Problem Solving as a Path to Comprehension Mathematical Software and Structured Symbolism

The ability to read, write and manipulate complex mathematical expressions is assumed in most user interfaces for programs designed for authoring, collaboration and reasoning in mathematics. However, little is actually known about how people cognitively process and integrate information when solving...

Full description

Saved in:
Bibliographic Details
Published inMathematics in computer science Vol. 14; no. 3; pp. 607 - 621
Main Authors Kim, Seyeon, Pollanen, Marco, Reynolds, Michael G., Burr, Wesley S.
Format Journal Article
LanguageEnglish
Published Cham Springer International Publishing 01.09.2020
Subjects
Online AccessGet full text
ISSN1661-8270
1661-8289
DOI10.1007/s11786-020-00457-1

Cover

Abstract The ability to read, write and manipulate complex mathematical expressions is assumed in most user interfaces for programs designed for authoring, collaboration and reasoning in mathematics. However, little is actually known about how people cognitively process and integrate information when solving complex mathematical problems. In this paper eye-tracking was used to examine how people read and integrate information from mathematical symbols and complex formula, with eye fixations being used as a measure of their current focus of attention. We studied two groups of subjects: mathematically “Expert” and “Non-Expert”. Each participant in the study was presented with a series of stimuli in the form of mathematical problems and their eyes were tracked as they worked through the problems mentally. We discuss the performance differences between Experts and Non-Experts, and between subjects who completed problems Correctly and Incorrectly. From these examinations, we were able to demonstrate differences in both the comprehension and problem-solving approach of the two groups, with the results suggesting that what information is selected, and how, is responsible for a particularly large portion of success in solving such problems. This study has implications in mathematical software usability and accessibility, in particular for educational software, as comprehension of mathematical notation and formalism is often inherent in the implementation of structured mathematical software interfaces.
AbstractList The ability to read, write and manipulate complex mathematical expressions is assumed in most user interfaces for programs designed for authoring, collaboration and reasoning in mathematics. However, little is actually known about how people cognitively process and integrate information when solving complex mathematical problems. In this paper eye-tracking was used to examine how people read and integrate information from mathematical symbols and complex formula, with eye fixations being used as a measure of their current focus of attention. We studied two groups of subjects: mathematically “Expert” and “Non-Expert”. Each participant in the study was presented with a series of stimuli in the form of mathematical problems and their eyes were tracked as they worked through the problems mentally. We discuss the performance differences between Experts and Non-Experts, and between subjects who completed problems Correctly and Incorrectly. From these examinations, we were able to demonstrate differences in both the comprehension and problem-solving approach of the two groups, with the results suggesting that what information is selected, and how, is responsible for a particularly large portion of success in solving such problems. This study has implications in mathematical software usability and accessibility, in particular for educational software, as comprehension of mathematical notation and formalism is often inherent in the implementation of structured mathematical software interfaces.
Author Kim, Seyeon
Reynolds, Michael G.
Pollanen, Marco
Burr, Wesley S.
Author_xml – sequence: 1
  givenname: Seyeon
  surname: Kim
  fullname: Kim, Seyeon
  organization: Department of Mathematics, Trent University, Department of Psychology, Trent University
– sequence: 2
  givenname: Marco
  surname: Pollanen
  fullname: Pollanen, Marco
  organization: Department of Mathematics, Trent University
– sequence: 3
  givenname: Michael G.
  surname: Reynolds
  fullname: Reynolds, Michael G.
  organization: Department of Psychology, Trent University
– sequence: 4
  givenname: Wesley S.
  surname: Burr
  fullname: Burr, Wesley S.
  email: wesleyburr@trentu.ca
  organization: Department of Mathematics, Trent University
BookMark eNp9j0tLAzEUhYNUsK3-AVezFqK5yUwmWUrxBQUL6jpk8minzCQlGQX_vaMjLlx0dc_mO-d-CzQLMTiELoFcAyH1TQaoBceEEkxIWdUYTtAcOAcsqJCzv1yTM7TIeU8Ip1DCHF1tUmw61xcvsftow7bQudDFRg-7YojFKvaH5HYu5DaGc3TqdZfdxe9dorf7u9fVI14_PzytbtfYUAkDLkvZMMYb44UWknFvJNDaS-ZdLUthHFBLbSm1IRYsNJw2UjvPvRPc2qpiS0SnXpNizsl5dUhtr9OnAqK-bdVkq0Zb9WOrYITEP8i0gx7Gt4ek2-44yiY0jzth65Lax_cURsVj1BfZg2rb
CitedBy_id crossref_primary_10_3758_s13428_020_01504_2
crossref_primary_10_1007_s10639_023_12395_z
crossref_primary_10_3390_ijgi9090492
Cites_doi 10.1126/science.284.5416.970
10.1016/j.edurev.2013.10.001
10.1103/PhysRevSTPER.6.020118
10.1007/s10763-013-9484-y
10.1037/0033-2909.124.3.372
10.1037/0033-295X.87.4.329
10.3758/s13421-013-0315-8
10.1007/s10763-014-9514-4
10.1006/jmla.1993.1036
10.2307/749345
10.1001/jama.2013.281053
10.1007/978-3-319-96418-8_35
10.1016/B978-008044980-7/50017-3
10.1007/978-3-642-02614-0_26
10.1142/9789812830968_0021
ContentType Journal Article
Copyright Springer Nature Switzerland AG 2020
Copyright_xml – notice: Springer Nature Switzerland AG 2020
DBID AAYXX
CITATION
DOI 10.1007/s11786-020-00457-1
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Mathematics
Computer Science
EISSN 1661-8289
EndPage 621
ExternalDocumentID 10_1007_s11786_020_00457_1
GroupedDBID -5D
-5G
-BR
-EM
-Y2
-~C
.86
.VR
06D
0R~
0VY
1N0
203
29M
2J2
2JN
2JY
2KG
2KM
2LR
2VQ
2~H
30V
4.4
406
408
409
40D
40E
5GY
5VS
67Z
6NX
8TC
8UJ
95-
95.
95~
96X
AAAVM
AABHQ
AACDK
AAHNG
AAIAL
AAJBT
AAJKR
AANZL
AARHV
AARTL
AASML
AATNV
AATVU
AAUYE
AAWCG
AAYIU
AAYQN
AAYTO
AAYZH
ABAKF
ABBXA
ABDZT
ABECU
ABFTD
ABFTV
ABHQN
ABJNI
ABJOX
ABKCH
ABMNI
ABMQK
ABNWP
ABQBU
ABSXP
ABTEG
ABTHY
ABTKH
ABTMW
ABULA
ABWNU
ABXPI
ACAOD
ACDTI
ACGFS
ACHSB
ACHXU
ACIWK
ACKNC
ACMDZ
ACMLO
ACOKC
ACOMO
ACPIV
ACSNA
ACZOJ
ADHHG
ADHIR
ADINQ
ADKNI
ADKPE
ADRFC
ADTPH
ADURQ
ADYFF
ADZKW
AEBTG
AEFQL
AEGAL
AEGNC
AEJHL
AEJRE
AEMSY
AEOHA
AEPYU
AESKC
AETLH
AEVLU
AEXYK
AFBBN
AFGCZ
AFLOW
AFQWF
AFWTZ
AFZKB
AGAYW
AGDGC
AGJBK
AGMZJ
AGQEE
AGQMX
AGRTI
AGWIL
AGWZB
AGYKE
AHAVH
AHBYD
AHKAY
AHSBF
AHYZX
AIAKS
AIGIU
AIIXL
AILAN
AITGF
AJBLW
AJRNO
AJZVZ
ALMA_UNASSIGNED_HOLDINGS
ALWAN
AMKLP
AMXSW
AMYLF
AMYQR
AOCGG
ARMRJ
AXYYD
AYJHY
B-.
BA0
BAPOH
BDATZ
BGNMA
CAG
COF
CS3
CSCUP
DDRTE
DNIVK
DPUIP
EBLON
EBS
EIOEI
EJD
ESBYG
FERAY
FFXSO
FIGPU
FINBP
FNLPD
FRRFC
FSGXE
FWDCC
GGCAI
GGRSB
GJIRD
GNWQR
GQ6
GQ7
GQ8
GXS
H13
HF~
HG5
HG6
HLICF
HMJXF
HQYDN
HRMNR
HZ~
IJ-
IKXTQ
IWAJR
IXC
IXD
IXE
IZIGR
IZQ
I~X
I~Z
J-C
J0Z
J9A
JBSCW
JCJTX
JZLTJ
KOV
LLZTM
M4Y
MA-
NPVJJ
NQJWS
NU0
O9-
O93
O9J
OAM
P2P
P9R
PF0
PT4
QOS
R89
R9I
RIG
ROL
RPX
RSV
S16
S1Z
S27
S3B
SAP
SDH
SHX
SISQX
SJYHP
SMT
SNE
SNPRN
SNX
SOHCF
SOJ
SPISZ
SRMVM
SSLCW
STPWE
SZN
T13
TSG
TSK
TSV
TUC
U2A
UCJ
UG4
UOJIU
UTJUX
UZXMN
VC2
VFIZW
W48
WK8
YLTOR
Z45
Z83
Z88
ZMTXR
~A9
AAPKM
AAYXX
ABBRH
ABDBE
ABFSG
ACSTC
AEZWR
AFDZB
AFHIU
AFOHR
AHPBZ
AHWEU
AIXLP
ATHPR
AYFIA
CITATION
ID FETCH-LOGICAL-c291t-449b336bcf8a8936fc9127f93fe7948ce12d2d49ac0d1d1b62b9aef6fe86dd553
IEDL.DBID AGYKE
ISSN 1661-8270
IngestDate Thu Apr 24 23:02:48 EDT 2025
Tue Jul 01 04:27:32 EDT 2025
Fri Feb 21 02:37:06 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 3
Keywords Mathematical software interfaces
97C70
Symbolism
Eye-tracking
Problem identification
Mathematical notation
97A10
97C30
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c291t-449b336bcf8a8936fc9127f93fe7948ce12d2d49ac0d1d1b62b9aef6fe86dd553
PageCount 15
ParticipantIDs crossref_primary_10_1007_s11786_020_00457_1
crossref_citationtrail_10_1007_s11786_020_00457_1
springer_journals_10_1007_s11786_020_00457_1
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20200900
2020-09-00
PublicationDateYYYYMMDD 2020-09-01
PublicationDate_xml – month: 9
  year: 2020
  text: 20200900
PublicationDecade 2020
PublicationPlace Cham
PublicationPlace_xml – name: Cham
PublicationTitle Mathematics in computer science
PublicationTitleAbbrev Math.Comput.Sci
PublicationYear 2020
Publisher Springer International Publishing
Publisher_xml – name: Springer International Publishing
References Lai, Tsai, Yang, Hsu (CR12) 2013; 10
CR2
MacGregor, Stacey (CR13) 1993; 24
CR4
Dehaene, Spelke, Pinel, Stanescu, Tsivkin (CR5) 1999; 284
CR6
(CR19) 2013; 310
CR14
Chesney, McNeil, Brockmole, Kelly (CR3) 2013; 41
Just, Carpenter (CR9) 1980; 87
CR11
Holmqvist, Nyström, Andersson, Dewhurst, Jarodzka, Van de Weijer (CR8) 2011
CR10
Singley, Silvia (CR16) 2017; 24
Susac, Bubic, Kaponja, Planinic, Palmovic (CR18) 2014; 12
Andrá, Lindström, Arzarello, Holmqvist, Robutti, Sabena (CR1) 2015; 13
Smith, Mestre, Ross (CR17) 2010; 6
Hegarty, Just (CR7) 1993; 32
Rayner (CR15) 1998; 124
457_CR11
M-L Lai (457_CR12) 2013; 10
M Hegarty (457_CR7) 1993; 32
ATM Singley (457_CR16) 2017; 24
457_CR14
K Rayner (457_CR15) 1998; 124
457_CR10
DL Chesney (457_CR3) 2013; 41
C Andrá (457_CR1) 2015; 13
World Medical Association (457_CR19) 2013; 310
AD Smith (457_CR17) 2010; 6
S Dehaene (457_CR5) 1999; 284
457_CR2
M MacGregor (457_CR13) 1993; 24
457_CR4
457_CR6
MA Just (457_CR9) 1980; 87
ANA Susac (457_CR18) 2014; 12
K Holmqvist (457_CR8) 2011
References_xml – volume: 284
  start-page: 970
  issue: 5416
  year: 1999
  end-page: 974
  ident: CR5
  article-title: Sources of mathematical thinking: behavioral and brain-imaging evidence
  publication-title: Science
  doi: 10.1126/science.284.5416.970
– volume: 10
  start-page: 90
  year: 2013
  end-page: 115
  ident: CR12
  article-title: A review of using eye-tracking technology in exploring learning from 2000 to 2012
  publication-title: Educ. Res. Rev.
  doi: 10.1016/j.edurev.2013.10.001
– volume: 6
  start-page: 020118
  issue: 2
  year: 2010
  ident: CR17
  article-title: Eye-gaze patterns as students study worked-out examples in mechanics
  publication-title: Phys. Rev. Spec. Top.-Phys. Educ. Res.
  doi: 10.1103/PhysRevSTPER.6.020118
– volume: 13
  start-page: 237
  issue: 2
  year: 2015
  end-page: 259
  ident: CR1
  article-title: Reading mathematics representations: an eye-tracking study
  publication-title: Int. J. Sci. Math. Educ.
  doi: 10.1007/s10763-013-9484-y
– volume: 124
  start-page: 372
  year: 1998
  end-page: 422
  ident: CR15
  article-title: Eye movements in reading and information processing: 20 years of research
  publication-title: Psychol. Bull.
  doi: 10.1037/0033-2909.124.3.372
– ident: CR4
– volume: 87
  start-page: 329
  year: 1980
  end-page: 354
  ident: CR9
  article-title: A theory of reading: from eye fixation to comprehension
  publication-title: Psychol. Rev.
  doi: 10.1037/0033-295X.87.4.329
– ident: CR14
– ident: CR2
– volume: 41
  start-page: 1079
  issue: 7
  year: 2013
  end-page: 1095
  ident: CR3
  article-title: An eye for relations: eye-tracking indicates long-term negative effects of operational thinking on understanding of math equivalence
  publication-title: Mem. Cogn.
  doi: 10.3758/s13421-013-0315-8
– ident: CR10
– ident: CR11
– volume: 12
  start-page: 555
  issue: 3
  year: 2014
  end-page: 577
  ident: CR18
  article-title: Eye movements reveal students’ strategies in simple equation solving
  publication-title: Int. J. Sci. Math. Educ.
  doi: 10.1007/s10763-014-9514-4
– year: 2011
  ident: CR8
  publication-title: Eye Tracking: A Comprehensive Guide to Methods and Measures
– ident: CR6
– volume: 32
  start-page: 717
  year: 1993
  end-page: 742
  ident: CR7
  article-title: Constructing mental models of machines from text and diagrams
  publication-title: J. Mem. Lang.
  doi: 10.1006/jmla.1993.1036
– volume: 24
  start-page: 217
  issue: 3
  year: 1993
  end-page: 232
  ident: CR13
  article-title: Cognitive models underlying students’ formulation of simple linear equations
  publication-title: J. Res. Math. Educ.
  doi: 10.2307/749345
– volume: 310
  start-page: 2191
  year: 2013
  end-page: 2194
  ident: CR19
  article-title: Declaration of Helsinki: ethical principles for medical research involving human subjects
  publication-title: JAMA
  doi: 10.1001/jama.2013.281053
– volume: 24
  start-page: 1
  year: 2017
  end-page: 24
  ident: CR16
  article-title: Eye gaze patterns reveal how we reason about fractions
  publication-title: Think. Reason.
– volume: 124
  start-page: 372
  year: 1998
  ident: 457_CR15
  publication-title: Psychol. Bull.
  doi: 10.1037/0033-2909.124.3.372
– volume: 284
  start-page: 970
  issue: 5416
  year: 1999
  ident: 457_CR5
  publication-title: Science
  doi: 10.1126/science.284.5416.970
– ident: 457_CR10
  doi: 10.1007/978-3-319-96418-8_35
– ident: 457_CR4
  doi: 10.1016/B978-008044980-7/50017-3
– volume: 32
  start-page: 717
  year: 1993
  ident: 457_CR7
  publication-title: J. Mem. Lang.
  doi: 10.1006/jmla.1993.1036
– ident: 457_CR14
– volume: 24
  start-page: 1
  year: 2017
  ident: 457_CR16
  publication-title: Think. Reason.
– volume: 310
  start-page: 2191
  year: 2013
  ident: 457_CR19
  publication-title: JAMA
  doi: 10.1001/jama.2013.281053
– volume: 6
  start-page: 020118
  issue: 2
  year: 2010
  ident: 457_CR17
  publication-title: Phys. Rev. Spec. Top.-Phys. Educ. Res.
  doi: 10.1103/PhysRevSTPER.6.020118
– volume: 41
  start-page: 1079
  issue: 7
  year: 2013
  ident: 457_CR3
  publication-title: Mem. Cogn.
  doi: 10.3758/s13421-013-0315-8
– ident: 457_CR6
  doi: 10.1007/978-3-642-02614-0_26
– volume: 87
  start-page: 329
  year: 1980
  ident: 457_CR9
  publication-title: Psychol. Rev.
  doi: 10.1037/0033-295X.87.4.329
– volume-title: Eye Tracking: A Comprehensive Guide to Methods and Measures
  year: 2011
  ident: 457_CR8
– volume: 10
  start-page: 90
  year: 2013
  ident: 457_CR12
  publication-title: Educ. Res. Rev.
  doi: 10.1016/j.edurev.2013.10.001
– ident: 457_CR2
  doi: 10.1142/9789812830968_0021
– ident: 457_CR11
– volume: 24
  start-page: 217
  issue: 3
  year: 1993
  ident: 457_CR13
  publication-title: J. Res. Math. Educ.
  doi: 10.2307/749345
– volume: 12
  start-page: 555
  issue: 3
  year: 2014
  ident: 457_CR18
  publication-title: Int. J. Sci. Math. Educ.
  doi: 10.1007/s10763-014-9514-4
– volume: 13
  start-page: 237
  issue: 2
  year: 2015
  ident: 457_CR1
  publication-title: Int. J. Sci. Math. Educ.
  doi: 10.1007/s10763-013-9484-y
SSID ssj0062141
Score 2.1981447
Snippet The ability to read, write and manipulate complex mathematical expressions is assumed in most user interfaces for programs designed for authoring,...
SourceID crossref
springer
SourceType Enrichment Source
Index Database
Publisher
StartPage 607
SubjectTerms Computer Science
Mathematics
Mathematics and Statistics
Subtitle Mathematical Software and Structured Symbolism
Title Problem Solving as a Path to Comprehension
URI https://link.springer.com/article/10.1007/s11786-020-00457-1
Volume 14
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3dS8MwED90e9EHp1Nxfow8-KR2NOlX-rjJ5lA2BlqYTyVNGgRHK2v34l9v0o-NiQh7v5Rwuctder_7HcAtEyrttRyNqWLEsLlyRRaZ1JAcRybThSuum5MnU3cc2M9zZ141hWU12r0uSRY39abZDXtUA2Z1J7TteIZ68zQdTH3agGb_6f1lWN_ALiknVmIVewxKPLNqlvn7K9sBabsaWgSZUQuCensltuSzt8qjHv_-xdy46_6P4ajKOlG_NJMT2IuTNrTqiQ6ocvA2HE7WLK7ZKdzNymkz6DVd6P8OiGWIoZkSQXmK9Opl_KEB8GlyBsFo-PY4NqrZCgYnPs4N2_Yjy3IjLilTKYsruY-JJ31LxspDKY8xEUTYPuOmwAJHLol8FktXxtQV6nytc2gkaRJfAHKIkC51pONoZhrhMZMIlTYyzjn1uCc6gGsFh7wiHtfzLxbhhjJZqyZUqgkL1YS4A_frNV8l7ca_0g-1ysPKBbN_xC93E7-CA1KcmgaWXUMjX67iG5WJ5FFXGd5oMJh2KwPswn5A-j_TsdMz
linkProvider Springer Nature
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LSwMxEB6kPagHq1WxPnPwpG7ZZN_HIq3VPijYQj0t2TwQLLvSbi_-epN9tFSk0PskhEkmM8l88w3APeUq7LUcjamixLCZMkUamb4hGY5MqhNXTBcnD4Zud2K_TZ1pURS2KNHuZUoyu6nXxW7Y8zVgVldC245nqDdP1VZvcLMC1dbLR69d3sAuyTtWYuV7DJ94ZlEs8_8smw5pMxuaOZlODSbl8nJsyVdzmUZN9vOHuXHX9R_DURF1olZ-TE5gT8R1qJUdHVBh4HU4HKxYXBen8DDKu82g92Sm_x0QXSCKRkoEpQnSo-fiUwPgk_gMJp32-LlrFL0VDEYCnBq2HUSW5UZM-lSFLK5kASaeDCwplIX6TGDCCbcDykyOOY5cEgVUSFcK3-Vqf61zqMRJLC4AOYRL13ek42hmGu5Rk3AVNlLGmO8xjzcAlwoOWUE8rvtfzMI1ZbJWTahUE2aqCXEDHldjvnPaja3ST6XKw8IEF1vEL3cTv4P97njQD_uvw94VHJBsBzXI7Boq6XwpblRUkka3xSH8BSDk06s
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LT8MwDLbQkBAceAwQ45kDJ6Bak7ZpepyAaTw2TYJJu1VpHuIwtdNa_j9JHxuT0CTuTg52HDuxv88At1yatNcLbE8VJ44vjCvyxGWOFjhxuS1cCQtOHo7oYOK_ToPpLxR_2e3elCQrTINlaUqL7lzq7gr4hkNmm2ctKtoPQse8f7bNdYztSZ-QXnMXU1LNrsQmCjmMhG4Nm_l7j_XQtF4XLcNN_xD26zwR9SrDHsGWSttw0MxgQLVLtmFvuORdzY_hblzNh0Ef2cz-FCCeI47GRgQVGbKrF-rLtqxn6QlM-s-fjwOnnobgCBLhwvH9KPE8mgjNuEkyqBYRJqGOPK2MTzGhMJFE-hEXrsQSJ5QkEVeaasWoNBbxTqGVZqk6AxQQqSkLdBBYLhkZcpdIk-hxIQQLRSg7gBtFxKKmCrcTK2bxiuTYKi82yotL5cW4A_fLNfOKKGOj9EOj37h2mnyD-Pn_xG9gZ_zUj99fRm8XsEtKE9uusEtoFYtvdWXSiCK5Lk_KD9h5uvU
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Problem+Solving+as+a+Path+to+Comprehension&rft.jtitle=Mathematics+in+computer+science&rft.au=Kim%2C+Seyeon&rft.au=Pollanen%2C+Marco&rft.au=Reynolds%2C+Michael+G.&rft.au=Burr%2C+Wesley+S.&rft.date=2020-09-01&rft.pub=Springer+International+Publishing&rft.issn=1661-8270&rft.eissn=1661-8289&rft.volume=14&rft.issue=3&rft.spage=607&rft.epage=621&rft_id=info:doi/10.1007%2Fs11786-020-00457-1&rft.externalDocID=10_1007_s11786_020_00457_1
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1661-8270&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1661-8270&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1661-8270&client=summon