Abstract-Outlier mining is a major task in data analysis. Outliers are objects that highly deviate from regular objects in their local neighborhood. Density-based outlier ranking methods score each object based on its degree of deviation. In many applications, these ranking methods degenerate to random listings due to low contrast between outliers and regular objects. Outliers do not show up in the scattered full space, they are hidden in multiple high contrast subspace projections of the data. Measuring the contrast of such subspaces for outlier rankings is an open research challenge.In this work, we propose a novel subspace search method that selects high contrast subspaces for density-based outlier ranking. It is designed as pre-processing step to outlier ranking algorithms. It searches for high contrast subspaces with a significant amount of conditional dependence among the subspace dimensions. With our approach, we propose a first measure for the contrast of subspaces. Thus, we enhance the quality of traditional outlier rankings by computing outlier scores in high contrast projections only. The evaluation on real and synthetic data shows that our approach outperforms traditional dimensionality reduction techniques, naive random projections as well as state-of-the-art subspace search techniques and provides enhanced quality for outlier ranking.

The vacuole is the main cellular storage pool, where sucrose (Suc) accumulates to high concentrations. While a limited number of vacuolar membrane proteins, such as V-type H 1 -ATPases and H 1 -pyrophosphatases, are well characterized, the majority of vacuolar transporters are still unidentified, among them the transporter(s) responsible for vacuolar Suc uptake and release. In search of novel tonoplast transporters, we used a proteomic approach, analyzing the tonoplast fraction of highly purified mesophyll vacuoles of the crop plant barley (Hordeum vulgare). We identified 101 proteins, including 88 vacuolar and putative vacuolar proteins. The Suc transporter (SUT) HvSUT2 was discovered among the 40 vacuolar proteins, which were previously not reported in Arabidopsis (Arabidopsis thaliana) vacuolar proteomic studies. To confirm the tonoplast localization of this Suc transporter, we constructed and expressed green fluorescent protein (GFP) fusion proteins with HvSUT2 and its closest Arabidopsis homolog, AtSUT4. Transient expression of HvSUT2-GFP and AtSUT4-GFP in Arabidopsis leaves and onion (Allium cepa) epidermal cells resulted in green fluorescence at the tonoplast, indicating that these Suc transporters are indeed located at the vacuolar membrane. Using a microcapillary, we selected mesophyll protoplasts from a leaf protoplast preparation and demonstrated unequivocally that, in contrast to the companion cell-specific AtSUC2, HvSUT2 and AtSUT4 are expressed in mesophyll protoplasts, suggesting that HvSUT2 and AtSUT4 are involved in transport and vacuolar storage of photosynthetically derived Suc.In mature plant cells, the central vacuole occupies 80% to 90% of the cell volume. Vacuoles contain a large number of hydrolytic and biosynthetic enzymes, inorganic ions, soluble carbohydrates, organic acids, amino acids, secondary compounds, and modified xenobiotics (Maeshima, 2001;Martinoia et al., 2002). Based on the potential toxicity of many of these compounds, Matile (1984) suggested that the distance between life and death is 7.5 nm, the thickness of the vacuolar membrane. Plants have only a limited capacity to excrete potentially toxic compounds; therefore, the term internal excretion has also been used (Martinoia et al., 1993) to indicate that, for some classes of compounds, the vacuolar membrane mimics the function and contains homolog transporters of the liver plasma membrane (Kreuz et al., 1996). However, the function of the vacuole is not restricted to the storage of potentially toxic compounds. For optimal function of the metabolic pathways, the concentration of metabolites and ions has to be tightly regulated in the cytoplasm. Metabolites produced in excess are transported into the vacuole, which serves as a temporary storage pool, and released to the cytoplasm when required for metabolism.Increasing evidence shows that impaired vacuolar deposition or retrieval affects plant metabolism. Catala et al. (2003) showed that the vacuolar calcium-proton exchanger CAX1 is induced during cold treatment and is invo...

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