[Abstract] Traditionally, machine learning methods have used a single learning model to solve a particular problem. However, the idea of combining multiple models instead of a single one to solve a problem has its rationale ...

[Abstract] The recent surge in data available has spawned a new and promising age of machine learning. Success cases of machine learning are arriving at an increasing rate as some algorithms are able to leverage immense ...

[Abstract] Sleep disorders a ect a signi cant part of our population causing problems that go from daytime sleepiness to severe, life-threatening conditions. Fortunately, physicians can diagnose them and propose a treatment ...

[Abstract] Diabetic Macular Edema (DME) is one of the most important complications of diabetes and a leading cause of preventable blindness in the developed countries. Among the di erent image modalities, Optical Coherence ...

[Abstract] In this dissertation, we study two approaches to overcome the challenges posed by processing user-generated non-standard multilingual text content as it is found on the Web nowadays. Firstly, we present a ...

[Abstract] Information retrieval addresses the information needs of users by delivering relevant pieces of information but requires users to convey their information needs explicitly. In contrast, recommender systems ...