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A prefetching technique for object-oriented databases
[chapter]
1997
Lecture Notes in Computer Science
We assigned transition probabilities to object relationships and applied the hitting times method to compute page probabilities and the mean time to access a page. ...
Access pattern of object-oriented databases are often complex and usually hard to predict accurately. ...
The main novelty of this work is the synthesis of analysing object relationships and statistical information for predicting page accesses. ...
doi:10.1007/3-540-63263-8_19
fatcat:rwnxln4wrbbglnxq6tpyaatr7u
A Framework to improve the Web Performance using Reorganization, Optimized Prediction and Prefetching
2019
International journal of recent technology and engineering
The entire framework depicts various aspects in improving web access performance which includes website reorganization, webpage prediction and prefetching, optimized way of accessing prediction algorithm ...
This paperelucidates the combination of many ideas to improve web performance and given as a framework. ...
There are many research projects available to analyse the user access pattern for various purpose. ...
doi:10.35940/ijrte.c6332.098319
fatcat:g4q7wlyi6fhzldbq3otbpsmk5a
A Random Indexing Approach for Web User Clustering and Web Prefetching
[chapter]
2012
Lecture Notes in Computer Science
Clustering Web users' access patterns may capture common user interests and, in turn, build user profiles for advanced Web applications, such as Web caching and prefetching. ...
In our approach we utilise the vector space model Random Indexing to identify the latent factors or hidden relationships among Web users' navigational behaviour. ...
Various techniques, including Web Mining approaches [22, 23] , have been utilised for improving the accuracy of predicting user access patterns from Web access logs, making the prefetching of Web objects ...
doi:10.1007/978-3-642-28320-8_4
fatcat:kvwvado73ramnieta45mgslh3m
Web Usage Mining: An Analysis
2013
Journal of Emerging Technologies in Web Intelligence
Various applications of WUM are personalization, prefetching and caching, support to design and E-commerce. Major application of web usage mining is to predict future accesses. ...
Analysing web logs for usage can not only provide important information to websites developers but also help in creating adaptive web sites. ...
WEB USAGE MINING Web usage mining is used to analyse web log files to discover user accessing patterns of web pages [13] . ...
doi:10.4304/jetwi.5.3.240-246
fatcat:rbx3tz2fuzf23dgtr3rtqgtv54
Web user clustering and Web prefetching using Random Indexing with weight functions
2011
Knowledge and Information Systems
The clustering results will be used to predict and prefetch Web requests for grouped users. ...
Clustering Web user access patterns may capture common user interests to a Web site, and in turn, build user profiles for advanced Web applications, such as Web caching and prefetching. ...
Various techniques, including Web Mining approaches [6, 29, 34] , have been utilised for improving the accuracy of predicting user access patterns from Web access logs, making the prefetching of Web objects ...
doi:10.1007/s10115-011-0453-x
fatcat:nihrxlbvmvapnir55fqrm4wgzm
A Personal Assistant for Web Database Caching
[chapter]
2000
Lecture Notes in Computer Science
To improve the performance of web database access for regular users, we have developed a client caching agent, referred to as a personal assistant. ...
In addition to caching strategies based on data characteristics and user specification, the personal assistant dynamically prefetches information based on previously monitored user access patterns. ...
While a user analyses the result of one query, the personal assistant prefetches the predicted next query results. ...
doi:10.1007/3-540-45140-4_6
fatcat:xxsjzy6myfcj5bmpdjzbpiq2ee
Bidirectional Growth Based Mining and Cyclic Behaviour Analysis of Web Sequential Patterns
2013
International Journal of Data Mining & Knowledge Management Process
rules in the form of 2-sequence patterns with Periodicity and threshold of Cyclic Behaviour that can be utilized to effectively prefetch Web pages, thus reducing the users perceived latency. ...
Web sequential patterns are important for analyzing and understanding users behaviour to improve the quality of service offered by the World Wide Web. ...
In the Knowledge Discovery process, the analysed data is transformed into Web prefetching rules and sent to the Prefetching Rule Depository so that they can be used to prefetch and cache Web pages and ...
doi:10.5121/ijdkp.2013.3204
fatcat:4l2ofdk4rjdptlx4s6uicnob5y
Spatial Memory Streaming
2006
SIGARCH Computer Architecture News
We describe Spatial Memory Streaming, a practical on-chip hardware technique that identifies code-correlated spatial access patterns and streams predicted blocks to the primary cache ahead of demand misses ...
We show that memory accesses often exhibit repetitive layouts that span large memory regions (e.g., several kB), and these accesses recur in patterns that are predictable through code-based correlation ...
We have shown that memory accesses in commercial workloads are spatially correlated over large memory regions (e.g., several KB) and that this correlation is repetitive and predictable. ...
doi:10.1145/1150019.1136508
fatcat:fdm7dfccavfbppqys6ydnyvcxa
Caching and prefetching algorithms for programs with looping reference patterns
2005
Computer journal
Special attention is paid to transient program behaviour and the effects of the time necessary for the processor to control the disk activities of page fetch. ...
The analysis is restricted to programs whose execution consists of iteration of a sequence of page accesses. Program activity is characterized in terms of utilization of system resources. ...
The predictive prefetching study pays special attention to the cache miss rate for different cache sizes and page reference times. ...
doi:10.1093/comjnl/bxh140
fatcat:sx4o5wns3fbz5evmmwcatmqzbi
I/O reference behavior of production database workloads and the TPC benchmarks---an analysis at the logical level
2001
ACM Transactions on Database Systems
In particular, we focus on how these workloads respond to different techniques for caching, prefetching, and write buffering. ...
transactions for TPC-D), prefetching (TPC-C exhibits no significant sequentiality), and write buffering (write buffering is less effective for the TPC benchmarks). ...
Finally, the authors would like to recognize Jim Gray and Joseph M. Hellerstein for helpful comments on versions of this paper. ...
doi:10.1145/383734.383737
fatcat:75kyjaq37fhythj37zag7b4zkm
The content and access dynamics of a busy Web site
2000
Computer communication review
We discuss the implications of these ndings for techniques such a s Web caching (including cache consistency algorithms), and prefetching or server-based \push" of Web content. ...
The former considers the content creation and modi cation process while the latter considers page popularity and locality i n c l i e n t accesses. ...
We believe s u c h accesses are very hard to predict. This is because objects that have not been accessed by a certain domain for several days following their creation are considered unpopular. ...
doi:10.1145/347057.347413
fatcat:d7x5wx3marb53atww2t5uidceu
The content and access dynamics of a busy Web site
2000
Proceedings of the conference on Applications, Technologies, Architectures, and Protocols for Computer Communication - SIGCOMM '00
We discuss the implications of these ndings for techniques such a s Web caching (including cache consistency algorithms), and prefetching or server-based \push" of Web content. ...
The former considers the content creation and modi cation process while the latter considers page popularity and locality i n c l i e n t accesses. ...
We believe s u c h accesses are very hard to predict. This is because objects that have not been accessed by a certain domain for several days following their creation are considered unpopular. ...
doi:10.1145/347059.347413
dblp:conf/sigcomm/PadmanabhanQ00
fatcat:datalflvfzc5tpzsuf5uupzrya
Assessing the Feasibility of Web-Request Prediction Models on Mobile Platforms
[article]
2021
arXiv
pre-print
Prefetching web pages is a well-studied solution to reduce network latency by predicting users' future actions based on their past behaviors. ...
To test this hypothesis, we constructed a framework for automatically assessing prediction models, and used it to conduct an extensive empirical study based on over 15 million HTTP requests collected from ...
reqs ← P E.PREDICT(current req.pre) 5 foreach candidate ∈ predicted reqs do 6 if ¬ISCACHED(candidate) then 7 PREFETCH(candidate) Test Engine's objective is to output information needed for evaluating ...
arXiv:2011.04654v2
fatcat:24q6oe5donfj7b5kyj6udfzfua
We present Sprint-a run-time system for optimizing such programs by prefetching and caching data from remote sources in parallel to the execution of the original program. ...
We used Sprint to automatically improve the performance of several real-world Java programs that access remote databases (MySQL, DB2) and web services (Facebook, IBM's Yellow Pages). ...
Acknowledgments We thank Mark Wegman and Nick Mitchell for their inputs during various stages of this work. We also thank the anonymous reviewers for their insightful feedback. ...
doi:10.1145/2048066.2048088
dblp:conf/oopsla/RamanYVY11
fatcat:bg43oh6mjfevtog643bbqpglkm
Sprint
2011
SIGPLAN notices
We present Sprint-a run-time system for optimizing such programs by prefetching and caching data from remote sources in parallel to the execution of the original program. ...
We used Sprint to automatically improve the performance of several real-world Java programs that access remote databases (MySQL, DB2) and web services (Facebook, IBM's Yellow Pages). ...
Acknowledgments We thank Mark Wegman and Nick Mitchell for their inputs during various stages of this work. We also thank the anonymous reviewers for their insightful feedback. ...
doi:10.1145/2076021.2048088
fatcat:z3deajmjvbdjxbayxcvzo3toc4
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