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...
Saved in:
Published in | Mathematics in computer science Vol. 14; no. 3; pp. 607 - 621 |
---|---|
Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Cham
Springer International Publishing
01.09.2020
|
Subjects | |
Online Access | Get full text |
ISSN | 1661-8270 1661-8289 |
DOI | 10.1007/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 |