FedTriNet: A Pseudo Labeling Method with Three Players for Federated Semi-supervised Learning

In order to solve the problem of insufficient labeled samples in modulation recognition, this paper proposes a few-shot modulation recognition algorithm based on pseudo-label semi-supervised learning (pseudo-label algorithm). First of all, high quality artificial feature, excellent classifier and data-labeling method are used to build efficient pseudo label system, and then the pseudo label system is combined with signal classification method based on the deep learning to realize the modulation classification under the condition of a small number of labeled samples and a large number of unlabeled samples. The simulation results show that the pseudo-label algorithm can improve the model recognition performance by 5%-10% when the six kinds of digital signals are classified and identified and its SNR is greater than 5 dB. At the same time, the algorithm has a simple network design and is of great application value.

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Effective Korean sentiment labeling method using word embedding and semi-supervised learning

Journal of Korean institute of intelligent systems ◽

10.5391/jkiis.2018.28.2.185 ◽

2018 ◽

Vol 28 (2) ◽

pp. 185-191

Author(s):

Sung Soo Park ◽

Kun Chang Lee

Keyword(s):

Supervised Learning ◽

Word Embedding ◽

Labeling Method

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Involvement of nucleus in the maturation of dengue-2 virus in C6/36 cells

Proceedings, annual meeting, Electron Microscopy Society of America ◽

10.1017/s0424820100162120 ◽

1990 ◽

Vol 48 (3) ◽

pp. 912-913

Author(s):

Jaang J. Wang ◽

Cheng C. Chen ◽

Men F. Shaio ◽

Chia T. Liu ◽

Chung S. Lee ◽

...

Keyword(s):

Culture Medium ◽

Cytopathic Effect ◽

Fetal Bovine Serum ◽

Virus Particles ◽

Electron Microscopies ◽

Embedding Technique ◽

Fetal Bovine ◽

Flat Embedding ◽

20 Nm ◽

Labeling Method

The involvement of nucleus in the maturation processes of Dengue-2 virus in a mosquito cell line, C6/36 cells, has been identified by the electron microscopy and immunocytochemistry. The C6/36 cells were obtained from ATCC and maintained in MEM culture medium containing 10% fetal bovine serum at 28°C. The cell suspensions or cells grown on teflon-coated coverslips were infected with Dengue-2 virus (107/ml) for various time periods of 2 hours, 3, 6, 8, and 10 days. The cells were then fixed in buffered 1.5% glutaraldehyde, and washed in acetone before immunolabeled with monoclonal antibody. An indirect immunocytochemical labeling method of avidin-biotin complex (ABC) conjugated with peroxidase or gold particles (20 nm in diameter) and a flat embedding technique were used to localize the virus particles.At early stages of infections (before 3 days), there were no virion particles detected. After 6 days and on of infections, cytopathic effect (CPE) was observed and showed positive immuno-peroxidase reactions under the light and electron microscopies.

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In Vitro and in Vivo Comparison of Binding of 99m-Tc-Iabeled Anti-CEA MAb F33-104 with 99m-Tc-labeled Anti-CEA MAb BW431/26

Nuklearmedizin ◽

10.1055/s-0038-1632202 ◽

1999 ◽

Vol 38 (04) ◽

pp. 115-119

Author(s):

N. Oriuchi ◽

S. Sugiyama ◽

M. Kuroki ◽

Y. Matsuoka ◽

S. Tanada ◽

...

Keyword(s):

Nude Mice ◽

Binding Capacity ◽

Colon Adenocarcinoma ◽

Human Colon ◽

Cell Binding ◽

Vitro Binding ◽

Labeling Method ◽

Human Colon Adenocarcinoma

Summary Aim: The purpose of this study was to assess the potential for radioimmunodetection (RAID) of murine anti-carcinoembryonic antigen (CEA) monoclonal antibody (MAb) F33-104 labeled with technetium-99m (99m-Tc) by a reduction-mediated labeling method. Methods: The binding capacity of 99m-Tc-labeled anti-CEA MAb F33-104 with CEA by means of in vitro procedures such as immunoradiometric assay and cell binding assay and the biodistribution of 99m-Tc-labeled anti-CEA MAb F33-104 in normal nude mice and nude mice bearing human colon adenocarcinoma LS180 tumor were investigated and compared with 99m-Tc-labeled anti-CEA MAb BW431/26. Results: The in vitro binding rate of 99m-Tc-labeled anti-CEA MAb F33-104 with CEA in solution and attached to the cell membrane was significantly higher than 99m-Tclabeled anti-CEA MAb BW431/261 (31.4 ± 0.95% vs. 11.9 ± 0.55% at 100 ng/mL of soluble CEA, 83.5 ± 2.84% vs. 54.0 ± 2.54% at 107 of LS 180 cells). In vivo, accumulation of 99m-Tc-labeled anti-CEA MAb F33-104 was higher at 18 h postinjection than 99m-Tc-labeled anti-CEA MAb BW431/26 (20.1 ± 3.50% ID/g vs. 14.4 ± 3.30% ID/g). 99m-Tcactivity in the kidneys of nude mice bearing tumor was higher at 18 h postinjection than at 3 h (12.8 ± 2.10% ID/g vs. 8.01 ± 2.40% ID/g of 99m-Tc-labeled anti-CEA MAb F33-104, 10.7 ± 1.70% ID/g vs. 8.10 ± 1.75% ID/g of 99m-Tc-labeled anti-CEA MAb BW431/26). Conclusion: 99m-Tc-labeled anti-CEA MAb F33-104 is a potential novel agent for RAID of recurrent colorectal cancer.

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