUg==

src

f270 Location:

Value

Label

Frequency

Text

4.

monday

0

3.

lawopa

0

5.

nohistory

0

1.

base

0

2.

labor

0

Variable Format: numeric

Notes: UNF:5:QoNA2rzHa5Y4CR08vbqRsQ==

occupation

f270 Location:

Value

Label

Frequency

Text

1.

none

0

2.

other

0

3.

research

0

4.

student

0

Variable Format: numeric

Notes: UNF:5:wyT+LVlj21SvNX06HJiLzw==

gender

f270 Location:

Value

Label

Frequency

Text

1.

female

0

2.

male

0

3.

none

0

Variable Format: numeric

Notes: UNF:5:hGHC05wRcvNcDUaBaJc3Gg==

country

f270 Location:

Value

Label

Frequency

Text

14.

BT

0

51.

none

0

26.

EE

0

18.

CH

0

41.

KP

0

44.

LV

0

29.

FX

0

64.

UM

0

50.

NL

0

53.

PR

0

5.

AO

0

7.

AS

0

54.

RU

0

34.

GR

0

49.

NI

0

52.

PL

0

65.

VN

0

48.

MY

0

15.

BW

0

3.

AL

0

37.

IE

0

56.

SG

0

40.

IT

0

39.

IR

0

17.

CA

0

59.

TH

0

6.

AR

0

46.

MN

0

58.

TG

0

45.

MA

0

23.

DE

0

57.

SK

0

63.

UG

0

12.

BO

0

62.

UA

0

36.

HU

0

66.

ZW

0

11.

BH

0

21.

CN

0

8.

AT

0

25.

EC

0

60.

TN

0

1.

AF

0

35.

HK

0

33.

GP

0

32.

GI

0

42.

KR

0

20.

CM

0

2.

AI

0

13.

BR

0

30.

GB

0

24.

DZ

0

9.

AU

0

38.

IN

0

61.

TR

0

22.

CZ

0

4.

AM

0

19.

CI

0

55.

SE

0

16.

BY

0

27.

FI

0

31.

GH

0

10.

BG

0

28.

FR

0

47.

MX

0

67.

ZZ

0

43.

LB

0

Variable Format: numeric

Notes: UNF:5:r/V/t4eAegQY06WEd0vkZg==

gametheory

f270 Location:

Value

Label

Frequency

Text

1.

none

0

2.

yes

0

Variable Format: numeric

Notes: UNF:5:N1QmAOjhEc1HTCw9aBOaIw==

economics

f270 Location:

Value

Label

Frequency

Text

1.

none

0

2.

yes

0

Variable Format: numeric

Notes: UNF:5:oG3+NWD2A8J8FghR//Ae9A==

before

f270 Location:

Value

Label

Frequency

Text

3.

yes

0

1.

no

0

2.

none

0

Variable Format: numeric

Notes: UNF:5:SwJW8H0nFHw24JhRMnTSJw==

ranking

f270 Location:

Variable Format: numeric

Notes: UNF:5:oYOFXosG8jBGQlcjSxx1cQ==

Computertype

f270 Location:

Value

Label

Frequency

Text

3.

rho

0

5.

theta

0

1.

beta

0

4.

tau

0

2.

phi

0

Variable Format: numeric

Notes: UNF:5:SdNOiGQnhUxseeJ4U8VV5w==

Repeat

f270 Location:

Value

Label

Frequency

Text

2.

obv

0

3.

yes

0

1.

no

0

Variable Format: numeric

Notes: UNF:5:8EeNo+26hVIlLh8YFAEkpw==

isbegin35

f270 Location:

Value

Label

Frequency

Text

3.

true

0

2.

false

0

Variable Format: numeric

Notes: UNF:5:l6Gt/a9E6gtYLPN/zwDFHQ==

isbegin40

f270 Location:

Value

Label

Frequency

Text

3.

true

0

2.

false

0

Variable Format: numeric

Notes: UNF:5:niWdICElov4BHPmclmYk5w==

isbegin45

f270 Location:

Value

Label

Frequency

Text

3.

true

0

2.

false

0

Variable Format: numeric

Notes: UNF:5:TGVtdasWEvzRgb6t1MAHAQ==

LAGS(Menge_Sp,1)

f270 Location:

Variable Format: numeric

Notes: UNF:5:C/6PmNKY/4HXnlCRQe+qXg==

LAGS(Menge_Sp,2)

f270 Location:

Variable Format: numeric

Notes: UNF:5:TIMXLx0BiXq8CGsuALFJ6A==

LAGS(Menge_Sp,3)

f270 Location:

Variable Format: numeric

Notes: UNF:5:f2uzkCpEHTC17geXiykZ7A==

LAGS(Menge_Sp,4)

f270 Location:

Variable Format: numeric

Notes: UNF:5:Ehtj1L5TcdQnXJ5cdAhwdQ==

LAGS(Menge_Sp,5)

f270 Location:

Variable Format: numeric

Notes: UNF:5:Q+DlB/SohCIr/GwyPmwwoQ==

RoundNo<11 (FILTER)

f270 Location:

Value

Label

Frequency

Text

0.

Not Selected

0

1.

Selected

0

Variable Format: numeric

Notes: UNF:5:rGqEZZqtamgJVPvBkZDcYw==

Above50

f270 Location:

Variable Format: numeric

Notes: UNF:5:4IDyDfVT6mglXBsaL7VA0w==

Below30

f270 Location:

Variable Format: numeric

Notes: UNF:5:lTkWHcqf6sLSKkZOCgNE9w==

Below30first10

f270 Location:

Variable Format: numeric

Notes: UNF:5:ReHTA8UbyNCXFvYB5UGhMg==

SessionID

f271 Location:

Value

Label

Frequency

Text

1227.

3FAB5DE1161F35

0

744.

28C815D0E3923

0

1286.

85A18BB172A20

0

681.

2818DE3CE192D

0

847.

29FC9395142F2D

0

47.

1195F9D91DE15

0

370.

1AB65DBA192313

0

1255.

6257274B3737

0

1006.

373F3D62FF16

0

614.

24E13EC41A201D

0

49.

1195F9DA1DE25

0

798.

28C81729E302

0

425.

202B52CB71231

0

1272.

7DB54FD1786

0

41.

1195F9D61DD1C

0

1043.

373F3D9210181

0

378.

1C03BFCE152A

0

734.

2843004982F23

0

1119.

3B66DF9210172

0

308.

1833D14BC2C23

0

1133.

3C9ABD36102F23

0

10.

10149648181D3A

0

992.

36E2F7D29180

0

198.

15962042C723

0

1281.

85A18BB1713F

0

14.

101496E31820B

0

1016.

373F3D6FFA1F

0

1012.

373F3D64F1915

0

1086.

3B2550EC1B2318

0

951.

34DC93D72827

0

452.

202B52E973926

0

639.

25445C491A1DF

0

1163.

3E7C317D32A2F

0

787.

28C8171CE37

0

240.

15C0F14A12513

0

862.

2BA11F1F1AA8

0

650.

25759A96E331F

0

758.

28C81715E1B19

0

570.

2183A28CE12E

0

708.

2842FFA38233B

0

910.

3045F522F1829

0

337.

1908F956192D37

0

502.

202B541473C

0

444.

202B52DC731B

0

242.

15E17E79182923

0

990.

36DDF620101121

0

27.

108F9285181C

0

1110.

3B25589F1B2B3A

0

582.

2202B1F613312

0

85.

12017582BC30

0

468.

202B52F672121

0

1045.

373F3D9310293A

0

172.

15961FF3C101D

0

420.

202B520B71C25

0

1168.

3ED6367B10351F

0

272.

180CD206D121B

0

1079.

3AFB736632C1C

0

9.

10149616181D1E

0

711.

2842FFB08193B

0

662.

262F7674E3510

0

635.

25445ADC1A1A2E

0

882.

2DAF1732153234

0

4.

101494D6181B30

0

1014.

373F3D6DF2E19

0

279.

180D9652D3F

0

344.

1912FC53C31F

0

313.

1833D1EBCB11

0

310.

1833D1EAC1922

0

176.

15961FF6C2A16

0

496.

202B540E7F20

0

133.

12CDDDB362326

0

131.

12C5393C5372A

0

402.

1F52391313204

0

860.

2B5E545D21417

0

209.

159620E0C1525

0

898.

2F4B1EAFF3327

0

1145.

3C9ABD49101E2A

0

784.

28C8171CE181F

0

1261.

6A1D4FF17A7

0

1383.

B2E904142412

0

534.

2183A217D333

0

967.

358297E7F376

0

1060.

374ED3A215182E

0

720.

2843003C883A

0

1143.

3C9ABD49101434

0

840.

294CFBD11A3914

0

354.

1A59726C192710

0

1385.

C5A3AEDB2B20

0

1199.

3ED638F410326

0

1245.

47B5462111B31

0

347.

1A597265191F0

0

776.

28C8171BE3321

0

109.

1201758BBED

0

148.

1473F975C292A

0

755.

28C81711E2E33

0

660.

262F7674E2319

0

1374.

A909FF917372F

0

1207.

3ED63A4D10F9

0

567.

2183A289E02F

0

908.

3045F4A0FAB

0

1138.

3C9ABD3B10391C

0

1322.

8FC57201C1D8

0

268.

180CD202D312

0

430.

202B52D072918

0

611.

24E13EC11A1E19

0

351.

1A59726919234

0

1153.

3D0337AC1C3A25

0

712.

2842FFB482716

0

409.

202B51FA7AC

0

641.

25445CD61A1E15

0

353.

1A59726B192529

0

226.

159621F4C3826

0

394.

1D1990D519618

0

717.

2843003981921

0

1084.

3B2550EA1B2235

0

1091.

3B2550F11B243

0

683.

2842FF8082339

0

941.

33F3F4DC22C2D

0

1264.

76DF9601781F

0

217.

1596216AC2F2D

0

1256.

6257276BF3A

0

219.

15962178C3527

0

22.

102A393E129A

0

30.

108F928518F1F

0

1370.

94EBCF3113A7

0

441.

202B52D8708

0

1123.

3B66DF9410373B

0

433.

202B52D37332F

0

1375.

A909FFA17380

0

225.

159621F4C3336

0

1343.

8FC572A1C2F16

0

590.

2321B78711119

0

865.

2C353BB514333

0

1063.

3751F4CE1B2E14

0

108.

1201758BB3734

0

1269.

7DB54FD173128

0

764.

28C81715EC26

0

618.

24E13EC81A2134

0

599.

23CE7DF172730

0

265.

180CD1FBD2814

0

1249.

5635312112D25

0

779.

28C8171BE52E

0

359.

1AAC1342131228

0

460.

202B52EF7918

0

682.

2818DE41E1A2B

0

866.

2C4452869209

0

1090.

3B2550F01B2335

0

804.

28C81856E2D9

0

976.

3622B95292110

0

1240.

3FAB5E71161B37

0

509.

20A6D416131C2C

0

192.

15962038CD5

0

1303.

85A18C71781

0

111.

1201758CB2D3A

0

555.

2183A239D383B

0

698.

2842FF9883422

0

1039.

373F3D8C100B

0

355.

1A59726D19288

0

1167.

3ED6367A10394

0

996.

373F3D5EF23F

0

506.

20A6D4141321D

0

1189.

3ED637171033E

0

594.

23B674421242E

0

481.

202B538272624

0

164.

15961FECC1627

0

248.

15EFF3216157

0

1050.

373F3D9D101E36

0

1011.

373F3D63FF1C

0

1225.

3FAB5DDF16112F

0

342.

1908F9E1192C1B

0

1250.

5635312113912

0

454.

202B52EB73B2A

0

357.

1A59726F192A22

0

497.

202B540F71329

0

838.

292CDF0F2221

0

909.

3045F522F1313

0

1253.

62150A211C14

0

1406.

F51B1BB182714

0

73.

1201757CB3827

0

377.

1B3C1E55113F

0

1166.

3ED63679102AA

0

1246.

47B546311331F

0

1298.

85A18C117E28

0

159.

15961FE3C3A2

0

745.

28C81613E711

0

1140.

3C9ABD3C10D39

0

309.

1833D14CC3229

0

1031.

373F3D83F3426

0

1392.

D7CB170113826

0

836.

28FB1A7F141E1C

0

850.

2A19317A2F35

0

54.

1195F9DD1D2F23

0

1051.

373F3D9D102E1E

0

563.

2183A281E1514

0

1104.

3B2557451B2AD

0

144.

1473F975C1614

0

1365.

94EBCC611FF

0

1136.

3C9ABD39103317

0

1347.

94EBCBA112E35

0

13.

101496D0181F28

0

606.

23CE7DFD7237

0

1022.

373F3D75F1E38

0

934.

334CB0FC9D33

0

988.

36D3113EF251C

0

1247.

47B546711027

0

5.

10149530181CE

0

300.

180D966CD1B6

0

1346.

94EBCB9113A37

0

381.

1C395677DB3B

0

235.

1596228AC171B

0

212.

15962166C2613

0

234.

15962285C1439

0

1235.

3FAB5E6D1678

0

643.

25445CE81A1E22

0

1057.

373F3DA3101D11

0

721.

2843003D81438

0

429.

202B52CF72910

0

162.

15961FEBC74

0

134.

12F43CAF12170

0

424.

202B52CA71023

0

785.

28C8171CE1A2D

0

1393.

D7CB17111218

0

458.

202B52EE7718

0

319.

1863F57671215

0

392.

1CADB5F2D372D

0

562.

2183A27BD3A37

0

297.

180D9669D149

0

535.

2183A21ADD1C

0

827.

28C81861E2C26

0

102.

12017589BE5

0

119.

12017590BF3A

0

473.

202B53787520

0

887.

2DBB3B7DF1E30

0

1054.

373F3D9D10813

0

364.

1AB65BDA191D1F

0

338.

1908F95C192626

0

273.

180CD207D1522

0

891.

2E7014E783736

0

329.

1908F930192D26

0

57.

1195F9DE1DF2A

0

663.

262F7674E7A

0

517.

20D9683162A39

0

332.

1908F93E192513

0

518.

21533B08E1016

0

61.

1195F9E01D2E1

0

223.

159621F4C1DC

0

250.

15EFFB3162220

0

1369.

94EBCF3111F33

0

1398.

DA85350B3339

0

1116.

3B3079E7A1D22

0

1404.

E803B5A12F2

0

1275.

7EF7D034221B

0

669.

262F7675E351D

0

1317.

8FC571D1C2C36

0

154.

1556B5BA1E202B

0

21.

102A393E12536

0

1411.

F51B1C0182D15

0

602.

23CE7DFA7113A

0

878.

2DAF15F915D6

0

1217.

3F04994E16321B

0

183.

15962037C3032

0

24.

102A393E12E33

0

1263.

76DF8D71711B

0

104.

1201758AB241

0

1335.

8FC57261C2F5

0

868.

2CB6B0731A3B19

0

1035.

373F3D8910F22

0

940.

338FDBFD23316

0

808.

28C8185BE13D

0

406.

202B51F6722C

0

879.

2DAF16AD151913

0

326.

1908F92C192334

0

983.

3689D33915151D

0

1390.

CF0D8271E3A36

0

419.

202B520B71526

0

75.

1201757EB3429

0

438.

202B52D573439

0

222.

159621F4C1215

0

8.

101495A5181C2C

0

685.

2842FF8183B37

0

1004.

373F3D62F95

0

1362.

94EBCC511A3A

0

1058.

373F3DA510393

0

595.

23B6744212D2C

0

514.

20A6D41813128

0

1131.

3B7916D01C3931

0

33.

10E43567122E13

0

759.

28C81715E203A

0

321.

189579E119221C

0

396.

1E7C319D19F22

0

527.

21839F6ED85

0

1062.

374ED3A2153732

0

470.

202B537572C4

0

636.

25445BA21A1C3

0

757.

28C81715E130

0

586.

222B129113811

0

1211.

3ED63B0610818

0

97.

12017587BD37

0

769.

28C8171BE143B

0

894.

2E7014EA81221

0

401.

1F50F8D21241D

0

710.

2842FFA8872E

0

254.

1667964712192C

0

1325.

8FC57211C2D8

0

34.

10E435671291

0

1203.

3ED638FA103A1A

0

780.

28C8171BE838

0

1107.

3B2557B81B2A2A

0

78.

1201757FB2C

0

666.

262F7675E223B

0

658.

262F7674E1C5

0

539.

2183A228D3832

0

735.

2843004A8321F

0

153.

1531F6D2187A

0

578.

2202B1F612623

0

366.

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