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A Novel Multivariate Discretization Algorithm Using Dynamic Programming
(Fen Bilimleri Enstitüsü, 2023-01)
Discretization is the task of converting quantitative (continuous) numerical data into qualitative (categorical) by assigning them into non-overlapping intervals. It is an important step in reducing the complexity of data ...
Explaining Artificial Neural Networks With Decision Tree Ensembles
(Fen Bilimleri Enstitüsü, 2023)
With the development of efficient algorithms, artificial intelligence (AI) applications have become ubiquitous in almost every aspect of our lives. They have even started to be used in critical areas such as defense industry, ...
Multimodal Machine Comprehension of How-to Instructions with Images and Text
(Fen Bilimleri Enstitüsü, 2023)
In the blink of an eye, we understand what we are looking at. Most of our brain is organized to process the visual information we receive; thus, replicating human intelligence requires a complete understanding of human ...
Dynamic Fusion Networks For Predicting Saliency in Videos
(Fen Bilimleri Enstitüsü, 2023)
Saliency estimation methods aim to model the human visual attention mechanisms which help to process the most relevant regions in a scene. In other words, the saliency estimation methods' goal is to develop a computational ...
A Novel Communicatıon Protocol Design For Internet Of Flying Things
(Fen Bilimleri Enstitüsü, 2023)
In this thesis a new communication protocol, Message Queuing Telemetry Transport Extended (MQTT-XT) is proposed for the Internet of Flying Things (IoFT) network. The main objective of the proposed protocol is to enable ...
Multi-Objective Approach for Intrusion Detection in RPL-Based Internet of Things
(Fen Bilimleri Enstitüsü, 2023)
In the last decade, humanity has witnessed a tremendous increase in the number of life-saving applications such as smart home or automated industrial systems. This is mainly due to recent advances in resource-constrained ...
Flight Maneuver Classification Using Artificial Neural Networks
(Fen Bilimleri Enstitüsü, 2023)
There are globally known basic flight maneuvers performed by fighter and aerobatics pilots
with agile aircraft. These basic flight maneuvers have strict rules that the pilots should
follow to complete the maneuver and ...
Developing A Turkish Sentiment Lexicon Using Tone Distributions
(Fen Bilimleri Enstitüsü, 2022)
With the developing technology and increasing use of the internet, many sources of data have been exposed to researchers. Analysis and extraction of meaningful information from this data is a research topic under the field ...
Tales of Turbulence: BERT-Based Multimodal Analysis of FED Communication Dynamics Amidst COVID-19 through FOMC Minutes
(Fen Bilimleri Enstitüsü, 2023-09)
Although communication of the central banks with the market was still quite limited at the end of the 20th century, and the authorities had agreed that policymakers should hold a more secretive attitude, this situation ...
Artificial Intelligence Applications in Early Diagnosis of Sepsis Disease
(Fen Bilimleri Enstitüsü, 2023)
Sepsis is a major cause of death in intensive care units worldwide. Early diagnosis and
treatment are crucial for improving patient survival and reducing organ dysfunction.
Combining sepsis research and computer science ...