193 research outputs found
Kernel Random Projection Depth for Outlier Detection
This paper proposes an extension of Random Projection Depth (RPD) to cope
with multiple modalities and non-convexity on data clouds. In the framework of
the proposed method, the RPD is computed in a reproducing kernel Hilbert space.
With the help of kernel principal component analysis, we expect that the
proposed method can cope with the above multiple modalities and non-convexity.
The experimental results demonstrate that the proposed method outperforms RPD
and is comparable to other existing detection models on benchmark datasets
regarding Area Under the Curves (AUCs) of Receiver Operating Characteristic
(ROC).Comment: submitted to APSIPA ASC 202
ガウス過程状態空間モデルによる非線形な準周期的現象の予測
Open House, ISM in Tachikawa, 2015.6.19統計数理研究所オープンハウス(立川)、H27.6.19ポスター発
A Meta-Analysis of the Short- And Long-Term Results of Randomized Controlled Trials That Compared Laparoscopy-Assisted and Open Colectomy for Colon Cancer
Purpose: We conducted a meta-analysis to evaluate and compare the short- and long-term results of laparoscopy-assisted colectomy (LAC) and open colectomy (OC) for colon cancer
画像認識のための正規化プロセスを含んだ統計モデル
Open House, ISM in Tachikawa, 2014.6.13統計数理研究所オープンハウス(立川)、H26.6.13ポスター発
High-throughput screening with the Eimeria tenella CDC2-related kinase2/cyclin complex EtCRK2/EtCYC3a
The poultry disease coccidiosis, caused by infection with Eimeria spp. apicomplexan parasites, is responsible for enormous economic losses to the global poultry industry. The rapid increase of resistance to therapeutic agents, as well as the expense of vaccination with live attenuated vaccines, requires the development of new effective treatments for coccidiosis. Because of their key regulatory function in the eukaryotic cell cycle, cyclin-dependent kinases (CDKs) are prominent drug targets. The Eimeria tenella CDC2-related kinase 2 (EtCRK2) is a validated drug target that can be activated in vitro by the CDK activator XlRINGO (Xenopus laevis rapid inducer of G2/M progression in oocytes). Bioinformatics analyses revealed four putative E. tenella cyclins (EtCYCs) that are closely related to cyclins found in the human apicomplexan parasite Plasmodium falciparum. EtCYC3a was cloned, expressed in Escherichia coli and purified in a complex with EtCRK2. Using the non-radioactive time-resolved fluorescence energy transfer (TR-FRET) assay, we demonstrated the ability of EtCYC3a to activate EtCRK2 as shown previously for XlRINGO. The EtCRK2/EtCYC3a complex was used for a combined in vitro and in silico high-throughput screening approach, which resulted in three lead structures, a naphthoquinone, an 8-hydroxyquinoline and a 2-pyrimidinyl-aminopiperidine-propane-2-ol. This constitutes a promising starting point for the subsequent lead optimization phase and the development of novel anticoccidial drugs
Refined WaveNet Vocoder for Variational Autoencoder Based Voice Conversion
This paper presents a refinement framework of WaveNet vocoders for
variational autoencoder (VAE) based voice conversion (VC), which reduces the
quality distortion caused by the mismatch between the training data and testing
data. Conventional WaveNet vocoders are trained with natural acoustic features
but conditioned on the converted features in the conversion stage for VC, and
such a mismatch often causes significant quality and similarity degradation. In
this work, we take advantage of the particular structure of VAEs to refine
WaveNet vocoders with the self-reconstructed features generated by VAE, which
are of similar characteristics with the converted features while having the
same temporal structure with the target natural features. We analyze these
features and show that the self-reconstructed features are similar to the
converted features. Objective and subjective experimental results demonstrate
the effectiveness of our proposed framework.Comment: 5 pages, 7 figures, 1 table. Accepted to EUSIPCO 201
Neonatal Intrahepatic Cholestasis Caused by Citrin Deficiency in Korean Infants
Citrin is a liver-type mitochondrial aspartate-glutamate carrier encoded by the SLC25A13 gene, and its deficiency causes adult-onset type II citrullinemia and neonatal intrahepatic cholestasis caused by citrin deficiency (NICCD). Here, the authors investigated clinical findings in Korean infants with NICCD and performed mutation analysis on the SLC25A13 gene. Of 47 patients with neonatal cholestasis, three infants had multiple aminoacidemia (involving citrulline, methionine, and arginine) and galactosemia, and thus were diagnosed as having NICCD. Two of these three showed failure to thrive. The laboratory findings showed hypoproteinemia and hyperammonemia, and liver biopsies revealed micro-macrovesicular fatty liver and cholestasis. The three patients each harbored compound heterozygous 1,638-1,660 dup/ S225X mutation, compound heterozygous 851del4/S225X mutation, and heterozygous 1,638-1,660 dup mutation, respectively. With nutritional manipulation, liver functions were normalized and catch-up growth was achieved. NICCD should be considered in the differential diagnosis of cholestatic jaundice in Korean infants
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