Upgrade to Pro — share decks privately, control downloads, hide ads and more …

A Markov Random Fields Approach to the Gating o...

Sponsored · Your Podcast. Everywhere. Effortlessly. Share. Educate. Inspire. Entertain. You do you. We'll handle the rest. →
Avatar for Kevin Brosnan Kevin Brosnan
September 08, 2016
Research
150
0

A Markov Random Fields Approach to the Gating of Flow Cytometry Data

Royal Statistical Society Conference Prize winning session

Avatar for Kevin Brosnan

Kevin Brosnan

September 08, 2016

More Decks by Kevin Brosnan

See All by Kevin Brosnan
Automated Gating for Flow Cytometry
Avatar for Kevin Brosnan significantstats
0
210
False Starts in Athletics: Are they truly fair?
Avatar for Kevin Brosnan significantstats
0
110
False Starts in Athletics: Are they truly fair?
Avatar for Kevin Brosnan significantstats
0
110
False Start Detection in Elite Athletics
Avatar for Kevin Brosnan significantstats
0
140
A Markov Random Fields Approach to the Gating of Flow Cytometry Data
Avatar for Kevin Brosnan significantstats
0
150
Challenges for tertiary level mathematics tutors
Avatar for Kevin Brosnan significantstats
0
100
Elite Athletics: Is the false start disqualification rule appropriate?
Avatar for Kevin Brosnan significantstats
0
130
Quantile Regression
Avatar for Kevin Brosnan significantstats
0
160
Forward Modelling of UK Gas Prices
Avatar for Kevin Brosnan significantstats
0
62

Other Decks in Research

See All in Research
typst の使い方：言語学を研究する学生のために
Avatar for Tomoya gitomochang
0
510
AY 2026 Guide to Academic Writing Using Generative AI - Workshop
Avatar for Kenji Saito ks91
PRO
0
130
RS-Agent: Automating Remote Sensing Tasks through Intelligent Agent
Avatar for SatAI.challenge satai
3
370
さくらインターネット研究所テックトーク2026春、研究開発Gr.25年度成果26年度方針
Avatar for KIKUCHI Shunsuke kikuzo
0
160
【中間報告】国会議員の立法・政策実務を支える環境を巡る現状と課題
Avatar for 株式会社PoliPoli/PoliPoli.Inc polipoli
0
300
通時的な類似度行列に基づく単語の意味変化の分析
Avatar for hajime kiyama rudorudo11
0
330
Sequences of Logits Reveal the Low Rank Structure of Language Models
Avatar for SansanTech sansantech
PRO
1
280
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
Avatar for Shunsuke KITADA shunk031
4
1.1k
コーディングエージェントとABNを再考
Avatar for Hironobu Fujiyoshi hf149
2
760
敵対生成プロンプト同時探索による内省型プロンプト最適化
Avatar for Kotaro Inoue kinoue_smarthr
0
300
2026年3月1日（日）福島「除染土」の公共利用をかんがえる
Avatar for Masano Atsuko atsukomasano2026
0
660
羽田新ルート運用6年の検証
Avatar for マン点 1manken
0
170

Featured

See All Featured
Measuring Dark Social's Impact On Conversion and Attribution
Avatar for Stephen Akadiri stephenakadiri
2
230
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
Avatar for Michelle Schulp Hunt marktimemedia
31
2.8k
Done Done
Avatar for chrislema chrislema
186
16k
The browser strikes back
Avatar for Jono Alderson jonoalderson
0
1.4k
Digital Projects Gone Horribly Wrong (And the UX Pros Who Still Save the Day) - Dean Schuster
Avatar for UX Y'all uxyall
1
1.9k
Everyday Curiosity
Avatar for Cassini Nazir cassininazir
0
250
The Director’s Chair: Orchestrating AI for Truly Effective Learning
Avatar for Mike Taylor tmiket
1
210
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
Avatar for Mine Cetinkaya-Rundel minecr
1
310
Heart Work Chapter 1 - Part 1
Avatar for Lake Fama lfama
PRO
8
36k
Unlocking the hidden potential of vector embeddings in international SEO
Avatar for Frank van Dijk frankvandijk
0
870
Learning to Love Humans: Emotional Interface Design
Avatar for Aarron Walter aarron
275
41k
The Illustrated Guide to Node.js - THAT Conference 2024
Avatar for David Neal reverentgeek
1
410

Transcript

  1. A U T O M A T E D G

    A T I N G O F F L O W C Y T O M E T R Y D A T A V I A M A R K O V R A N D O M F I E L D S K e v i n B r o s n a n , U n i v e r s i t y o f L i m e r i c k

  2. P R E S E N T A T I

    O N O U T L I N E Flow Cytometry Existing methods Markov Random Fields Cluster Identification Results Further Work

  3. F L O W C Y T O M E

    T R Y …

  4. W h a t i s f l o w

    c y t o m e t r y ? Flow Cyto metry

  5. D a t a S t o r a g

    e …

  6. F l o w C y t o m e

    t r y D a t a …

  7. E X I S T I N G M E

    T H O D S …

  8. I n d u s t r y S t

    a n d a r d … Expert 2 Expert 1

  9. M o d e l B a s e d

    C l u s t e r i n g …

  10. t - d i s t r i b u

    t i o n M i x t u r e s …

  11. M A R K O V R A N D

    O M F I E L D S …
  12. None

  13. I D E N T I F Y I N

    G C L U S T E R S …

  14. Connected Components Labelling…

  15. R E S U L T S …

  16. Original Segmentation Probability Map Area Area Granularity

  17. F U R T H E R W O R

    K …
  18. None

  19. T H A N K S F O R L

    I S T E N I N G ! A N Y Q U E S T I O N S ?