Price Change and Trading Volume: Behavioral Heterogeneity in Stock Market

The well-known Wall Street adage that states, “It takes volume to make prices move” has long suggested that there exists a positive correlation between absolute changes in stock price and trading volume. To practitioners who use technical analysis as their trading tool, trading volume has always bee...

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Published inComputational economics Vol. 61; no. 2; pp. 677 - 713
Main Authors Li, Changtai, Huang, Weihong, Wang, Wei-Siang, Chia, Wai-Mun
Format Journal Article
LanguageEnglish
Published New York Springer US 01.02.2023
Springer
Springer Nature B.V
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Abstract The well-known Wall Street adage that states, “It takes volume to make prices move” has long suggested that there exists a positive correlation between absolute changes in stock price and trading volume. To practitioners who use technical analysis as their trading tool, trading volume has always been treated as a key signal to price change. Although many studies have empirically examined the nonlinear relationship between price change and trading volume, very few studies are able to provide a persuasive explanation for such price-volume relationship. This paper fills this gap by providing an explanation for such relationship under a framework of heterogeneous agent model with evolutionary switching mechanism. With the support of US stock market data, we first summarize some stylized facts on stock return and trading volume. We then mimic these facts using our model. The comparison between simulated and “real” time series shows that our model is not only able to replicate the seemingly chaotic fluctuations of the financial market but also able to explain how stock prices and trading volumes co-evolve with agents’ belief.
AbstractList The well-known Wall Street adage that states, "It takes volume to make prices move" has long suggested that there exists a positive correlation between absolute changes in stock price and trading volume. To practitioners who use technical analysis as their trading tool, trading volume has always been treated as a key signal to price change. Although many studies have empirically examined the nonlinear relationship between price change and trading volume, very few studies are able to provide a persuasive explanation for such price-volume relationship. This paper fills this gap by providing an explanation for such relationship under a framework of heterogeneous agent model with evolutionary switching mechanism. With the support of US stock market data, we first summarize some stylized facts on stock return and trading volume. We then mimic these facts using our model. The comparison between simulated and "real" time series shows that our model is not only able to replicate the seemingly chaotic fluctuations of the financial market but also able to explain how stock prices and trading volumes co-evolve with agents' belief.
Audience Academic
Author Wang, Wei-Siang
Li, Changtai
Huang, Weihong
Chia, Wai-Mun
Author_xml – sequence: 1
  givenname: Changtai
  orcidid: 0000-0002-0667-9881
  surname: Li
  fullname: Li, Changtai
  email: licht@pbcsf.tsinghua.edu.cn
  organization: PBC School of Finance, Tsinghua University
– sequence: 2
  givenname: Weihong
  surname: Huang
  fullname: Huang, Weihong
  organization: School of Social Sciences, Nanyang Technological University
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  givenname: Wei-Siang
  surname: Wang
  fullname: Wang, Wei-Siang
  organization: School of Social Sciences, Nanyang Technological University
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  givenname: Wai-Mun
  surname: Chia
  fullname: Chia, Wai-Mun
  organization: School of Social Sciences, Nanyang Technological University
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CitedBy_id crossref_primary_10_1007_s10690_024_09461_y
crossref_primary_10_1371_journal_pone_0299164
Cites_doi 10.1093/rfs/hhj032
10.1080/1351847X.2011.606993
10.1073/pnas.082080399
10.1371/journal.pone.0079531
10.2307/2330874
10.1142/S201013921250005X
10.1016/j.jedc.2005.08.008
10.1016/j.physa.2019.121055
10.1016/0167-2681(90)90061-H
10.2307/2331416
10.1007/s00191-017-0504-x
10.1080/14697688.2010.539248
10.1016/j.jedc.2004.12.004
10.1016/j.jedc.2010.01.013
10.1016/j.jebo.2016.07.001
10.1007/978-3-540-34625-8_10
10.1142/S0219024906003512
10.1111/0022-1082.00379
10.1007/s00191-011-0242-4
10.1080/713665670
10.1111/0022-1082.00189
10.1016/S0167-2681(02)00065-3
10.1016/j.jedc.2007.01.001
10.1016/j.spl.2016.01.007
10.1086/654078
10.1111/j.1540-6261.1980.tb02151.x
10.1007/s41109-017-0055-y
10.1111/j.1540-6261.1986.tb04513.x
10.2307/1913889
10.1038/nature01624
10.1016/j.jebo.2012.02.008
10.1142/S0219024900000826
10.1017/S1365100502020114
10.1111/j.1468-036X.2007.00396.x
10.1016/j.jbankfin.2012.02.003
10.1016/j.chaos.2016.01.020
10.1007/s11071-020-06175-4
10.1007/s10614-017-9655-y
10.1016/S0169-2070(98)00028-4
10.1093/rfs/6.2.405
10.2307/2235156
10.1016/j.econmod.2020.11.004
10.1080/14697688.2021.1909744
10.1137/070710111
10.1093/rfs/5.2.199
10.1016/S0165-1889(98)00011-6
10.1016/j.physa.2009.04.013
10.1086/261703
10.1016/S0167-2681(97)00088-7
10.1111/j.1467-6435.1963.tb00270.x
10.1016/j.jedc.2006.11.008
10.1016/j.ins.2003.03.026
10.1111/j.1540-6261.1994.tb04424.x
10.3386/w4988
10.1002/for.2582
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Issue 2
Keywords Stylized facts
Stock market
Heterogeneous belief
Trading volume
Language English
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References Chen, Liao (CR12) 2005; 170
Gallant, Rossi, Tauchen (CR27) 1992; 5
Brock, Hommes (CR7) 1998; 22
Gabaix, Gopikrishnan, Plerou, Stanley (CR26) 2003; 423
Shapiro, Watson (CR53) 1988; 3
Lux (CR42) 1995; 105
Lux, Alfarano (CR45) 2016; 88
Anufriev, Hommes, Philipse (CR1) 2013; 23
Donaldson, Kim (CR23) 1993; 28
Saatcioglu, Starks (CR49) 1998; 14
Chiarella, He (CR14) 2003; 7
Sankaran, Sunoj, Nair (CR50) 2016; 111
Lux, Marchesi (CR46) 2000; 3
Ülkü, Onishchenko (CR56) 2019; 38
Behrendt, Schmidt (CR2) 2021; 98
Puri, Philippatos (CR48) 2008; 14
Thaler (CR55) 2005
Hiemstra, Jones (CR32) 1994; 49
CR5
CR8
He, Zheng (CR31) 2016; 130
CR47
Huang, Zheng, Chia (CR37) 2013; 19
Day, Huang (CR20) 1990; 14
Huang, Zheng (CR35) 2012; 82
Lux (CR44) 2021; 21
De Long, Shleifer, Summers, Waldmann (CR21) 1990; 98
Huang, Zheng, Chia (CR36) 2010; 34
Beja, Goldman (CR3) 1980; 35
Zhu, Chiarella, He, Wang (CR60) 2009; 388
Statman, Thorley, Vorkink (CR54) 2006; 19
Clark (CR15) 1973; 41
Chen (CR13) 2012; 36
Kim, Sayama (CR39) 2017; 2
Cont (CR18) 2007; 2
Westerhoff (CR57) 2006; 9
Black (CR4) 1986; 41
Schmitt, Westerhoff (CR51) 2017; 27
Eom, Kaizoji, Scalas (CR24) 2019; 526
Bulkowski (CR9) 2011
Hommes (CR34) 2002; 99
Clauset, Shalizi, Newman (CR16) 2009; 51
Granger (CR29) 2014
Granger, Morgenstern (CR28) 1963; 16
Lux (CR43) 1998; 33
He, Li (CR30) 2007; 31
Shalen (CR52) 1993; 6
Chen, Zheng, Tan (CR11) 2013; 8
Cont (CR17) 2001; 1
Ko, Huang (CR40) 2012; 2
Westerhoff, Dieci (CR58) 2006; 30
Farmer, Joshi (CR25) 2002; 49
Boswijk, Hommes, Manzan (CR6) 2007; 31
Lespagnol, Rouchier (CR41) 2018; 51
Diks, Panchenko (CR22) 2006; 30
Chakraborti, Toke, Patriarca, Abergel (CR10) 2011; 11
Hirshleifer (CR33) 2001; 56
Zhang, Shang (CR59) 2021; 103
Daigler, Wiley (CR19) 1999; 54
Karpoff (CR38) 1987; 22
KJ Ko (10224_CR40) 2012; 2
RG Donaldson (10224_CR23) 1993; 28
J-J Chen (10224_CR11) 2013; 8
T Lux (10224_CR42) 1995; 105
RT Daigler (10224_CR19) 1999; 54
C Chiarella (10224_CR14) 2003; 7
TN Puri (10224_CR48) 2008; 14
N Ülkü (10224_CR56) 2019; 38
D Hirshleifer (10224_CR33) 2001; 56
W Huang (10224_CR36) 2010; 34
CW Granger (10224_CR28) 1963; 16
W Huang (10224_CR35) 2012; 82
K Saatcioglu (10224_CR49) 1998; 14
X-Z He (10224_CR31) 2016; 130
A Beja (10224_CR3) 1980; 35
RH Day (10224_CR20) 1990; 14
N Schmitt (10224_CR51) 2017; 27
C Eom (10224_CR24) 2019; 526
T Lux (10224_CR46) 2000; 3
CWJ Granger (10224_CR29) 2014
A Chakraborti (10224_CR10) 2011; 11
FH Westerhoff (10224_CR58) 2006; 30
HP Boswijk (10224_CR6) 2007; 31
AR Gallant (10224_CR27) 1992; 5
W Huang (10224_CR37) 2013; 19
P Sankaran (10224_CR50) 2016; 111
S Behrendt (10224_CR2) 2021; 98
S-S Chen (10224_CR13) 2012; 36
R Cont (10224_CR17) 2001; 1
JM Karpoff (10224_CR38) 1987; 22
V Lespagnol (10224_CR41) 2018; 51
PK Clark (10224_CR15) 1973; 41
T Lux (10224_CR44) 2021; 21
TN Bulkowski (10224_CR9) 2011
T Lux (10224_CR45) 2016; 88
WA Brock (10224_CR7) 1998; 22
X Gabaix (10224_CR26) 2003; 423
X-Z He (10224_CR30) 2007; 31
F Black (10224_CR4) 1986; 41
C Hiemstra (10224_CR32) 1994; 49
10224_CR47
JD Farmer (10224_CR25) 2002; 49
FH Westerhoff (10224_CR57) 2006; 9
M Anufriev (10224_CR1) 2013; 23
JB De Long (10224_CR21) 1990; 98
M Zhu (10224_CR60) 2009; 388
CH Hommes (10224_CR34) 2002; 99
M Statman (10224_CR54) 2006; 19
R Cont (10224_CR18) 2007; 2
C Diks (10224_CR22) 2006; 30
MD Shapiro (10224_CR53) 1988; 3
CT Shalen (10224_CR52) 1993; 6
A Clauset (10224_CR16) 2009; 51
RH Thaler (10224_CR55) 2005
10224_CR5
T Lux (10224_CR43) 1998; 33
S-H Chen (10224_CR12) 2005; 170
10224_CR8
B Zhang (10224_CR59) 2021; 103
M Kim (10224_CR39) 2017; 2
References_xml – volume: 19
  start-page: 1531
  issue: 4
  year: 2006
  end-page: 1565
  ident: CR54
  article-title: Investor overconfidence and trading volume
  publication-title: The Review of Financial Studies
  doi: 10.1093/rfs/hhj032
  contributor:
    fullname: Vorkink
– volume: 19
  start-page: 420
  issue: 5
  year: 2013
  end-page: 437
  ident: CR37
  article-title: Asymmetric returns, gradual bubbles and sudden crashes
  publication-title: The European Journal of Finance
  doi: 10.1080/1351847X.2011.606993
  contributor:
    fullname: Chia
– volume: 99
  start-page: 7221
  issue: suppl 3
  year: 2002
  end-page: 7228
  ident: CR34
  article-title: Modeling the stylized facts in finance through simple nonlinear adaptive systems
  publication-title: Proceedings of the National Academy of Sciences
  doi: 10.1073/pnas.082080399
  contributor:
    fullname: Hommes
– volume: 8
  start-page: e79531
  issue: 11
  year: 2013
  ident: CR11
  article-title: Agent-based model with asymmetric trading and herding for complex financial systems
  publication-title: PloS One
  doi: 10.1371/journal.pone.0079531
  contributor:
    fullname: Tan
– volume: 22
  start-page: 109
  issue: 1
  year: 1987
  end-page: 126
  ident: CR38
  article-title: The relation between price changes and trading volume: A survey
  publication-title: Journal of Financial and Quantitative Analysis
  doi: 10.2307/2330874
  contributor:
    fullname: Karpoff
– volume: 2
  start-page: 1250005
  issue: 01
  year: 2012
  ident: CR40
  article-title: Persistence of beliefs in an investment experiment
  publication-title: The Quarterly Journal of Finance
  doi: 10.1142/S201013921250005X
  contributor:
    fullname: Huang
– volume: 30
  start-page: 1647
  issue: 9
  year: 2006
  end-page: 1669
  ident: CR22
  article-title: A new statistic and practical guidelines for nonparametric granger causality testing
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2005.08.008
  contributor:
    fullname: Panchenko
– volume: 526
  start-page: 121055
  year: 2019
  ident: CR24
  article-title: Fat tails in financial return distributions revisited: Evidence from the korean stock market
  publication-title: Physica A: Statistical Mechanics and its Applications
  doi: 10.1016/j.physa.2019.121055
  contributor:
    fullname: Scalas
– volume: 14
  start-page: 299
  issue: 3
  year: 1990
  end-page: 329
  ident: CR20
  article-title: Bulls, bears and market sheep
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/0167-2681(90)90061-H
  contributor:
    fullname: Huang
– volume: 49
  start-page: 1639
  issue: 5
  year: 1994
  end-page: 1664
  ident: CR32
  article-title: Testing for linear and nonlinear granger causality in the stock price-volume relation
  publication-title: The Journal of Finance
  contributor:
    fullname: Jones
– volume: 28
  start-page: 313
  issue: 3
  year: 1993
  end-page: 330
  ident: CR23
  article-title: Price barriers in the dow jones industrial average
  publication-title: Journal of Financial and Quantitative Analysis
  doi: 10.2307/2331416
  contributor:
    fullname: Kim
– ident: CR8
– volume: 27
  start-page: 1041
  issue: 5
  year: 2017
  end-page: 1070
  ident: CR51
  article-title: Heterogeneity, spontaneous coordination and extreme events within large-scale and small-scale agent-based financial market models
  publication-title: Journal of Evolutionary Economics
  doi: 10.1007/s00191-017-0504-x
  contributor:
    fullname: Westerhoff
– volume: 11
  start-page: 991
  issue: 7
  year: 2011
  end-page: 1012
  ident: CR10
  article-title: Econophysics review: I. empirical facts
  publication-title: Quantitative Finance
  doi: 10.1080/14697688.2010.539248
  contributor:
    fullname: Abergel
– volume: 30
  start-page: 293
  issue: 2
  year: 2006
  end-page: 322
  ident: CR58
  article-title: The effectiveness of keynes-tobin transaction taxes when heterogeneous agents can trade in different markets: A behavioral finance approach
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2004.12.004
  contributor:
    fullname: Dieci
– volume: 34
  start-page: 1105
  issue: 6
  year: 2010
  end-page: 1122
  ident: CR36
  article-title: Financial crises and interacting heterogeneous agents
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2010.01.013
  contributor:
    fullname: Chia
– volume: 130
  start-page: 64
  year: 2016
  end-page: 80
  ident: CR31
  article-title: Trading heterogeneity under information uncertainty
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/j.jebo.2016.07.001
  contributor:
    fullname: Zheng
– volume: 38
  start-page: 582
  issue: 6
  year: 2019
  end-page: 599
  ident: CR56
  article-title: Trading volume and prediction of stock return reversals: Conditioning on investor types trading
  publication-title: Journal of Forecasting
  contributor:
    fullname: Onishchenko
– volume: 2
  start-page: 289
  year: 2007
  end-page: 309
  ident: CR18
  article-title: Volatility clustering in financial markets: Empirical facts and agent-based models
  publication-title: Long Memory in Economics
  doi: 10.1007/978-3-540-34625-8_10
  contributor:
    fullname: Cont
– volume: 9
  start-page: 227
  issue: 02
  year: 2006
  end-page: 244
  ident: CR57
  article-title: Technical analysis based on price-volume signals and the power of trading breaks
  publication-title: International Journal of Theoretical and Applied Finance
  doi: 10.1142/S0219024906003512
  contributor:
    fullname: Westerhoff
– volume: 56
  start-page: 1533
  issue: 4
  year: 2001
  end-page: 1597
  ident: CR33
  article-title: Investor psychology and asset pricing
  publication-title: The Journal of Finance
  doi: 10.1111/0022-1082.00379
  contributor:
    fullname: Hirshleifer
– volume: 23
  start-page: 663
  issue: 3
  year: 2013
  end-page: 688
  ident: CR1
  article-title: Evolutionary selection of expectations in positive and negative feedback markets
  publication-title: Journal of Evolutionary Economics
  doi: 10.1007/s00191-011-0242-4
  contributor:
    fullname: Philipse
– volume: 1
  start-page: 223
  issue: 2
  year: 2001
  ident: CR17
  article-title: Empirical properties of asset returns: Stylized facts and statistical issues
  publication-title: Quantitative Finance
  doi: 10.1080/713665670
  contributor:
    fullname: Cont
– volume: 54
  start-page: 2297
  issue: 6
  year: 1999
  end-page: 2316
  ident: CR19
  article-title: The impact of trader type on the futures volatility-volume relation
  publication-title: The Journal of Finance
  doi: 10.1111/0022-1082.00189
  contributor:
    fullname: Wiley
– volume: 49
  start-page: 149
  issue: 2
  year: 2002
  end-page: 171
  ident: CR25
  article-title: The price dynamics of common trading strategies
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/S0167-2681(02)00065-3
  contributor:
    fullname: Joshi
– volume: 31
  start-page: 1938
  issue: 6
  year: 2007
  end-page: 1970
  ident: CR6
  article-title: Behavioral heterogeneity in stock prices
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2007.01.001
  contributor:
    fullname: Manzan
– volume: 111
  start-page: 72
  year: 2016
  end-page: 79
  ident: CR50
  article-title: Kullback-leibler divergence: A quantile approach
  publication-title: Statistics & Probability Letters
  doi: 10.1016/j.spl.2016.01.007
  contributor:
    fullname: Nair
– ident: CR5
– volume: 3
  start-page: 111
  year: 1988
  end-page: 148
  ident: CR53
  article-title: Sources of business cycle fluctuations
  publication-title: NBER Macroeconomics Annual
  doi: 10.1086/654078
  contributor:
    fullname: Watson
– volume: 35
  start-page: 235
  issue: 2
  year: 1980
  end-page: 248
  ident: CR3
  article-title: On the dynamic behavior of prices in disequilibrium
  publication-title: The Journal of Finance
  doi: 10.1111/j.1540-6261.1980.tb02151.x
  contributor:
    fullname: Goldman
– volume: 2
  start-page: 1
  issue: 1
  year: 2017
  end-page: 14
  ident: CR39
  article-title: Predicting stock market movements using network science: An information theoretic approach
  publication-title: Applied Network Science
  doi: 10.1007/s41109-017-0055-y
  contributor:
    fullname: Sayama
– volume: 41
  start-page: 528
  issue: 3
  year: 1986
  end-page: 543
  ident: CR4
  article-title: Noise
  publication-title: The Journal of Finance
  doi: 10.1111/j.1540-6261.1986.tb04513.x
  contributor:
    fullname: Black
– ident: CR47
– volume: 41
  start-page: 135
  year: 1973
  end-page: 155
  ident: CR15
  article-title: A subordinated stochastic process model with finite variance for speculative prices
  publication-title: Econometrica: Journal of the Econometric Society
  doi: 10.2307/1913889
  contributor:
    fullname: Clark
– volume: 423
  start-page: 267
  issue: 6937
  year: 2003
  end-page: 270
  ident: CR26
  article-title: A theory of power-law distributions in financial market fluctuations
  publication-title: Nature
  doi: 10.1038/nature01624
  contributor:
    fullname: Stanley
– volume: 82
  start-page: 445
  issue: 2
  year: 2012
  end-page: 461
  ident: CR35
  article-title: Financial crises and regime-dependent dynamics
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/j.jebo.2012.02.008
  contributor:
    fullname: Zheng
– volume: 3
  start-page: 675
  issue: 04
  year: 2000
  end-page: 702
  ident: CR46
  article-title: Volatility clustering in financial markets: A microsimulation of interacting agents
  publication-title: International Journal of Theoretical and Applied Finance
  doi: 10.1142/S0219024900000826
  contributor:
    fullname: Marchesi
– volume: 7
  start-page: 503
  issue: 4
  year: 2003
  end-page: 536
  ident: CR14
  article-title: Heterogeneous beliefs, risk, and learning in a simple asset-pricing model with a market maker
  publication-title: Macroeconomic Dynamics
  doi: 10.1017/S1365100502020114
  contributor:
    fullname: He
– volume: 14
  start-page: 528
  issue: 3
  year: 2008
  end-page: 563
  ident: CR48
  article-title: Asymmetric volume-return relation and concentrated trading in liffe futures
  publication-title: European Financial Management
  doi: 10.1111/j.1468-036X.2007.00396.x
  contributor:
    fullname: Philippatos
– volume: 36
  start-page: 1781
  issue: 6
  year: 2012
  end-page: 1788
  ident: CR13
  article-title: Revisiting the empirical linkages between stock returns and trading volume
  publication-title: Journal of Banking & Finance
  doi: 10.1016/j.jbankfin.2012.02.003
  contributor:
    fullname: Chen
– volume: 88
  start-page: 3
  year: 2016
  end-page: 18
  ident: CR45
  article-title: Financial power laws: Empirical evidence, models, and mechanisms
  publication-title: Chaos, Solitons & Fractals
  doi: 10.1016/j.chaos.2016.01.020
  contributor:
    fullname: Alfarano
– volume: 103
  start-page: 1139
  issue: 1
  year: 2021
  end-page: 1150
  ident: CR59
  article-title: Dispersion conditional mutual information: A novel measure to estimate coupling direction between complex systems
  publication-title: Nonlinear Dynamics
  doi: 10.1007/s11071-020-06175-4
  contributor:
    fullname: Shang
– volume: 51
  start-page: 991
  issue: 4
  year: 2018
  end-page: 1020
  ident: CR41
  article-title: Trading volume and price distortion: An agent-based model with heterogenous knowledge of fundamentals
  publication-title: Computational Economics
  doi: 10.1007/s10614-017-9655-y
  contributor:
    fullname: Rouchier
– volume: 14
  start-page: 215
  issue: 2
  year: 1998
  end-page: 225
  ident: CR49
  article-title: The stock price-volume relationship in emerging stock markets: The case of latin America
  publication-title: International Journal of Forecasting
  doi: 10.1016/S0169-2070(98)00028-4
  contributor:
    fullname: Starks
– year: 2011
  ident: CR9
  publication-title: Encyclopedia of chart patterns
  contributor:
    fullname: Bulkowski
– year: 2014
  ident: CR29
  publication-title: Forecasting in business and economics
  contributor:
    fullname: Granger
– volume: 6
  start-page: 405
  issue: 2
  year: 1993
  end-page: 434
  ident: CR52
  article-title: Volume, volatility, and the dispersion of beliefs
  publication-title: The Review of Financial Studies
  doi: 10.1093/rfs/6.2.405
  contributor:
    fullname: Shalen
– volume: 105
  start-page: 881
  year: 1995
  end-page: 896
  ident: CR42
  article-title: Herd behaviour, bubbles and crashes
  publication-title: The Economic Journal
  doi: 10.2307/2235156
  contributor:
    fullname: Lux
– volume: 98
  start-page: 371
  year: 2021
  end-page: 385
  ident: CR2
  article-title: Nonlinearity matters: The stock price-trading volume relation revisited
  publication-title: Economic Modelling
  doi: 10.1016/j.econmod.2020.11.004
  contributor:
    fullname: Schmidt
– volume: 21
  start-page: 1413
  year: 2021
  end-page: 1433
  ident: CR44
  article-title: Can heterogeneous agent models explain the alleged mispricing of the s&p 500?
  publication-title: Quantitative Finance
  doi: 10.1080/14697688.2021.1909744
  contributor:
    fullname: Lux
– volume: 51
  start-page: 661
  issue: 4
  year: 2009
  end-page: 703
  ident: CR16
  article-title: Power-law distributions in empirical data
  publication-title: SIAM Review
  doi: 10.1137/070710111
  contributor:
    fullname: Newman
– volume: 5
  start-page: 199
  issue: 2
  year: 1992
  end-page: 242
  ident: CR27
  article-title: Stock prices and volume
  publication-title: The Review of Financial Studies
  doi: 10.1093/rfs/5.2.199
  contributor:
    fullname: Tauchen
– volume: 22
  start-page: 1235
  issue: 8
  year: 1998
  end-page: 1274
  ident: CR7
  article-title: Heterogeneous beliefs and routes to chaos in a simple asset pricing model
  publication-title: Journal of Economic dynamics and Control
  doi: 10.1016/S0165-1889(98)00011-6
  contributor:
    fullname: Hommes
– volume: 388
  start-page: 3164
  issue: 15–16
  year: 2009
  end-page: 3180
  ident: CR60
  article-title: Does the market maker stabilize the market?
  publication-title: Physica A: Statistical Mechanics and its Applications
  doi: 10.1016/j.physa.2009.04.013
  contributor:
    fullname: Wang
– year: 2005
  ident: CR55
  publication-title: Advances in behavioral finance
  contributor:
    fullname: Thaler
– volume: 98
  start-page: 703
  issue: 4
  year: 1990
  end-page: 738
  ident: CR21
  article-title: Noise trader risk in financial markets
  publication-title: Journal of Political Economy
  doi: 10.1086/261703
  contributor:
    fullname: Waldmann
– volume: 33
  start-page: 143
  issue: 2
  year: 1998
  end-page: 165
  ident: CR43
  article-title: The socio-economic dynamics of speculative markets: Interacting agents, chaos, and the fat tails of return distributions
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/S0167-2681(97)00088-7
  contributor:
    fullname: Lux
– volume: 16
  start-page: 1
  issue: 1
  year: 1963
  end-page: 27
  ident: CR28
  article-title: Spectral analysis of new york stock market prices
  publication-title: Kyklos
  doi: 10.1111/j.1467-6435.1963.tb00270.x
  contributor:
    fullname: Morgenstern
– volume: 31
  start-page: 3396
  issue: 10
  year: 2007
  end-page: 3426
  ident: CR30
  article-title: Power-law behaviour, heterogeneity, and trend chasing
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2006.11.008
  contributor:
    fullname: Li
– volume: 170
  start-page: 75
  issue: 1
  year: 2005
  end-page: 100
  ident: CR12
  article-title: Agent-based computational modeling of the stock price-volume relation
  publication-title: Information Sciences
  doi: 10.1016/j.ins.2003.03.026
  contributor:
    fullname: Liao
– volume: 1
  start-page: 223
  issue: 2
  year: 2001
  ident: 10224_CR17
  publication-title: Quantitative Finance
  doi: 10.1080/713665670
  contributor:
    fullname: R Cont
– volume: 423
  start-page: 267
  issue: 6937
  year: 2003
  ident: 10224_CR26
  publication-title: Nature
  doi: 10.1038/nature01624
  contributor:
    fullname: X Gabaix
– volume: 3
  start-page: 675
  issue: 04
  year: 2000
  ident: 10224_CR46
  publication-title: International Journal of Theoretical and Applied Finance
  doi: 10.1142/S0219024900000826
  contributor:
    fullname: T Lux
– volume: 19
  start-page: 1531
  issue: 4
  year: 2006
  ident: 10224_CR54
  publication-title: The Review of Financial Studies
  doi: 10.1093/rfs/hhj032
  contributor:
    fullname: M Statman
– volume: 22
  start-page: 1235
  issue: 8
  year: 1998
  ident: 10224_CR7
  publication-title: Journal of Economic dynamics and Control
  doi: 10.1016/S0165-1889(98)00011-6
  contributor:
    fullname: WA Brock
– ident: 10224_CR5
  doi: 10.1111/j.1540-6261.1994.tb04424.x
– volume: 21
  start-page: 1413
  year: 2021
  ident: 10224_CR44
  publication-title: Quantitative Finance
  doi: 10.1080/14697688.2021.1909744
  contributor:
    fullname: T Lux
– volume: 14
  start-page: 215
  issue: 2
  year: 1998
  ident: 10224_CR49
  publication-title: International Journal of Forecasting
  doi: 10.1016/S0169-2070(98)00028-4
  contributor:
    fullname: K Saatcioglu
– volume: 30
  start-page: 1647
  issue: 9
  year: 2006
  ident: 10224_CR22
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2005.08.008
  contributor:
    fullname: C Diks
– volume: 49
  start-page: 1639
  issue: 5
  year: 1994
  ident: 10224_CR32
  publication-title: The Journal of Finance
  contributor:
    fullname: C Hiemstra
– volume: 33
  start-page: 143
  issue: 2
  year: 1998
  ident: 10224_CR43
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/S0167-2681(97)00088-7
  contributor:
    fullname: T Lux
– volume: 7
  start-page: 503
  issue: 4
  year: 2003
  ident: 10224_CR14
  publication-title: Macroeconomic Dynamics
  doi: 10.1017/S1365100502020114
  contributor:
    fullname: C Chiarella
– volume: 98
  start-page: 371
  year: 2021
  ident: 10224_CR2
  publication-title: Economic Modelling
  doi: 10.1016/j.econmod.2020.11.004
  contributor:
    fullname: S Behrendt
– volume: 51
  start-page: 991
  issue: 4
  year: 2018
  ident: 10224_CR41
  publication-title: Computational Economics
  doi: 10.1007/s10614-017-9655-y
  contributor:
    fullname: V Lespagnol
– volume: 19
  start-page: 420
  issue: 5
  year: 2013
  ident: 10224_CR37
  publication-title: The European Journal of Finance
  doi: 10.1080/1351847X.2011.606993
  contributor:
    fullname: W Huang
– volume: 2
  start-page: 1
  issue: 1
  year: 2017
  ident: 10224_CR39
  publication-title: Applied Network Science
  doi: 10.1007/s41109-017-0055-y
  contributor:
    fullname: M Kim
– volume: 99
  start-page: 7221
  issue: suppl 3
  year: 2002
  ident: 10224_CR34
  publication-title: Proceedings of the National Academy of Sciences
  doi: 10.1073/pnas.082080399
  contributor:
    fullname: CH Hommes
– volume: 98
  start-page: 703
  issue: 4
  year: 1990
  ident: 10224_CR21
  publication-title: Journal of Political Economy
  doi: 10.1086/261703
  contributor:
    fullname: JB De Long
– volume: 34
  start-page: 1105
  issue: 6
  year: 2010
  ident: 10224_CR36
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2010.01.013
  contributor:
    fullname: W Huang
– volume: 105
  start-page: 881
  year: 1995
  ident: 10224_CR42
  publication-title: The Economic Journal
  doi: 10.2307/2235156
  contributor:
    fullname: T Lux
– volume: 170
  start-page: 75
  issue: 1
  year: 2005
  ident: 10224_CR12
  publication-title: Information Sciences
  doi: 10.1016/j.ins.2003.03.026
  contributor:
    fullname: S-H Chen
– volume-title: Advances in behavioral finance
  year: 2005
  ident: 10224_CR55
  contributor:
    fullname: RH Thaler
– volume: 8
  start-page: e79531
  issue: 11
  year: 2013
  ident: 10224_CR11
  publication-title: PloS One
  doi: 10.1371/journal.pone.0079531
  contributor:
    fullname: J-J Chen
– volume: 36
  start-page: 1781
  issue: 6
  year: 2012
  ident: 10224_CR13
  publication-title: Journal of Banking & Finance
  doi: 10.1016/j.jbankfin.2012.02.003
  contributor:
    fullname: S-S Chen
– volume-title: Encyclopedia of chart patterns
  year: 2011
  ident: 10224_CR9
  contributor:
    fullname: TN Bulkowski
– volume: 22
  start-page: 109
  issue: 1
  year: 1987
  ident: 10224_CR38
  publication-title: Journal of Financial and Quantitative Analysis
  doi: 10.2307/2330874
  contributor:
    fullname: JM Karpoff
– volume: 31
  start-page: 3396
  issue: 10
  year: 2007
  ident: 10224_CR30
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2006.11.008
  contributor:
    fullname: X-Z He
– volume: 5
  start-page: 199
  issue: 2
  year: 1992
  ident: 10224_CR27
  publication-title: The Review of Financial Studies
  doi: 10.1093/rfs/5.2.199
  contributor:
    fullname: AR Gallant
– volume: 82
  start-page: 445
  issue: 2
  year: 2012
  ident: 10224_CR35
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/j.jebo.2012.02.008
  contributor:
    fullname: W Huang
– volume-title: Forecasting in business and economics
  year: 2014
  ident: 10224_CR29
  contributor:
    fullname: CWJ Granger
– volume: 6
  start-page: 405
  issue: 2
  year: 1993
  ident: 10224_CR52
  publication-title: The Review of Financial Studies
  doi: 10.1093/rfs/6.2.405
  contributor:
    fullname: CT Shalen
– volume: 9
  start-page: 227
  issue: 02
  year: 2006
  ident: 10224_CR57
  publication-title: International Journal of Theoretical and Applied Finance
  doi: 10.1142/S0219024906003512
  contributor:
    fullname: FH Westerhoff
– volume: 2
  start-page: 1250005
  issue: 01
  year: 2012
  ident: 10224_CR40
  publication-title: The Quarterly Journal of Finance
  doi: 10.1142/S201013921250005X
  contributor:
    fullname: KJ Ko
– volume: 27
  start-page: 1041
  issue: 5
  year: 2017
  ident: 10224_CR51
  publication-title: Journal of Evolutionary Economics
  doi: 10.1007/s00191-017-0504-x
  contributor:
    fullname: N Schmitt
– volume: 2
  start-page: 289
  year: 2007
  ident: 10224_CR18
  publication-title: Long Memory in Economics
  doi: 10.1007/978-3-540-34625-8_10
  contributor:
    fullname: R Cont
– volume: 56
  start-page: 1533
  issue: 4
  year: 2001
  ident: 10224_CR33
  publication-title: The Journal of Finance
  doi: 10.1111/0022-1082.00379
  contributor:
    fullname: D Hirshleifer
– volume: 41
  start-page: 528
  issue: 3
  year: 1986
  ident: 10224_CR4
  publication-title: The Journal of Finance
  doi: 10.1111/j.1540-6261.1986.tb04513.x
  contributor:
    fullname: F Black
– volume: 16
  start-page: 1
  issue: 1
  year: 1963
  ident: 10224_CR28
  publication-title: Kyklos
  doi: 10.1111/j.1467-6435.1963.tb00270.x
  contributor:
    fullname: CW Granger
– volume: 49
  start-page: 149
  issue: 2
  year: 2002
  ident: 10224_CR25
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/S0167-2681(02)00065-3
  contributor:
    fullname: JD Farmer
– volume: 23
  start-page: 663
  issue: 3
  year: 2013
  ident: 10224_CR1
  publication-title: Journal of Evolutionary Economics
  doi: 10.1007/s00191-011-0242-4
  contributor:
    fullname: M Anufriev
– volume: 3
  start-page: 111
  year: 1988
  ident: 10224_CR53
  publication-title: NBER Macroeconomics Annual
  doi: 10.1086/654078
  contributor:
    fullname: MD Shapiro
– volume: 28
  start-page: 313
  issue: 3
  year: 1993
  ident: 10224_CR23
  publication-title: Journal of Financial and Quantitative Analysis
  doi: 10.2307/2331416
  contributor:
    fullname: RG Donaldson
– volume: 130
  start-page: 64
  year: 2016
  ident: 10224_CR31
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/j.jebo.2016.07.001
  contributor:
    fullname: X-Z He
– volume: 11
  start-page: 991
  issue: 7
  year: 2011
  ident: 10224_CR10
  publication-title: Quantitative Finance
  doi: 10.1080/14697688.2010.539248
  contributor:
    fullname: A Chakraborti
– ident: 10224_CR8
  doi: 10.3386/w4988
– volume: 30
  start-page: 293
  issue: 2
  year: 2006
  ident: 10224_CR58
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2004.12.004
  contributor:
    fullname: FH Westerhoff
– volume: 388
  start-page: 3164
  issue: 15–16
  year: 2009
  ident: 10224_CR60
  publication-title: Physica A: Statistical Mechanics and its Applications
  doi: 10.1016/j.physa.2009.04.013
  contributor:
    fullname: M Zhu
– volume: 31
  start-page: 1938
  issue: 6
  year: 2007
  ident: 10224_CR6
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2007.01.001
  contributor:
    fullname: HP Boswijk
– volume: 41
  start-page: 135
  year: 1973
  ident: 10224_CR15
  publication-title: Econometrica: Journal of the Econometric Society
  doi: 10.2307/1913889
  contributor:
    fullname: PK Clark
– volume: 54
  start-page: 2297
  issue: 6
  year: 1999
  ident: 10224_CR19
  publication-title: The Journal of Finance
  doi: 10.1111/0022-1082.00189
  contributor:
    fullname: RT Daigler
– volume: 35
  start-page: 235
  issue: 2
  year: 1980
  ident: 10224_CR3
  publication-title: The Journal of Finance
  doi: 10.1111/j.1540-6261.1980.tb02151.x
  contributor:
    fullname: A Beja
– volume: 38
  start-page: 582
  issue: 6
  year: 2019
  ident: 10224_CR56
  publication-title: Journal of Forecasting
  doi: 10.1002/for.2582
  contributor:
    fullname: N Ülkü
– volume: 14
  start-page: 299
  issue: 3
  year: 1990
  ident: 10224_CR20
  publication-title: Journal of Economic Behavior & Organization
  doi: 10.1016/0167-2681(90)90061-H
  contributor:
    fullname: RH Day
– volume: 51
  start-page: 661
  issue: 4
  year: 2009
  ident: 10224_CR16
  publication-title: SIAM Review
  doi: 10.1137/070710111
  contributor:
    fullname: A Clauset
– volume: 103
  start-page: 1139
  issue: 1
  year: 2021
  ident: 10224_CR59
  publication-title: Nonlinear Dynamics
  doi: 10.1007/s11071-020-06175-4
  contributor:
    fullname: B Zhang
– ident: 10224_CR47
– volume: 111
  start-page: 72
  year: 2016
  ident: 10224_CR50
  publication-title: Statistics & Probability Letters
  doi: 10.1016/j.spl.2016.01.007
  contributor:
    fullname: P Sankaran
– volume: 526
  start-page: 121055
  year: 2019
  ident: 10224_CR24
  publication-title: Physica A: Statistical Mechanics and its Applications
  doi: 10.1016/j.physa.2019.121055
  contributor:
    fullname: C Eom
– volume: 88
  start-page: 3
  year: 2016
  ident: 10224_CR45
  publication-title: Chaos, Solitons & Fractals
  doi: 10.1016/j.chaos.2016.01.020
  contributor:
    fullname: T Lux
– volume: 14
  start-page: 528
  issue: 3
  year: 2008
  ident: 10224_CR48
  publication-title: European Financial Management
  doi: 10.1111/j.1468-036X.2007.00396.x
  contributor:
    fullname: TN Puri
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Snippet The well-known Wall Street adage that states, “It takes volume to make prices move” has long suggested that there exists a positive correlation between...
The well-known Wall Street adage that states, "It takes volume to make prices move" has long suggested that there exists a positive correlation between...
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StartPage 677
SubjectTerms Behavior change
Behavioral/Experimental Economics
Causality
Change agents
Computer Appl. in Social and Behavioral Sciences
Economic crisis
Economic Theory/Quantitative Economics/Mathematical Methods
Economics
Economics and Finance
Financial market
Heterogeneity
International finance
Math Applications in Computer Science
Operations Research/Decision Theory
Prices
Pricing
Securities markets
Securities trading
Stock exchanges
Stock markets
Stock prices
Stocks
Time series
Trading
Volatility
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Title Price Change and Trading Volume: Behavioral Heterogeneity in Stock Market
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