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Improving Webpage Access Predictions Based on Sequence Prediction and PageRank Algorithm

Aim/Purpose: In this article, we provide a better solution to Webpage access prediction. In particularly, our core proposed approach is to increase accuracy and efficiency by reducing the sequence space with integration of PageRank into CPT+. Background: The problem of predicting the next page on a web site has become significant because of the non-stop growth of Internet in terms of the volume of contents and the mass of users. The webpage prediction is complex because we should consider multiple kinds of information such as the webpage name, the contents of the webpage, the user profile, the time between webpage visits, differences among users, and the time spent on a page or on each part of the page. Therefore, webpage access prediction draws substantial effort of the web mining research community in order to obtain valuable information and improve user experience as well. Methodology: CPT+ is a complex prediction algorithm that dramatically offers more accurate predictions than other state-of-the-art models. The integration of the importance of every particular page on a website (i.e., the PageRank) regarding to its associations with other pages into CPT+ model can improve the performance of the existing model. Contribution: In this paper, we propose an approach to reduce prediction space while improving accuracy through combining CPT+ and PageRank algorithms. Experimental results on several real datasets indicate the space reduced by up to between 15% and 30%. As a result, the run-time is quicker. Furthermore, the prediction accuracy is improved. It is convenient that researchers go on using CPT+ to predict Webpage access. Findings: Our experimental results indicate that PageRank algorithm is a good solution to improve CPT+ prediction. An amount of though approximately 15 % to 30% of redundant data is removed from datasets while improving the accuracy. Recommendations for Practitioners: The result of the article could be used in developing relevant applications such as Webpage and product recommendation systems. Recommendation for Researchers: The paper provides a prediction model that integrates CPT+ and PageRank algorithms to tackle the problem of complexity and accuracy. The model has been experimented against several real datasets in order to show its performance. Impact on Society: Given an improving model to predict Webpage access using in several fields such as e-learning, product recommendation, link prediction, and user behavior prediction, the society can enjoy a better experience and more efficient environment while surfing the Web. Future Research: We intend to further improve the accuracy of webpage access prediction by using the combination of CPT+ and other algorithms.




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Protecting workers from wildfire smoke: Washington L&I launches webpage

Tumwater, WA — A new webpage from the Washington State Department of Labor & Industries is intended to help employers protect workers – both indoors and out – from the adverse effects of wildfire smoke.




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OSHA adds State Plan whistleblower info to webpage

Washington — OSHA has added two series of FAQs to its State Plan whistleblower information website.




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OSHA launches webpage on using leading indicators

Washington — OSHA has created a webpage aimed at helping employers use leading indicators – tracking workplace conditions and events to prevent injuries and illnesses before they occur – to improve their safety and health programs, the agency announced Aug. 9 via Twitter.




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OSHA updates hazcom webpage

Washington – OSHA has updated its hazard communication webpage to include easier access to topics on the agency’s revised standard.




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OSHA launches webpage on HAZWOPER

Washington – OSHA has created a webpage intended to help workers and employers involved with the agency’s Hazardous Waste Operations and Emergency Response Standard (1910.120) for construction and general industry.




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OSHA revamps bird flu webpage

Washington — OSHA recently announced an update of its webpage on avian influenza.




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OSHA launches webpage on radiation emergency preparedness and response

Washington — OSHA has created a webpage intended to educate workers about how to protect themselves in radiation-related situations ranging from a small, isolated spill in a laboratory to a potentially catastrophic release at a nuclear facility.




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Newly updated: Substance use disorder webpage for federal workers and contractors

Washington — The Office of Federal Contract Compliance Programs has updated its online hub of information and resources on substance use disorder and recovery.




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Mental health in the workplace: Washington L&I launches webpage

Tumwater, WA — A new webpage offers resources for fostering mental wellness in the workplace and supporting workers who have a diagnosed mental illness.




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Columbia Surgery Prof Fake Data Update . . . (yes, he’s still being promoted on the university webpage)

Someone pointed me to this news article with the delightful url, https://www.nytimes.com/2024/10/16/science/sam-yoon-columbia-cancer-surgeon-5-more-retractions.html: Columbia Cancer Surgeon Notches 5 More Retractions for Suspicious Data The chief of a cancer surgery division at Columbia University this week had five research articles retracted and … Continue reading




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Printer friendly webpages

All webpages on this website have been customized to be 'printer friendly' by eliminating certain non-essential texts and graphics when you print any webpages on paper ...




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Making Webpages Talk with the Listen to Page Feature on iOS

In this episode, Thomas Domville explores the ‘Listen to Page’ feature on iOS 17. This feature allows your device to read aloud the content of a webpage, making it an excellent tool for multitaskers who want to consume text content while on the move.

To use the feature, ensure that your device is updated to iOS 17 and launch Safari. Visit the desired webpage and locate the Page Settings icon at the bottom left of the webpage. Tap it and select ‘Listen to Page’ to start the narration. To pause, tap the Page Settings icon again and choose ‘Pause Listening’. When you’re ready to continue, tap the Page Settings icon and select ‘Resume Listening’.

Please note that ‘Listen to Page’ may not support webpages with interactive features or minimal text. However, if a webpage supports Reader mode, it’s likely to support ‘Listen to Page’ as well. The feature remembers where you left off, so you can resume listening from the same spot. You can also customize the voice of the spoken audio in your iOS settings at any time.




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Are Social Media Share Buttons Needed on Every Webpage?

Having the availability to share your content is always a plus, especially if it brings value to the reader. There are other reasons as well. Some will bookmark or share a site for purpose of just liking you or for the option to go back to it at a later time and date. They maybe […]




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Access to Amazon, AWS, etc. webpages fails




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The 15th anniversary of the entry into force of the Cartagena Protocol on Biosafety, 11 September 2018, webpage is now available




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Convert Almost Any Webpage Into RSS Feed With Inoreader’s Web Feeds

So, you wanted to follow this nice website for new content, but it doesn’t have an RSS feed yet? Don’t…