> Abstract > > : Phishing email assaults have been a prevalent cybercriminal tactic for many decades. Various detectors have been suggested over time that rely on textual information. However, to address the growing prevalence of phishing emails, more sophisticated techniques are required to use all aspects of emails to improve the detection capabilities of machine learning classifiers. This paper presents a novel approach to detecting phishing emails. The proposed methodology combines ensemble learning techniques with various variables, such as word frequency, the presence of specific keywords or phrases, and email length, to improve detection accuracy. We provide two approaches for the planned task; The first technique employs ensemble learning soft voting, while the second employs weighted ensemble learning. Both strategies use distinct machine learning algorithms to concurrently process the characteristics, reducing their complexity and enhancing the model’s performance. An extensive assessment and analysis are conducted, considering unique criteria designed to minimize biased and inaccurate findings. Our empirical experiments demonstrates that using ensemble learning to merge attributes in the evolution of phishing emails showcases the competitive performance of ensemble learning over other machine learning algorithms. This superiority is underscored by achieving an F1-score of 0.90 in the weighted ensemble method and 0.85 in the soft voting method, showcasing the effectiveness of this approach.

Lol!

They basically changed nothing.

I hope their investors see through their shit.

Date: 10.09.2024

> MetaGer, the privacy-focused search engine of the non-profit association SUMA-EV, will no longer exist in its familiar form. It will still be possible to use the token-financed service. Nothing will change for members and users who use MetaGer with a key. However, it is the ad-financed search that has ensured the main part of the revenue and thus the operation and further development. Unfortunately, this “normal” search is no longer possible as of today. This is just as dramatic as it sounds: it is no longer possible for SUMA-EV to continue to employ staff. All employees are being made redundant, as are the offices.

> 'G/O Media’s management is once again punishing workers for its own bad decisions'

> A new division within Oklahoma Human Services will serve as a connecting point between state government, religious institutions and nonprofits.

> The Office of Faith-Based and Community Initiatives will link state agencies and their clients with organizations and houses of worship willing to offer services and volunteers.