Advancements in intrusion detection: A lightweight hybrid RNN-RF model.

Computer networks face vulnerability to numerous attacks, which pose significant threats to our data security and the freedom of communication. This paper introduces a novel intrusion detection technique that diverges from traditional methods by leveraging Recurrent Neural Networks (RNNs) for both data preprocessing and feature extraction. The proposed process is based on the following steps: (1) training the data using RNNs, (2) extracting features from their hidden layers, and (3) applying various classification algorithms.

Customer Analysis Using Machine Learning-Based Classification Algorithms for Effective Segmentation Using Recency, Frequency, Monetary, and Time.

Customer segmentation has been a hot topic for decades, and the competition among businesses makes it more challenging. The recently introduced Recency, Frequency, Monetary, and Time (RFMT) model used an agglomerative algorithm for segmentation and a dendrogram for clustering, which solved the problem. However, there is still room for a single algorithm to analyze the data's characteristics.

Vertical or horizontal scalp mobility: What to assess.

Background: Scalp is comprised of five layers namely skin, connective tissue, aponeurosis, loose areolar tissue, and periosteum, each having distinct characteristics. The scalp mobility plays an important role in scalp wound closure. Thus, the estimation of scalp mobility is necessary to obtain a tension-free closure and fine scar in hair restoration surgery.

The first comprehensive classification of hair transection: A step forward.

There has been an increase in the hair transplant surgeries especially FUE all over the world during last two decades. The more the number of grafts being harvested result in increase in transection. Unfortunately, there is no classification dealing with the hair transection.

Pain perception of a new Ahmad-Humayun solution for local anesthesia in hair transplantation: One step ahead.

Background: Local anesthetic is one of the major ways to obtain satisfactory anesthesia in majority of plastic surgical procedures.

Objectives: To compare the effect on pain while injecting buffered vs nonbuffered local anesthetic.

Materials And Methods: The single-blind, split-scalp study was conducted in 25 patients undergoing first hair transplant surgery after informed consent and ethics committee approval using two solutions.