Weighted Fisher Discriminant Analysis in the Input and Feature Spaces

Fisher Discriminant Analysis (FDA) is a subspace learning method which minimizes and maximizes the intra- and inter-class scatters of data, respectively. Although, in FDA, all the pairs of classes are treated the same way, some classes are closer than the others. Weighted FDA assigns weights to the pairs of classes to address this shortcoming of FDA. In this paper, we propose a cosine-weighted FDA as well as an automatically weighted FDA in which weights are found automatically. We also propose a weighted FDA in the feature space to establish a weighted kernel FDA for both existing and newly proposed weights. Our experiments on the ORL face recognition dataset show the effectiveness of the proposed weighting schemes.Comment: Accepted (to appear) in International Conference on Image Analysis and Recognition (ICIAR) 2020, Springe

Neutrophils in infectious diseases

Host defense to intracellular pathogens depends upon both innate and adaptive cell-mediated immune responses. Polymorphonuclear neutrophil leukocytes which belong to the innate immune system are the first cells that are recruited massively within hours of microbial infection. Neutrophils are the main players in the killing of microorganisms and recently new methods of killing including nets formation have been described. Neutrophils mediate tissue damage at infected sites. By promoting tissue injury neutrophils contribute to the initiation of inflammation, which is now recognized as an essential step in launching immunity. The importance of neutrophils as decision shaper in the development of an immune response is only emerging as they have long been considered by immunologists as short lived, non-dividing cells, of poor interest. Now, neutrophils are emerging as key components of the inflammatory response, and are shown to have immunoregulatory roles in microbial infections. In addition, neutrophils were also reported to contribute to the recruitment and activation of antigen presenting cells. Thus early interactions between neutrophils and surrounding cells may influence the development/resolution of both inflammatory lesion and pathogen-specific immune response. The impact of neutrophils on cells present at the site of infection are only beginning to be studied and deserves more attention.In this e-book the reader will find updated information about the role of neutrophils in the pathogenesis of 1) bacterial diseases including sepsis, mycobacteria and Chlamydia infections, and of 2) parasitic diseases including leishmaniasis and toxoplasmosis. The role of neutrophils in the protection against microorganisms has largely been underestimated and, until recently, their role was mostly thought to limited to a "kill and die" response. New neutrophil mode of killing, such as their release of extracellular traps to kill extracellular bacterial pathogens, together with several microbial strategies designed to escape NETs are presented in Chapter 1. We will emphasize standard and advanced light microscopy techniques that allowed major advances in the understanding of neutrophil biology, through the visualization of the interaction of selected pathogens with neutrophils in living animals (Chapter 2).The aim of this e-book is to provide an overview of the recent advances made in the field of neutrophil biology. It will provide a basis for understanding future development that will occur in this area, and provide the reader with a short overview of some of the exciting new directions in which neutrophil research is moving