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相关论文: Mondrian Processes for Flow Cytometry Analysis

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Flow cytometry mainly used for detecting the characteristics of a number of biochemical substances based on the expression of specific markers in cells. It is particularly useful for detecting membrane surface receptors, antigens, ions, or…

机器学习 · 计算机科学 2023-03-17 Yanhua Xu

Flow cytometry is a powerful quantitative assay supporting high-throughput collection of single-cell data with a high dynamic range. For flow cytometry to yield reproducible data with a quantitative relationship to the underlying biology,…

定量方法 · 定量生物学 2023-05-16 Jacob Beal

Flow cytometry is a widespread single-cell measurement technology with a multitude of clinical and research applications. Interpretation of flow cytometry data is hard; the instrumentation is delicate and can not render absolute…

应用统计 · 统计学 2015-02-16 Jonas Wallin , Kerstin Johnsson , Magnus Fontes

Ocean microbes are critical to both ocean ecosystems and the global climate. Flow cytometry, which measures cell optical properties in fluid samples, is routinely used in oceanographic research. Despite decades of accumulated data,…

统计方法学 · 统计学 2025-04-17 Sangwon Hyun , Tim Coleman , Francois Ribalet , Jacob Bien

Data obtained from Flow Cytometry present pronounced variability due to biological and technical reasons. Biological variability is a well-known phenomenon produced by measurements on different individuals, with different characteristics…

Flow cytometry is a technique that measures multiple fluorescence and light scatter-associated parameters from individual cells as they flow a single file through an excitation light source. These cells are labeled with antibodies to detect…

Advancements in cytometry technologies have led to a remarkable increase in the number of markers that can be analyzed simultaneously, presenting significant challenges in data analysis. Traditional approaches, such as dimensional reduction…

定量方法 · 定量生物学 2025-07-01 Masahiro Ono

Phytoplankton are microscopic algae responsible for roughly half of the world's photosynthesis that play a critical role in global carbon cycles and oxygen production, and measuring the abundance of their subtypes across a wide range of…

统计方法学 · 统计学 2025-10-08 Farhad de Sousa , François Ribalet , Jacob Bien

Flow cytometry is a technology that rapidly measures antigen-based markers associated to cells in a cell population. Although analysis of flow cytometry data has traditionally considered one or two markers at a time, there has been…

应用统计 · 统计学 2010-03-30 Gyemin Lee , William Finn , Clayton Scott

Cytometry enables precise single-cell phenotyping within heterogeneous populations. These cell types are traditionally annotated via manual gating, but this method suffers from a lack of reproducibility and sensitivity to batch-effect.…

Flow cytometry (FC) is a single-cell profiling platform for measuring the phenotypes of individual cells from millions of cells in biological samples. FC employs high-throughput technologies and generates high-dimensional data, and hence…

定量方法 · 定量生物学 2015-01-16 Ariful Azad

Circulating blood cell clusters (CCCs) containing red blood cells (RBCs), white blood cells(WBCs), and platelets are significant biomarkers linked to conditions like thrombosis, infection, and inflammation. Flow cytometry, paired with…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Suqiang Ma , Subhadeep Sengupta , Yao Lee , Beikang Gu , Xianyan Chen , Xianqiao Wang , Yang Liu , Mengjia Xu , Galit H. Frydman , He Li

The automated analysis of flow cytometry measurements is an active research field. We introduce a new algorithm, referred to as CytOpT, using regularized optimal transport to directly estimate the different cell population proportions from…

应用统计 · 统计学 2022-07-01 Paul Freulon , Jérémie Bigot , Boris P. Hejblum

The ocean is filled with phytoplankton that contribute as much photosynthesis as all land plants combined, making them vital to the carbon cycle and climate system. Recent advances in flow cytometry allow oceanographers to measure the…

统计方法学 · 统计学 2026-03-09 Yik Lun Kei , Qi Wang , Paul Parker , Francois Ribalet , Sangwon Hyun

Cytology is the branch of pathology which deals with the microscopic examination of cells for diagnosis of carcinoma or inflammatory conditions. Automation in cytology started in the early 1950s with the aim to reduce manual efforts in…

图像与视频处理 · 电气工程与系统科学 2020-03-18 Shyamali Mitra , Nibaran Das , Soumyajyoti Dey , Sukanta Chakrabarty , Mita Nasipuri , Mrinal Kanti Naskar

Flow cytometry is a cornerstone technique in medical and biological research, providing crucial information about cell size and granularity through forward scatter (FSC) and side scatter (SSC) signals. Despite its widespread use, the…

光学 · 物理学 2024-08-29 Jaepil Jo , Herve Hugonnet , Mahn Jae Lee , YongKeun Park

Stochastic processes are a flexible and widely used family of models for statistical modeling. While stochastic processes offer attractive properties such as inclusion of uncertainty properties, their inference is typically intractable,…

统计方法学 · 统计学 2026-02-10 Teemu Härkönen , Simo Särkkä

Flow cytometry is a valuable technique that measures the optical properties of particles at a single-cell resolution. When deployed in the ocean, flow cytometry allows oceanographers to study different types of photosynthetic microbes…

统计方法学 · 统计学 2026-04-02 Ethan Pawl , François Ribalet , Paul A. Parker , Sangwon Hyun

Grading of cancer is important to know the extent of its spread. Prior to grading, segmentation of glandular structures is important. Manual segmentation is a time consuming process and is subject to observer bias. Hence, an automated…

计算机视觉与模式识别 · 计算机科学 2017-08-16 Rohith AP , Salman S. Khan , Kumar Anubhav , Angshuman Paul

In immunology studies, flow cytometry is a commonly used multivariate single-cell assay. One key goal in flow cytometry analysis is to pinpoint the immune cells responsive to certain stimuli. Statistically, this problem can be translated…

统计方法学 · 统计学 2021-03-29 John Pura , Xuechan Li , Cliburn Chan , Jichun Xie
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