Abstract
On web information exists in the form of text, audio, image, and video objects often referred to multiple media objects. Vertical web search provides the search of multiple media information usually via keyword-based queries. The search results in different media formats usually presented in separate panels/tabs; integration is mostly non-blended. Therefore, results exploration via vertical web search engines require the selection of a source and scrolling of a linear ranked list of results. Relationships in the results presented in separate panels/tabs are mostly not considered. Search aggregations unify results from several vertical web sources via blended integration, but exploration still requires scrolling of a linear ranked list. Multimedia search frameworks provide the exploration of results in different media formats but more focused towards the retrieval issues. We proposed a multiple media information search framework to address issues, particularly in aggregated search. Our search framework provides a mechanism to explore results via non-linear ways. The search framework realized by suggesting a framework architecture design and instantiating a search tool. The effectiveness of blended integration and browsing is measured via precision and click through rate respectively. Search task support in results exploration mechanism measured via task-based evaluation. We also validated the conformance of various search/exploration attributes discussed in the state-of-the-art in our frameworks.













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References
Arguello J (2015) Improving aggregated search coherence. In: Proceedings of the 37th European conference on information retrieval. Springer, pp 25–36
Axenopoulos A, Daras P, Malassiotis S, Croce V, Lazzaro M, Etzold J, Grimm P, Massari A, Camurri A, Steiner T et al (2012) I-search: a unified framework for multimodal search and retrieval. In: The future internet. Springer, pp 130–141
Axenopoulos A, Manolopoulou S, Daras P (2011) Multimodal search and retrieval using manifold learning and query formulation. In: Proceedings of the 16th international conference on 3d web technology. ACM, pp 51–56
Bozzon A, Fraternali P (2010) Multimedia and multimodal information retrieval. In: Search computing. Springer, pp 135–155
Brooke J et al (1996) Sus-a quick and dirty usability scale. Usab Eval Ind 189(194):4–7
Cechticky V, Chevalley P, Pasetti A, Schaufelberger W (2003) A generative approach to framework instantiation. Lect Notes Comput Sci 267–286
Chatzichristofis SA, Boutalis YS (2008) Cedd: color and edge directivity descriptor: a compact descriptor for image indexing and retrieval. In: Proceedings of the international conference on computer vision systems. Springer, pp 312–322
Chatzichristofis SA, Zagoris K, Boutalis YS, Papamarkos N (2010) Accurate image retrieval based on compact composite descriptors and relevance feedback information. Int J Pattern Recognit Artif Intell 24(2):207–244
Chechik G, Ie E, Rehn M, Bengio S, Lyon D (2008) Large-scale content-based audio retrieval from text queries. In: Proceedings of the 1st ACM international conference on multimedia information retrieval. ACM, pp 105–112
Chen X, Hero III AO, Savarese S (2012) Multimodal video indexing and retrieval using directed information. IEEE Trans Multimed 14(1):3–16
Chen Y, Sampathkumar H, Luo B, Chen XW (2013) ilike: bridging the semantic gap in vertical image search by integrating text and visual features. IEEE Trans Knowl Data Eng 25(10):2257–2270
Chin JP, Diehl VA, Norman KL (1988) Development of an instrument measuring user satisfaction of the human-computer interface. In: Proceedings of the SIGCHI conference on human factors in computing systems. ACM, pp 213–218
Crnkovic I, Sentilles S, Vulgarakis A, Chaudron MR (2011) A classification framework for software component models. IEEE Trans Softw Eng 37(5):593–615
Daras P, Axenopoulos A, Darlagiannis V, Tzovaras D, Bourdon XL, Joyeux L, Verroust-Blondet A, Croce V, Steiner T, Massari A et al (2011) Introducing a unified framework for content object description. Int J Multimed Intell Secur 2(3):351–375
Dias R, Fonseca MJ, Silva N, Cardoso T (2015) Encontra: a generic multimedia information retrieval meta-framework. Multimed Tools Appl 74(11):3691–3713
Golovchinsky G, Diriye A, Dunnigan T (2012) The future is in the past: designing for exploratory search. In: Proceedings of the 4th symposium on information interaction in context. ACM, pp 52–61
Hakkoymaz V (2010) Multimedia presentation organization and playout management using intelligent agents. Multimed Tools Appl 47(3):477–505
Hanjalic A (2012) New grand challenge for multimedia information retrieval: bridging the utility gap. Int J Multimed Inf Retriev 1(3):139–152
Hu W, Xie N, Li L, Zeng X, Maybank S (2011) A survey on visual content-based video indexing and retrieval. IEEE Trans Syst Man Cybern 41(6):797–819
ISO M (2011) Systems and software engineering–architecture description. Tech. rep. ISO/IEC/IEEE 42010
James N, Todorov K, Hudelot C (2011) Combining visual and textual modalities for multimedia ontology matching. Sem Multimed 95–110
Jiang W, Loui AC (2012) Video concept detection by audio-visual grouplets. Int J Multimed Inf Retriev 1(4):223–238
Kalamaras I, Mademlis A, Malassiotis S, Tzovaras D (2013) A novel framework for retrieval and interactive visualization of multimodal data. Electron Lett Comput Vis Image Anal 12(2):28–39
Kaszkiel M, Zobel J (2001) Effective ranking with arbitrary passages. J Amer Soc Inf Sci Technol 52(4):344–364
Kiktova-Vozarikova E, Juhar J, Cizmar A (2015) Feature selection for acoustic events detection. Multimed Tools Appl 74(12):4213–4233
Kim J (2009) Describing and predicting information-seeking behavior on the web. J Amer Soc Inf Sci Technol 60(4):679–693
Kopliku A (2009) Aggregated search: from information nuggets to aggregated documents. In: Proceedings of the 6th french conference on information retrieval and applications, pp 495–502
Kopliku A, Pinel-Sauvagnat K, Boughanem M (2014) Aggregated search: a new information retrieval paradigm. ACM Comput Surv 46(3):1–31
Lauer C (2009) Contending with terms:multimodal and multimedia in the academic and public spheres. Comput Compos 26(4):225–239
Lazaridis M, Axenopoulos A, Rafailidis D, Daras P (2013) Multimedia search and retrieval using multimodal annotation propagation and indexing techniques. Signal Process Image Commun 28(4):351–367
Le TH, Elghazel H, Hacid MS (2012) A relational-based approach for aggregated search in graph databases. In: Proceedings of the international conference on database systems for advanced applications. Springer, pp 33–47
Lewis JR (1995) Ibm computer usability satisfaction questionnaires: psychometric evaluation and instructions for use. Int J Human-Comput Interact 7(1):57–78
Li L, Li J (2011) Mqss: multimodal query suggestion and searching for video search. Multimed Tools Appl 54(1):55–68
Liu Y, Zhang D, Lu G, Ma WY (2007) A survey of content-based image retrieval with high-level semantics. Pattern Recog 40(1):262–282
Luo H, Fan J, Zhou Y (2011) Multimedia news exploration and retrieval by integrating keywords, relations and visual features. Multimed Tools Appl 51(2):625–648
Marchionini G (2006) Exploratory search: from finding to understanding. Commun ACM 49(4):41–46
Mathias Filho I, de Oliveira TC, de Lucena CJ (2004) A framework instantiation approach based on the features model. J Syst Softw 73(2):333–349
Messina A, Montagnuolo M (2009) A generalised cross-modal clustering method applied to multimedia news semantic indexing and retrieval. In: Proceedings of the 18th international conference on world wide web. ACM, pp 321–330
Mitrović D, Zeppelzauer M, Breiteneder C (2010) Features for content-based audio retrieval. Adv Comput 78(3):71–150
Natsev AP, Haubold A, Teṡić J, Xie L, Yan R (2007) Semantic concept-based query expansion and re-ranking for multimedia retrieval. In: Proceedings of the 15th international conference on multimedia. ACM, pp 991–1000
Nielsen J, Landauer TK (1993) A mathematical model of the finding of usability problems. In: Proceedings of the INTERACT’93 and CHI’93 conference on human factors in computing systems. ACM, pp 206–213
Normark CJ (2015) Design and evaluation of a touch-based personalizable in-vehicle user interface. Int J Human-Comput Interact 31(11):731–745
Özacar T (2016) A tool for producing structured interoperable data from product features on the web. Inf Syst 56(3):36–54
Perry DE, Wolf AL (1992) Foundations for the study of software architecture. In: ACM SIGSOFT Software engineering notes, vol 17. ACM, pp 40–52
Pinto-Cáceres SM, Almeida J, Baranauskas MCC, Torres RDS (2015) Fisir: a flexible framework for interactive search in image retrieval systems. In: Lecture notes in computer science, vol. 8935. Springer, pp 335–347
Rafailidis D, Manolopoulou S, Daras P (2013) A unified framework for multimodal retrieval. Pattern Recogn Lett 46(12):3358–3370
Rashid U, Niaz IA, Bhatti MA (2009) M3l: architecture for multimedia information retrieval. In: Proceedings of the 6th international conference on information technology: new generations. IEEE, pp 1067–1072
Rashid U, Niaz IA, Bhatti MA (2010) Unified multimodal search framework for multimedia information retrieval. In: Advanced techniques in computing sciences and software engineering. Springer, pp 129–136
Rashid U, Viviani M, Pasi G (2016) A graph-based approach for visualizing and exploring a multimedia search result space. Inf Sci 370:303–322
Rasiwasia N, Costa Pereira J, Coviello E, Doyle G, Lanckriet GR, Levy R, Vasconcelos N (2010) A new approach to cross-modal multimedia retrieval. In: Proceedings of the 18th international conference on multimedia. ACM, pp 251–260
Richards M (2015) Software architecture patterns. OReilly, Sebastopol
Rigamonti M, Lalanne D, Ingold R (2007) Faericworld: browsing multimedia events through static documents and links. In: Proceedings of the IFIP conference on human-computer interaction. Springer, pp 102–115
Rizzo G, Steiner T, Troncy R, Verborgh R, Redondo García JL, Van de Walle R (2012) What fresh media are you looking for?: retrieving media items from multiple social networks. In: Proceedings of the international workshop on socially aware multimedia. ACM, pp 15–20
Seifert C, Jurgovsky J, Granitzer M (2014) Facetscape: a visualization for exploring the search space. In: Proceedings of the 18th international conference on information visualization. IEEE, pp 94–101
Shokouhi M, Si L (2011) Federated search. Found Trends Inf Retriev 5(1):1–102
Slaney M (2011) Precision-recall is wrong for multimedia. IEEE MultiMed 18(3):4–7
Smith DA, Owens A, Russell A, Harris C, Wilson M et al (2005) The evolving mspace platform: leveraging the semantic web on the trail of the memex. In: Proceedings of 6th ACM conference on hypertext and hypermedia. ACM, pp 174–183
Snoek CG, Worring M (2005) Multimodal video indexing: a review of the state-of-the-art. Multimed Tools Appl 25(1):5–35
Sommerville I (2004) Software engineering. International computer science series. Addison Wesley
Steiner T, Sutton L, Spiller S, Lazzaro M, Nucci F, Croce V, Massari A, Camurri A, Verroust-Blondet A, Joyeux L et al (2012) I-search: a multimodal search engine based on rich unified content description (rucod). In: Proceedings of the 21st international conference companion on world wide web. ACM, pp 291–294
Sushmita S (2012) Study of result presentation and interaction for aggregated search. University of Glasgow
Sushmita S, Joho H, Lalmas M (2009) A task-based evaluation of an aggregated search interface. In: Proceedings of the international symposium on string processing and information retrieval. Springer, pp 322–333
Sushmita S, Joho H, Lalmas M, Jose JM (2009) Understanding domain relevance in web search. In: Proceedings of the workshop on web search result summarization and presentation. WSSP
Sushmita S, Joho H, Lalmas M, Villa R (2010) Factors affecting click-through behavior in aggregated search interfaces. In: Proceedings of the 19th ACM international conference on information and knowledge management. ACM, pp 519–528
Tullis TS, Stetson JN (2004) A comparison of questionnaires for assessing website usability. In: Proceedings of the usability professional’s association conference. Usability professional association, pp 1–12
Viaud ML, Thièvre J, Goëau H, Saulnier A, Buisson O (2008) Interactive components for visual exploration of multimedia archives. In: Proceedings of the 2008 international conference on content-based image and video retrieval. ACM, pp 609–616
Vrochidis S, Papadopoulos S, Moumtzidou A, Sidiropoulos P, Pianta E, Kompatsiaris I (2010) Towards content-based patent image retrieval: a framework perspective. World Patent Inf 32(2):94–106
Wang Z, Hoffman MD, Cook PR, Li K (2006) Vferret: content-based similarity search tool for continuous archived video. In: Proceedings of the 3rd ACM workshop on continuous archival and retrieval of personal experiences, pp 19–26. ACM
Wengang C, De X (2002) Content-based video retrieval using audio and visual clues. In: Proceedings of IEEE conference on computers, communications, control and power engineering. IEEE, pp 586–589
White RW, Roth RA (2009) Exploratory search: beyond the query-response paradigm. In: Synthesis lectures on information concepts, retrieval, and services, vol 1. Morgan & Claypool Publishers, pp 1–98
Wilson TD (1999) Models in information behaviour research. J Document 55(3):249–270
Yang J, Li Q, Zhuang Y (2002) Octopus: aggressive search of multi-modality data using multifaceted knowledge base. In: Proceedings of the 11th international conference on world wide web. ACM, pp 54–64
Yang J, Zhuang Y, Li Q (2001) Search for multi-modality data in digital libraries. In: Proceedings of the pacific-rim conference on multimedia. Springer, pp 482–489
Yang Y, Wu F, Xu D, Zhuang Y, Chia LT (2010) Cross-media retrieval using query dependent search methods. Pattern Recogn Lett 43(8):2927–2936
Zhuang YT, Yang Y, Wu F (2008) Mining semantic correlation of heterogeneous multimedia data for cross-media retrieval. IEEE Trans Multimed 10(2):221–229
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The authors would like to acknowledge the provision of research facility provided by Quaid-i-Azam University, Islamabad to carry out this research.
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Rashid, U., Bhatti, M.A. A framework to explore results in multiple media information aggregated search. Multimed Tools Appl 76, 25787–25826 (2017). https://doi.org/10.1007/s11042-017-4769-8
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DOI: https://doi.org/10.1007/s11042-017-4769-8