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Negative Selection Algorithm

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The Negative Selection Algorithm is a computational model inspired by the immune system, used in artificial intelligence and machine learning. It involves generating detectors that identify and respond to anomalies or threats by distinguishing between self and non-self patterns, thereby enhancing system robustness and security.
lightbulbAbout this topic
The Negative Selection Algorithm is a computational model inspired by the immune system, used in artificial intelligence and machine learning. It involves generating detectors that identify and respond to anomalies or threats by distinguishing between self and non-self patterns, thereby enhancing system robustness and security.
Current models suggest that (i) filamentous bacteria are protected against predation by nanoflagellates, (ii) prey size is positively correlated with prey-predator contact probability, and (iii) contact probability is mainly responsible... more
Thymic maturation of T cells depends on the intracellular interpretation of αβTCR signals by processes that are poorly understood. In this study, we report that α-catenin/Tcf signaling was activated in double-positive thymocytes in... more
Clonal deletion in the thymus by apoptosis is involved in purging the immune system of self-reactive T lymphocytes (negative selection). Cysteine proteases (caspases) belonging to the CPP32 family are activated during this process. We... more
An immune inspired model that can detect anomalies, even when trained only with normal samples, and can learn from encounters with new anomalies is presented. The model combines a negative selection algorithm and a self-organizing map... more
Background: Mobile elements comprise a large fraction of metazoan genomes. Accumulation of mobile elements is bound to produce multiple putative double-stranded RNA (dsRNA) structures within the transcriptome. These endogenous dsRNA... more
Most network-on-chip (NoC) architectures are based on a mesh-based interconnection structure. In this paper, we present a new NoC architecture, which relies on source synchronous data transfer over a ring. The source synchronous ring data... more
Aquatic mammals (marine and freshwater species) share significant and similar adaptations, enabling them to tolerate hypoxia during regular breath-hold diving. Despite the established importance of HIF1A, a master regulator in the... more
Plant domestication involved a process of selection through human agency of a series of traits collectively termed the domestication syndrome. Current debate concerns the pace at which domesticated plants emerged from cultivated wild... more
Plant domestication involved a process of selection through human agency of a series of traits collectively termed the domestication syndrome. Current debate concerns the pace at which domesticated plants emerged from cultivated wild... more
We have tested whether the thymidine kinase gene of herpes simplex virus 1 (HSV-1 tk) could function as a negative selectable marker in Leishmania major. Several drug resistance markers have been used for positive selection of transfected... more
Exogenous introduction of particle-associated proteins of human cytomegalovirus (HCMV) into the major histocompatibility complex (MHC) class I presentation pathway by subviral dense bodies (DB) is an effective way to sensitize cells... more
This paper presents a load-balancing routing (LBR) algorithm for multi-channel wireless mesh networks (WMNs). The objective of this algorithm is to reduce interference and balance network load among links. The LBR algorithm is composed of... more
We report on two brothers and one maternal cousin with severe mental retardation, microcephaly, short stature, cryp- torchidism, and spastic diplegia. The patients were born to normal and non- consanguineous parents. All other mem- bers... more
Selection of T cells does not end with events in the thymus, but continues in extrathymic tissues and for the life of the organism. In this review, we examine how self-reactive T cells are rendered harmless and the processes that select... more
Proteins encoded by highly expressed genes evolve more slowly. This correlation is thought to arise owing to purifying selection against toxicity of misfolded proteins (that should be more crucial for highly expressed genes). It is now... more
Proteins encoded by highly expressed genes evolve more slowly. This correlation is thought to arise owing to purifying selection against toxicity of misfolded proteins (that should be more crucial for highly expressed genes). It is now... more
Background: False occurrences of functional motifs in protein sequences can be considered as random events due solely to the sequence composition of a proteome. Here we use a numerical approach to investigate the random appearance of... more
Protection against the universe of pathogens requires a functional, diverse T cell repertoire. However, the price that is paid for an evolved, effective immune system includes the potential danger of generating autoaggressive T cells.... more
The immune system has evolved sophisticate mechanisms controlling the development of responses to dangerous antigens while avoiding unnecessary attacks to innocuous, commensal or self antigens. The risk of autoimmunity is continuously... more
One of the most difficult tasks in the whole KDD process is to choose the right data mining technique, as the commercial software tools provide more and more possibilities together and the decision requires more and more expertise on the... more
Cryopreservation of PBSC for allo-SCT offers potential advantages; however, its impact on engraftment and outcomes remains unclear. A total of 76 allo-SCT performed using cryopreserved PBSC from HLA identical related (n=57) and unrelated... more
Evidence for natural selection, positive or negative, on gene encoding antigens may indicate variation or functional constraints that are immunologically relevant. Most malaria surface antigens with high genetic diversity have been... more
Naked mole-rats (NMRs) are best known for their extreme longevity and cancer resistance, suggesting that their immune system might have evolved to facilitate these phenotypes. Natural killer (NK) and T cells have evolved to detect and... more
The Omicron variant of SARS-CoV-2, which is a cause of concern, has various mutations in its spike protein. This protein is responsible for both viral infection and immunity. We have analyzed a particular sub-lineage of Omicron,... more
Multi-domain proteins form the majority of proteins in eukaryotes. During their formation by tandem duplication or gene fusion, new interactions between domains may arise as a result of the structurally-forced proximity of domains. The... more
Knowledge sharing between various components of a system is a prerequisite for a successful knowledge management system. A knowledge sharing model includes providing knowledge workers with the knowledge, experiences and insights which... more
Identifying the best machine learning algorithm for a given problem continues to be an active area of research. In this paper we present a new method which exploits both meta-level information acquired in past experiments and active... more
This paper presents new measures, based on the induced decision tree, to characterise datasets for meta-learning in order to select appropriate learning algorithms. The main idea is to capture the characteristics of dataset from the... more
Objective: To examine the frequency and phenotype of Th17 cells in the peripheral blood of early RA (eRA) patients. Methods: CD4+ T cells were isolated from the peripheral blood of 33 eRA patients, 20 established RA patients and 53... more
Gene duplication may be an important mechanism for the evolution of new functions and for the adaptive modulation of gene expression via dosage effects. Here, we analyzed the fate of gene duplicates for two strains of a novel group of... more
Essential genes constitute the core of genes which cannot be mutated too much nor lost along the evolutionary history of a species. Natural selection is expected to be stricter on essential genes and on conserved (highly shared) genes,... more
This paper investigates the sorting of more productive workers into denser cities using administrative data for Spain that follow individuals continuously throughout their working lives. Migrants who move to denser cities are positively... more
In independent mammalian lineages where females mate with multiple males (multi-male mating strategies), males have evolved larger testicles relative to those lineages where females mate with fewer males (single-male mating strategies).... more
SummaryThe modern response to pandemics, critical for effective public health measures, is shaped by the availability and integration of diverse epidemiological outbreak data. Genomic surveillance has come to the forefront during the... more
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