Social media has emerged as a new platform for individuals to express their thoughts and emotions through various posts. Among these expressions, suicidal ideation is occasionally found, which requires immediate responses. This study focuses on the text classification that containing suicidal ideation. The method used in this research is the Bidirectional Long Short-Term Memory (Bi-LSTM) as the…
Prediction is a process of estimating events that will occur in the future. In this research, software will be developed to predict Toyota car sales using the Long Short-Term Memory (LSTM) method, which is an improvement of the Recurrent Neural Network (RNN) method, to address the vanishing gradient problem when processing long-term sequential data. The data used in this study amounts to 149 da…
YouTube is one of the most popular online video-watching platforms on the internet. Bullying on social media, including on the YouTube platform, is a serious issue that can have negative impacts on mental health and individual well-being. This research aims to address this problem by developing a comment classification model using the Long Short-Term Memory method to identify bullying comments …
The Kaggle platform, known as a hub for data and analytics competitions, provides a comprehensive dataset encompassing a range of comments, including toxic ones. Poisonous comments, often containing abusive, disrespectful, and demeaning language, impact the psychological well-being of individuals, particularly in the context of mental health. The presence of these comments on social media poses…
Sentiment analysis is a computational study of human opinions, sentiments, emotions, and behavior toward entities or attributes expressed through written text. Sentiment analysis plays a significant role for companies and organizations because public opinion about their products and services is valuable for business strategy and evaluation. This research developed a system to classify product r…
This book introduces readers to the latest advances in sensing technology for a broad range of non-volatile memories (NVMs). Challenges across the memory technologies are highlighted and their solutions in mature technology are discussed, enabling innovation of sensing technologies for future NVMs. Coverage includes sensing techniques ranging from well-established NVMs such as hard disk, flash,…
This book investigates the fascinating concept of a continuum between human memory and memory of materials. The first part provides state-of-the-art information on shape memory alloys and outlines a brief history of memory from the ancient Greeks to the present day, describing phenomenological, philosophical, and technical approaches such as neuroscience. Then, using a wealth of anecdotes, data…
SQL Injection is an attack technique by entering malicious SQL commands (queries) and can manipulate command logic to gain access to databases and other sensitive information. The main aim of this attack is to exploit the victim's database to reveal personal information about web applications such as passwords, usernames, secret keys and so on. There are two objectives in this study, among othe…
Botnet attacks have become a major threat on the internet in recent years. Because a botnet is a collection of programs in which there is malware, both of which are connected to each other within the scope of the internet network, which can communicate with a collection of similar malware bot programs to do work that is detrimental and targets the intended victim. There are three objectives in …
Permainan Othello merupakan salah satu aplikasi sistem kecerdasan buatan. Permainan ini terdiri dari satu orang pemain dan sistem yang telah dirancang berperilaku seperti seorang manusia sebagai lawannya. Permainan ini dimainkan diatas papan persegi yang terdiri dari 8 baris dan 8 kolom, setiap pemain memiliki koin yang berbeda warna (hitam dan putih). Untuk mendukung kecerdasan buatan pada per…