Reducing the dependency of having prior domain knowledge for effective online information retrieval

Article

Zammit, O., Smith, S., Windridge, D. and De Raffaele, C. 2023. Reducing the dependency of having prior domain knowledge for effective online information retrieval. Expert Systems. 40 (4). https://doi.org/10.1111/exsy.13014
TypeArticle
TitleReducing the dependency of having prior domain knowledge for effective online information retrieval
AuthorsZammit, O., Smith, S., Windridge, D. and De Raffaele, C.
Abstract

Sometimes Internet users struggle to find what they are looking for on the Internet due to information overload. Search engines intend to identify documents related to a given keyphrase on the Internet and provide suggestions. Having some background knowledge about a topic or a domain will help in building effective search keyphrases that will lead to accurate results in information retrieval. This is further pronounced among students that rely on the internet to learn about a new topic. Students might not have the required background knowledge to build effective keyphrases and find what they are looking for. In this research, we are addressing this problem, and aim to help students find relevant information online. This research furthers existing literature by enhancing information retrieval frameworks through keyphrase assignment, aiming to expose students to new terminologies, therefore reducing the dependency of having background knowledge about the domain under study. We evaluated this framework and identified how it can be enhanced to suggest more effective search keyphrases. Our proposed suggestion is to introduce a keyphrase Ranking Mechanism that will improve the keyphrase assignment part of the framework by taking into consideration the part-of-speech of the generated keyphrases. To evaluate the proposed approach, various data sets were downloaded and processed. The results obtained showed that our proposed approach produces more effective keyphrases than the existing framework.

Keywordsdictionary accuracy; information retrieval; keyphrase assignment; part-of-speech tagging
PublisherWiley
JournalExpert Systems
ISSN0266-4720
Electronic1468-0394
Publication dates
Online01 Jun 2022
PrintMay 2023
Publication process dates
Submitted23 Mar 2021
Accepted01 Apr 2022
Deposited10 Jun 2022
Output statusPublished
Accepted author manuscript
File Access Level
Open
Copyright Statement

This is the peer reviewed version of the following article: Zammit, O., Smith, S., Windridge, D., & De Raffaele, C. (2022). Reducing the dependency of having prior domain knowledge for effective online information retrieval. Expert Systems, e13014., which has been published in final form at https://doi.org/10.1111/exsy.13014. This article may be used for non-commercial purposes in accordance with Wiley Terms and Conditions for Use of Self-Archived Versions. This article may not be enhanced, enriched or otherwise transformed into a derivative work, without express permission from Wiley or by statutory rights under applicable legislation. Copyright notices must not be removed, obscured or modified. The article must be linked to Wiley’s version of record on Wiley Online Library and any embedding, framing or otherwise making available the article or pages thereof by third parties from platforms, services and websites other than Wiley Online Library must be prohibited

Digital Object Identifier (DOI)https://doi.org/10.1111/exsy.13014
Web of Science identifierWOS:000804184600001
LanguageEnglish
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Tirunagari, S., Poh, N., Bober, M. and Windridge, D. 2015. Windowed DMD as a microtexture descriptor for finger vein counter-spoofing in biometrics. 2015 IEEE International Workshop on Information Forensics and Security (WIFS). Rome, Italy 16 - 19 Nov 2015 Institute of Electrical and Electronics Engineers (IEEE). pp. 1-6 https://doi.org/10.1109/WIFS.2015.7368599
Globally optimal 2D-3D registration from points or lines without correspondences
Brown, M., Windridge, D. and Guillemaut, J. 2015. Globally optimal 2D-3D registration from points or lines without correspondences. 2015 IEEE International Conference on Computer Vision (ICCV). Santiago, Chile 07 - 13 Dec 2015 Institute of Electrical and Electronics Engineers (IEEE). pp. 2111-2119 https://doi.org/10.1109/ICCV.2015.244
A generalisable framework for saliency-based line segment detection
Brown, M., Windridge, D. and Guillemaut, J. 2015. A generalisable framework for saliency-based line segment detection. Pattern Recognition. 48 (12), pp. 3993-4011. https://doi.org/10.1016/j.patcog.2015.06.015
A novel Markov logic rule induction strategy for characterizing sports video footage
Windridge, D., Kittler, J., De Campos, T., Yan, F., Christmas, W. and Khan, A. 2015. A novel Markov logic rule induction strategy for characterizing sports video footage. IEEE MultiMedia. 22 (2), pp. 24-35. https://doi.org/10.1109/MMUL.2014.36
Artificial co-drivers as a universal enabling technology for future intelligent vehicles and transportation systems
Da Lio, M., Biral, F., Bertolazzi, E., Galvani, M., Bosetti, P., Windridge, D., Saroldi, A. and Tango, F. 2015. Artificial co-drivers as a universal enabling technology for future intelligent vehicles and transportation systems. IEEE Transactions on Intelligent Transportation Systems. 16 (1), pp. 244-263. https://doi.org/10.1109/TITS.2014.2330199
Breast cancer data analytics with missing values: a study on ethnic, age and income groups
Tirunagari, S., Poh, N., Abdulrahman, H., Nemmour, N. and Windridge, D. 2015. Breast cancer data analytics with missing values: a study on ethnic, age and income groups. ArXiv e-prints: Quantitative Biology > Quantitative Methods. https://doi.org/10.48550/arXiv.1503.03680
An expert review of REVERIE and its potential for game-based learning
Doumanis, I., Porter, S., Economou, D. and Smith, S. 2015. An expert review of REVERIE and its potential for game-based learning. Preuveneers, D. (ed.) The 11th International Conference on Intelligent Environments - IE'15. Prague 13 - 14 Jul 2015 IOS Press. pp. 306-313 https://doi.org/10.3233/978-1-61499-530-2-306
Evaluating an intelligent Q&A system for mobile cultural learning
Doumanis, I. and Smith, S. 2015. Evaluating an intelligent Q&A system for mobile cultural learning. EAI Endorsed Transactions on Future Intelligent Educational Environments. 15 (2). https://doi.org/10.4108/fiee.1.2.e3
The use of social networking sites in eLearning
De Raffaele, C., Bugeja, L. and Smith, S. 2015. The use of social networking sites in eLearning. International Journal of Social, Behavioral, Educational, Economic and Management Engineering. 9 (4), pp. 1223-1228.
Detection of face spoofing using visual dynamics
Tirunagari, S., Poh, N., Windridge, D., Iorliam, A., Suki, N. and Ho, A. 2015. Detection of face spoofing using visual dynamics. IEEE Transactions on Information Forensics and Security. 10 (4), pp. 762-777. https://doi.org/10.1109/TIFS.2015.2406533
Multilevel Chinese takeaway process and label-based processes for rule induction in the context of automated sports video annotation
Khan, A., Windridge, D. and Kittler, J. 2014. Multilevel Chinese takeaway process and label-based processes for rule induction in the context of automated sports video annotation. IEEE Transactions on Cybernetics. 44 (10), pp. 1910-1923. https://doi.org/10.1109/TCYB.2014.2299955
Domain anomaly detection in machine perception: a system architecture and taxonomy
Kittler, J., Christmas, W., De Campos, T., Windridge, D., Yan, F., Illingworth, J. and Osman, M. 2014. Domain anomaly detection in machine perception: a system architecture and taxonomy. IEEE Transactions on Pattern Analysis and Machine Intelligence. 36 (5), pp. 845-859. https://doi.org/10.1109/TPAMI.2013.209
Assessment techniques in cross-cultural usability evaluation
Jagne, J., Smith, S. and Duncker-Gassen, E. 2006. Assessment techniques in cross-cultural usability evaluation. IADIS WWW/Internet International Conference 2006. Murcia, Spain
A saliency-based framework for 2D-3D registration
Brown, M., Guillemaut, J. and Windridge, D. 2014. A saliency-based framework for 2D-3D registration. 9th International Conference on Computer Vision Theory and Applications (VISAPP 2014). Lisbon, Portugal 05 - 08 Jan 2014 SCITEPRESS - Science and Technology Publications. pp. 265-273 https://doi.org/10.5220/0004675402650273
Supervised selective kernel fusion for membrane protein prediction
Tatarchuk, A., Sulimova, V., Torshin, I., Mottl, V. and Windridge, D. 2014. Supervised selective kernel fusion for membrane protein prediction. Comin, M., Käll, L., Marchiori, E., Ngom, A. and Rajapakse, J. (ed.) 9th IAPR International Conference Pattern Recognition in Bioinformatics (PRIB 2014). Stockholm, Sweden 21 - 23 Aug 2014 Springer. pp. 98-109 https://doi.org/10.1007/978-3-319-09192-1_9
Challenges in designing an online healthcare platform for personalised patient analytics
Poh, N., Tirunagari, S. and Windridge, D. 2014. Challenges in designing an online healthcare platform for personalised patient analytics. 2014 IEEE Symposium on Computational Intelligence in Big Data (CIBD). Orlando, FL., USA 09 - 12 Dec 2014 IEEE. pp. 1-6 https://doi.org/10.1109/CIBD.2014.7011526
Patient level analytics using self-organising maps: a case study on type-1 diabetes self-care survey responses
Tirunagari, S., Poh, N., Aliabadi, K., Windridge, D. and Cooke, D. 2014. Patient level analytics using self-organising maps: a case study on type-1 diabetes self-care survey responses. 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM). Orlando, FL., USA 09 - 12 Dec 2014 Institute of Electrical and Electronics Engineers (IEEE). pp. 304-309 https://doi.org/10.1109/CIDM.2014.7008682
Non-enumerative cross validation for the determination of structural parameters in feature-selective SVMs
Chernousova, E., Levdik, P., Tatarchuk, A., Mottl, V. and Windridge, D. 2014. Non-enumerative cross validation for the determination of structural parameters in feature-selective SVMs. 22nd International Conference on Pattern Recognition ICPR 2014. Stockholm, Sweden 24 - 28 Aug 2014 Institute of Electrical and Electronics Engineers (IEEE). pp. 3654-3659 https://doi.org/10.1109/ICPR.2014.628
Linear regression via elastic net: non-enumerative leave-one-out verification of feature selection
Chernousova, E., Razin, N., Krasotkina, O., Mottl, V. and Windridge, D. 2014. Linear regression via elastic net: non-enumerative leave-one-out verification of feature selection. in: Aleskerov, F., Goldengorin, B. and Pardalos, P. (ed.) Clusters, Orders, and Trees: Methods and Applications: In Honor of Boris Mirkin's 70th Birthday New York Springer.
Automatic annotation of tennis games: an integration of audio, vision, and learning
Yan, F., Kittler, J., Windridge, D., Christmas, W., Mikolajczyk, K., Cox, S. and Huang, Q. 2014. Automatic annotation of tennis games: an integration of audio, vision, and learning. Image and Vision Computing. 32 (11), pp. 896-903. https://doi.org/10.1016/j.imavis.2014.08.004
A kernel-based framework for medical big-data analytics
Windridge, D. and Bober, M. 2014. A kernel-based framework for medical big-data analytics. in: Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges Springer. pp. 197-208
Intelligent environments simulations, towards a smart campus
Campuzano, F., Doumanis, I., Smith, S. and Botia, J. 2014. Intelligent environments simulations, towards a smart campus. The University as a Context Platform, Workshop. University of West London, London, United Kingdom 14 Nov 2014 https://doi.org/10.13140/2.1.3141.3447
Evaluating the impact of embodied conversational agents (ECAs) attentional behaviors on user retention of cultural content in a simulated mobile environment
Doumanis, I. and Smith, S. 2014. Evaluating the impact of embodied conversational agents (ECAs) attentional behaviors on user retention of cultural content in a simulated mobile environment. GazeIn '14: 7th Workshop on Eye Gaze in Intelligent Human Machine Interaction: Eye-Gaze & Multimodality. Istanbul, Turkey 16 - 16 Nov 2014 Association for Computing Machinery (ACM). pp. 27-32 https://doi.org/10.1145/2666642.2666650
High throughput screening for mammography using a human-computer interface with rapid serial visual presentation (RSVP)
Abbey, C., Hope, C., Sterr, A., Elangovan, P., Geades, N., Windridge, D., Young, K., Wells, K. and Mello-Thoms, C. 2013. High throughput screening for mammography using a human-computer interface with rapid serial visual presentation (RSVP). SPIE Proceedings Vol. 8673. https://doi.org/10.1117/12.2007557
Corporate amnesia in the micro business environment
Hall, S. and De Raffaele, C. 2013. Corporate amnesia in the micro business environment. 2013 IEEE 19th Federal Conference on Computer Science and Information Systems (FEDCSIS 2013). Krakow, Poland 08 - 11 Sep 2013 IEEE. pp. 1247-1251
Evaluating the impact of ECAs on user navigation performance and perception
Doumanis, I. and Smith, S. 2013. Evaluating the impact of ECAs on user navigation performance and perception. 13th International Conference on Intelligent Virtual Agents. Edinburgh, United Kingdom 29 - 31 Aug 2013 Springer. pp. 474-475
Beyond Artificial Intelligence Markup Language (AIML) rapid prototyping of a Q&A system
Doumanis, I. and Smith, S. 2013. Beyond Artificial Intelligence Markup Language (AIML) rapid prototyping of a Q&A system. 1st International Workshop on Museums as Intelligent Environments (MASIE'13). Athens, Greece 16 - 17 Jul 2013 IOS Press. pp. 530-540 https://doi.org/10.3233/978-1-61499-286-8-530
An empirical study on the effects of embodied conversational agents on user retention performance and perception in a simulated mobile environment
Doumanis, I. and Smith, S. 2013. An empirical study on the effects of embodied conversational agents on user retention performance and perception in a simulated mobile environment. Botía, J. and Charitos, D. (ed.) 2nd Workshop on Future Intelligent Educational Environments Conference (WOFIEE’13). Athens, Greece 16 - 17 Jul 2013 IOS Press. pp. 431-442 https://doi.org/10.3233/978-1-61499-286-8-431
Looking to score: the dissociation of goal influence on eye movement and meta-attentional allocation in a complex dynamic natural scene
Taya, S., Windridge, D. and Osman, M. 2012. Looking to score: the dissociation of goal influence on eye movement and meta-attentional allocation in a complex dynamic natural scene. PLoS ONE. 7 (6). https://doi.org/10.1371/journal.pone.0039060
Embedding information literacy skills as employability attributes
Smith, S. and Edwards, J. 2012. Embedding information literacy skills as employability attributes. LILAC 2012. Glasgow, Scotland 11 - 13 Apr 2012
Embedded writing instruction in the first year curriculum
Bernaschina, P. and Smith, S. 2012. Embedded writing instruction in the first year curriculum. Journal of Learning Development in Higher Education. https://doi.org/10.47408/jldhe.v0i0.186
Embedding information literacy skills as employability attributes
Smith, S. and Edwards, J. 2012. Embedding information literacy skills as employability attributes. ALISS Quarterly. 7 (4), pp. 22-27.
Addressing missing values in kernel-based multimodal biometric fusion using neutral point substitution
Poh, N., Windridge, D., Mottl, V., Tatarchuk, A. and Eliseyev, A. 2010. Addressing missing values in kernel-based multimodal biometric fusion using neutral point substitution. IEEE Transactions on Information Forensics and Security. 5 (3), pp. 461-469. https://doi.org/10.1109/TIFS.2010.2053535
Human-computer interaction: users, tasks and designs
Adams, R. and Smith, S. 2005. Human-computer interaction: users, tasks and designs. London Middlesex University Press.
Paradigms, technology and demand characteristics for universal access: can we treat different technologies the same?
Adams, R. and Smith, S. 2005. Paradigms, technology and demand characteristics for universal access: can we treat different technologies the same? in: HCI international 2005 11th international conference on human-computer interaction: proceedings. Mahwah, NJ. Lawrence Erlbaum Associates..
Cross-cultural system design strategy: avoiding problems in usability evaluation
Jagne, J., Duncker-Gassen, E. and Smith, S. 2006. Cross-cultural system design strategy: avoiding problems in usability evaluation. IADIS WWW/Internet International Conference 2006. Murcia, Spain pp. 88-92