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Enhance the Technique of Relevance Feedback for Content-based Multimedia Retrieval by using Mining Algorithm

Aasma S.Mujawar, Kosbatwar Shyam P.
2013 International Journal of Computer Applications  
To provide efficient and effective retrieval of content based multimedia data and images from multimedia database like video data, images by using relevance feedback technique and mining algorithm.  ...  General Terms Data mining algorithm: K-means, Apriori algorithm.  ...  INTRODUCTION Today, images and multimedia are immensely important in information retrieval system. Retrieving useful information from large scale database is called as data mining.  ... 
doi:10.5120/11735-7363 fatcat:alabxjwg6bcobkjo44zi54mc5a

Interoperability of Multimedia Network Public Opinion Knowledge Base Group Based on Multisource Text Mining

Yanru Zhu, Zhendong Mu
2021 Advances in Multimedia  
The results of the case analysis show that the multisource text mining algorithm can provide a strong basis for the construction of a multimedia network public opinion knowledge base group.  ...  After analyzing the relevant research literature of the multimedia network knowledge base groups in detail, this paper analyzes the operating factors and mechanisms among the multimedia network knowledge  ...  Knowledge mining algorithm Regulatory demand feedback Drive Function configuration Feedback Public opinion Multimedia Base group function feedback Improve data type network public Public opinion data type  ... 
doi:10.1155/2021/9339584 fatcat:7dtvss2j7zawxdmswbiwct2yli

Multimedia Data Mining [chapter]

Zhongfei (Mark) Zhang, Ruofei Zhang
2009 Data Mining and Knowledge Discovery Handbook  
 The Module II -"Multimedia Data Mining" -provides a demonstration of how traditional data mining techniques can be profitably applied for the efficient management of multimedia collections in term of  ...  Multimedia data mining: State of the art and challenges. Multimedia Tools and Applications Journal (MTAP), 2011 [BBP+99] I. Bomze, M. Budinich, P. Pardalos, and M. Pelillo.  ... 
doi:10.1007/978-0-387-09823-4_57 fatcat:cnrw7f656rcmvjlbdw3yg453xy

Multimedia and Decision-Making Process

Ovidiu-Alin DOBRICAN
2009 Informatică economică  
Multimedia technology has changed the way we use computers. Multimedia transforms com-puters into a second person.  ...  Multimedia technology has made it possible for us to see, hear, read, feel, and talk to computers. Multimedia technology has transformed our use and understanding of computers.  ...  The research in multimedia covers a very wide spectrum of subjects, ranging from multimedia indexing and retrieval, multimedia databases, multimedia networks, multimedia presentation, multimedia quality  ... 
doaj:a9202181062a4ab8a0c7909bd89aeafc fatcat:knhjlyfzc5e3ldlho4seuo57sm

Systems and architectures for multimedia information retrieval

Chabane Djeraba, Nicu Sebe, Michael S. Lew
2005 Multimedia Systems  
Such contributions are the basis of tomorrow's multimedia information systems.  ...  The research and development issues cover a wide range of fields, many of which are shared with media processing, signal processing, data base technologies and data mining.  ...  Some of the best examples include the multimedia data mining project of HP that incorporates multimedia information retrieval and personalization, and the IBM project on multimedia mining that deals with  ... 
doi:10.1007/s00530-005-0174-7 fatcat:iexg3fucvbhhfgvc4z4sgjfnz4

MDM/KDD2002

Simeon J. Simoff, Chabane Djeraba, Osmar R. Zaïane
2002 SIGKDD Explorations  
This report presents a brief overview of multimedia data mining and the corresponding workshop series at ACM SIGKDD conference series on data mining and knowledge discovery.  ...  (University of Miami, USA) and Chengcui Zhang (Florida International University, USA) proposed a multimedia data mining framework that incorporated multiple instance learning into the user relevance feedback  ...  video; suitable multimedia representations and formats that can assist multimedia data mining; and advanced architectures of multimedia data mining systems.  ... 
doi:10.1145/772862.772886 fatcat:o5webn3qe5awhoqyfr2dgqxtri

Integration and Recommendation of Multimedia Network-Assisted English Instructional Resources Based on Association Rules Mining

Lihong Liu, Jiafu Su
2022 Mobile Information Systems  
Association rule mining is the most researched and widely used data mining method.  ...  For this problem, data mining has shown a strong vitality, and data mining can find out the potential connection between datasets.  ...  By making full use of the good communication environment of multimedia network and the function of recording the whole teaching process, we can obtain timely feedback information about the content and  ... 
doi:10.1155/2022/8806525 fatcat:bo27hpi2rjcutc2ajli4joefj4

MADIS: A Multimedia-Aided Disaster Information Integration System for Emergency Management

Yimin Yang, Wenting Lu, Jesse Domack, Tao Li, Shu-Ching Chen, Steven Luis, Jainendra Navlakha
2012 Proceedings of the 8th IEEE International Conference on Collaborative Computing: Networking, Applications and Worksharing  
Specifically, a dynamic hierarchical image classification approach is proposed to categorize disaster images into different subjects by fusing image and text information.  ...  reports directly to relevant multimedia content.  ...  The system adopts advanced data mining techniques for mul timedia content analysis and document processing, which semantically associates situation reports with multimedia data.  ... 
doi:10.4108/icst.collaboratecom.2012.250525 dblp:conf/colcom/YangLDLCLN12 fatcat:d4mxyoowwfbuxgbzkxmhep6f2m

Mining Students' Data to Analyse Usage Patterns in eLearning System of Secondary Schools in Tanzania

Joel S. Mtebe, Aron W. Kondoro
2019 Journal of Learning for Development  
There is also variability in the usage of multimedia elements with biology having the highest number while mathematics had the lowest.  ...  Nonetheless, data from surveys is normally subject to the possibility of distortion, low reliability, and rarely indicate the causal effects.  ...  Multimedia Access per Subject The multimedia content such as audio, video, and animations play a key role in the learning process.  ... 
doi:10.56059/jl4d.v6i3.350 fatcat:ctnrsu7q3fdojfltlcygjnh5qa

A NEW FRAMEWORK FOR THE CONTROL OF LMS IN INTELLIGENT TUTORING SYSTEMS

V. Amela, J.-L. Díez, M. Vallés
2011 IFAC Proceedings Volumes  
In this paper, we propose a new approach to LMS in ITS, applying data mining techniques.  ...  Subsequently this information is analyzed by data mining techniques. Data mining feedbacks the ITS controller. It adapts the course's LMS models.  ...  The learning style also establishes which kind of multimedia materials the students prefer.  ... 
doi:10.3182/20110828-6-it-1002.01817 fatcat:ahgghooylfhzxcjxg2thz32ype

Subject index

2000 IEEE Transactions on Information Technology in Biomedicine  
., + , T-ITB Mar 00 45-51 Data mining autonomous decision-making via data mining approach.  ...  ., + , T-ITB Mar 00 45-51 Medical decision-making autonomous decision-making via data mining approach.  ... 
doi:10.1109/titb.2000.897066 fatcat:cl5b6th7srcbvjodzlzrpz2oee

Introduction to the special issue on "semantic multimedia"

Yannis Avrithis, Noel E. O'Connor, Steffen Staab, Raphael Troncy
2008 Multimedia tools and applications  
content and the richness and subjectivity of semantics in user queries and human interpretations of audiovisual media -the so-called Semantic Gap.  ...  It is the target of this special issue to collect and report on recent work that aims at narrowing the large disparity between the low-level descriptors that can be computed automatically from multimedia  ...  object/music retrieval and user relevance feedback.  ... 
doi:10.1007/s11042-008-0215-2 fatcat:vqc7qmyd2naxtkiksbccksk5di

Introduction to the special issue on "Semantic Multimedia"

Yannis Avrithis, Noel E. O'Connor, Steffen Staab, Raphael Troncy
2008 Journal of Web Semantics  
content and the richness and subjectivity of semantics in user queries and human interpretations of audiovisual media -the so-called Semantic Gap.  ...  , image/object/music retrieval and user relevance feedback.  ... 
doi:10.1016/j.websem.2008.02.004 fatcat:sqv6pfnxknfbhd5zmuagz56u5m

Evaluation of Potential Correlation of Piano Teaching Using Edge-Enabled Data and Machine Learning

Sibing Sun
2021 Mobile Information Systems  
The association rule mining technique of machine learning is utilized with the integration of improved T-test method.  ...  The verification results show that it is feasible and valuable to find the potential relevance of multimedia-assisted piano teaching evaluation.  ...  Multimedia-assisted piano teaching data mining process diagram is shown in Figure 2 .  ... 
doi:10.1155/2021/6616284 doaj:eba8fdf89f60415f9041c08cdbc93198 fatcat:6vx6znoqujgufdymlcu4d47dje

Information retrieval in the Web: beyond current search engines

Ricardo Baeza-Yates
2003 International Journal of Approximate Reasoning  
In this paper we briefly explore the challenges to expand information retrieval (IR) on the Web, in particular other types of data, Web mining and issues related to crawling.  ...  Content includes text and multimedia mining. Usage includes Web log mining including search logs and other usage data.  ...  retrieval. • Genetic algorithms: document classification, image retrieval, relevance feedback, and query learning. • Probabilistic techniques: ranking, web mining. • Rough sets and multivalued logics:  ... 
doi:10.1016/j.ijar.2003.07.002 fatcat:4httknhv4fairag2vloeblwbhq
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