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

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

Avatar for Kevin Brosnan Kevin Brosnan
September 08, 2016
Research
0
150

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
Tweet

More Decks by Kevin Brosnan

See All by Kevin Brosnan
Automated Gating for Flow Cytometry
Avatar for Kevin Brosnan significantstats
0
200
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
98
False Start Detection in Elite Athletics
Avatar for Kevin Brosnan significantstats
0
130
A Markov Random Fields Approach to the Gating of Flow Cytometry Data
Avatar for Kevin Brosnan significantstats
0
140
Challenges for tertiary level mathematics tutors
Avatar for Kevin Brosnan significantstats
0
93
Elite Athletics: Is the false start disqualification rule appropriate?
Avatar for Kevin Brosnan significantstats
0
130
Quantile Regression
Avatar for Kevin Brosnan significantstats
0
150
Forward Modelling of UK Gas Prices
Avatar for Kevin Brosnan significantstats
0
61

Other Decks in Research

See All in Research
Attaques quantiques sur Bitcoin : comment se protéger ?
Avatar for Renaud Lifchitz rlifchitz
0
130
競合や要望に流されない─B2B SaaSでミニマム要件を決めるリアルな取り組み / Don't be swayed by competitors or requests - A real effort to determine minimum requirements for B2B SaaS
Avatar for 株式会社カミナシ kaminashi
0
470
Thirty Years of Progress in Speech Synthesis: A Personal Perspective on the Past, Present, and Future
Avatar for Keiichi Tokuda ktokuda
0
150
LLM-jp-3 and beyond: Training Large Language Models
Avatar for Yusuke Oda odashi
1
750
AlphaEarth Foundations: An embedding field model for accurate and efficient global mapping from sparse label data
Avatar for SatAI.challenge satai
3
690
2025-11-21-DA-10th-satellite
Avatar for Yuka Egusa yegusa
0
100
Collective Predictive Coding and World Models in LLMs: A System 0/1/2/3 Perspective on Hierarchical Physical AI (IEEE SII 2026 Plenary Talk)
Avatar for Tadahiro Taniguchi tanichu
1
130
SREはサイバネティクスの夢をみるか？ / Do SREs Dream of Cybernetics?
Avatar for Yuuki Tsubouchi (yuuk1) yuukit
3
310
地域丸ごとデイサービス「Go トレ」の紹介
Avatar for SMARTふくしラボ smartfukushilab1
0
780
Agentic AI フレームワーク戦略白書 (2025年度版）
Avatar for MIKIO KUBO mickey_kubo
1
110
若手研究者が国際会議（例えばIROS）でワークショップを企画するメリットと成功法！
Avatar for Tadahiro Taniguchi tanichu
0
130
Earth AI: Unlocking Geospatial Insights with Foundation Models and Cross-Modal Reasoning
Avatar for SatAI.challenge satai
2
300

Featured

See All Featured
Bridging the Design Gap: How Collaborative Modelling removes blockers to flow between stakeholders and teams @FastFlow conf
Avatar for Kenny Baas-Schwegler baasie
0
420
Rebuilding a faster, lazier Slack
Avatar for samanthasiow samanthasiow
85
9.3k
Thoughts on Productivity
Avatar for Jon Yablonski jonyablonski
73
5k
Imperfection Machines: The Place of Print at Facebook
Avatar for Scott Boms scottboms
269
13k
A designer walks into a library…
Avatar for Paul Jervis Heath pauljervisheath
210
24k
GraphQLとの向き合い方2022年版
Avatar for Yosuke Kurami quramy
50
14k
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
Avatar for David Carrasco davidcarrasco
0
41
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
Avatar for Eileen M. Uchitelle eileencodes
141
34k
Digital Ethics as a Driver of Design Innovation
Avatar for Per Axbom axbom
PRO
0
140
Darren the Foodie - Storyboard
Avatar for Kevinho.art khoart
PRO
1
2.1k
Docker and Python
Avatar for Tania Allard trallard
47
3.7k
Building an army of robots
Avatar for Kyle Neath kneath
306
46k

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 ?