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Data organization and access for efficient data mining

B. Dunkel, N. Soparkar
1999 Proceedings 15th International Conference on Data Engineering (Cat. No.99CB36337)  
While previous work has focused on improving the efficiency of the mining algorithms, we consider how the representation, organization, and access of the data may significantly affect performance, especially  ...  Efficient mining of data presents a significant challenge due to problems of combinatorial explosion in the space and time often required for such processing.  ...  As organizations begin collecting their own electronic datasets, and as growing sources of information become available through the Internet, it is imperative that the data organization and access approaches  ... 
doi:10.1109/icde.1999.754968 dblp:conf/icde/DunkelS99 fatcat:kc6ow3zgrbhp5apabudhh5efdy

Indexing and Data Access Methods for Database Mining

Ganesh Ramesh, William Maniatty, Mohammed Javeed Zaki
2002 Workshop on Research Issues on Data Mining and Knowledge Discovery  
In this paper we explore an alternative approach, using various data access methods and systems programming techniques to study the efficiency of mining data.  ...  Most of today's techniques for data mining and association rule mining (ARM) in particular, can be aptly termed "flat file mining", since the database is typically transformed to a flat file that is input  ...  Acknowledgements The authors would like to thank the anonymous referees for their valuable suggestions and feedback.  ... 
dblp:conf/dmkd/RameshMZ02 fatcat:gh7bro3zevfotfufu3bdat7fam

Improving Distributed Data Mining Techniques by Means of a Grid Infrastructure [chapter]

Alberto Sánchez, José M. Peña, María S. Pérez, Víctor Robles, Pilar Herrero
2004 Lecture Notes in Computer Science  
This architecture is made up of generic, data grid and specific data mining grid services.  ...  However, data is geographically distributed in various locations and belongs to several organizations. Furthermore, it is stored in different kind of systems and it is represented in many formats.  ...  Its main contribution is the inclusion of a specialized data access system optimized for data mining tasks.  ... 
doi:10.1007/978-3-540-30470-8_29 fatcat:sdqb2z7iebdybdi6roc4olvj54

Improve Efficiency of Web Pattern Analysis Through Web Mining

Hemwati Kumawat, Vinesh Jain
2014 International Journal of Computer Applications  
efficient organization of the website by mining the weblog files using Web weblog Expert and Universal Extractor.  ...  The proposed algorithm implemented, and the system achieves the bandwidth of nearly 80% and the efficiency of about 75% of extracted log files, which is about 20% higher than original log files by mining  ...  However, it becomes much more difficult for users to access relevant information efficiently. The problem is to mine useful information or patterns from the huge datasets [1] .  ... 
doi:10.5120/14881-3312 fatcat:nqbpqwos5jerxesn7hys2btktm

Integrating Data Mining Techniques into Telemedicine Systems

Mihaela GHEORGHE, Ruxandra PETRE
2014 Informatică economică  
In the healthcare organizations data mining can provide valuable information for patient's diagnosis and treatment planning, customer relationship management, organization resources management or fraud  ...  In this article we focus on describing the importance of data mining techniques and systems for healthcare organizations with a focus on developing and implementing telemedicine solution in order to improve  ...  The diversity of data and the multitude of data mining techniques provide various applications for data mining, including in the healthcare organization.  ... 
doi:10.12948/issn14531305/18.1.2014.11 fatcat:epp4ntzqnbb2vawqj6tccq77yu

A Framework for an Efficient Knowledge Mining Technique of Web Page Reorganisation using Splay Tree

Ananthi Sheshasaayee, V. Vidyapriya
2015 Indian Journal of Science and Technology  
Findings: The motive of mining is to find users' access models automatically and quickly from the vast Web log data, like frequently accessed pages and time spent on those pages.  ...  Pre-processed log file data are used for further process of web usage mining.  ...  Conclusion An efficient Web page Mining technique is essential for Reorganize Web Pages in such a way that users can able to access the recently accessed page of the web site with less time delay.  ... 
doi:10.17485/ijst/2015/v8i29/83327 fatcat:h3woplx72rcmzgdnuznhtym4s4

A Novel Method for Preserving Privacy in Big-Data Mining

Nasrin IrshadHussain, Bharadwaj Choudhury, Sandip Rakshit
2014 International Journal of Computer Applications  
There are no any rigid rule which have to be followed by all data-set, so it is efficient for large scale data.In our Accessment method, there are three layer for accessing the data.  ...   Data Mining process- When organization willing to apply data mining on their big data for gaining knowledge, then authorized employee of the organization, take required data from database for mining  ... 
doi:10.5120/18159-9378 fatcat:3a2as6veobbvnihsptirg5gmru

The Delivery of Web Mining in Healthcare System on Cloud Computing

Nidhi Solanki
2013 IOSR Journal of Computer Engineering  
The Cloud Computing deliver many business advantages like computation, data access, storage, Zero install, Reduce business costs, Centralized data, Quick and easy updating and make all these available  ...  Cloud computing provides computation, software, data access, and storage. These services are great innovation in the field of computing.  ...  Web mining helps companies or healthcare organization or hospital to collect and analyze data.  ... 
doi:10.9790/0661-1243741 fatcat:r4tc5uffbfhhhivyxjqn75su4i


2021 Procedia Computer Science  
Please refer to the appropriate pages on the home page for details. There has been a fundamental change in data storage, data organization and data mining as Big Data technology continues to mature.  ...  availability for management, high speed of access, and high performance for analysis.  ...  It has become a research hotspot in the era of Big Data that makes a storage, accessing and mining of massive heterogeneous data.  ... 
doi:10.1016/j.procs.2021.05.046 fatcat:wjjt4m5vl5eu5aeq5elwokitcq

A Study: Web Data Mining Challenges and Application for Information Extraction

T. Sunil kumar
2012 IOSR Journal of Computer Engineering  
In addition to studying a classification of data mining systems, and it's challenging research issues for building data mining tools of the future.  ...  Data mining has attracted a great deal of attention in the information industry and in society as a whole in recent years, due to the wide availability of huge amounts of data and the imminent need for  ...  as a major tool for efficient storage, retrieval, and management of large amounts of data.  ... 
doi:10.9790/0661-0732429 fatcat:5zizdojz3vfe7cfdnkdvhsdnwm

A Study on Log Parser Analysis and Error Detection using Big Data

Dileep. V
2018 International Journal for Research in Applied Science and Engineering Technology  
Valuable information is stored on log data which can be extracted and stored into big data platforms. Prediction and classification can be performed over the log data.  ...  Log examination could be a method for mechanically understanding the important examples from heterogeneous Log information.  ...  When used together, predictive analytics and data mining can make thefuture prediction more efficiently with respect to web access.  ... 
doi:10.22214/ijraset.2018.4264 fatcat:zyqjy6vzm5gqhnurmgjmdgu62u


Bill Card, Len Meier
2007 Journal American Society of Mining and Reclamation  
Digital geospatial data describing past, present, and proposed coal mining operations can provide significant benefits to government agencies, business interests, and the public when planning land use  ...  Information Systems (GIS) among SMCRA organizations; and identifies geospatial activities, policies, standards, and products that will increase the effectiveness and efficiencies of organizations working  ...  For the first time, OSM will have near real-time access to coal mining spatial data accurately describing location, boundaries, spatial extent, and important attributes of significant coal mining features  ... 
doi:10.21000/jasmr07010143 fatcat:nj5hhah7mngqfi5vcsf5wtbbbu

Hybridization of Web Content and Structure Mining (HWCSM) Technique by means of Content Based Ranking Algorithm

Supriya Byreddy, RajaniKanth Aluvalu
2014 IOSR Journal of Computer Engineering  
This information will help in day-to-day business functionality of organization. We can say web mining as the applications of the general data mining techniques to the Web.  ...  In this paper we are proposing an Approach to hybridize web content and web structure mining to improve the performance of web mining.  ...  [20] have proposed an Intelligent Model, which can help organizations to restructure their website so that website structure can be refined and it becomes more efficient and user friendly.  ... 
doi:10.9790/0661-1628134137 fatcat:hp4g5ilc6fcqpnnsfcsmddxdna

Using Branch-Grafted R-trees for Spatial Data Mining [chapter]

Priyanka Dubey, Zhengxin Chen, Yong Shi
2004 Lecture Notes in Computer Science  
We have taken a bottom-up approach in our research: from efficient spatial data structure (i.e., branch-grafted R tree implementation), to efficient data access methods, and finally, to effective spatial  ...  data mining.  ...  Once the spatial data is organized using an efficient data structure such as branch grafted R-tree, data access mechanisms should be developed for further processing.  ... 
doi:10.1007/978-3-540-24685-5_113 fatcat:cavxgmxctjfgrcle64swlpflva

Enhanced Cloud based Model for Healthcare Delivery Organizations in Developing Countries

O. W.Samuel, M. O. Omisore, B. A. Ojokoh, E. J. Atajeromavwo
2013 International Journal of Computer Applications  
Despite its numerous advantages, CC has not been able to provide efficient means of securing medical data and it also lacks adequate data mining tools.  ...  The model also contains a Data Mining/Analysis and Pattern Prediction Engine (DMAPPE) which provides useful information that aids decision making through standard Data Mining techniques.  ...  format which would in turn facilitate efficient mining and analysis of all stored medical data and as well aid the discovery of hidden patterns that are necessary for effective decision making.  ... 
doi:10.5120/12861-9834 fatcat:nftsm4j7bjguvmzvp27tluijxy
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