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
140

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
100
False Starts in Athletics: Are they truly fair?
Avatar for Kevin Brosnan significantstats
0
90
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
90
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
58

Other Decks in Research

See All in Research
Vision and LanguageからのEmbodied AIとAI for Science
Avatar for Yoshitaka Ushiku yushiku
PRO
1
530
GPUを利用したStein Particle Filterによる点群6自由度モンテカルロSLAM
Avatar for TakumiNakao takuminakao
0
250
Cross-Media Information Spaces and Architectures
Avatar for Beat Signer signer
PRO
0
240
RHO-1: Not All Tokens Are What You Need
Avatar for Sansan R&D sansan_randd
1
170
Type Theory as a Formal Basis of Natural Language Semantics
Avatar for Daiki Matsuoka daikimatsuoka
1
290
能動適応的実験計画
Avatar for MasaKat0 masakat0
2
810
SSII2025 [SS2] 横浜DeNAベイスターズの躍進を支えたAIプロダクト
Avatar for 画像センシングシンポジウム ssii
PRO
7
4k
大規模な2値整数計画問題に対する 効率的な重み付き局所探索法
Avatar for MIKIO KUBO mickey_kubo
1
360
MetaEarth: A Generative Foundation Model for Global-Scale Remote Sensing Image Generation
Avatar for SatAI.challenge satai
4
190
20250605_新交通システム推進議連_熊本都市圏「車1割削減、渋滞半減、公共交通2倍」から考える地方都市交通政策
Avatar for Traffic Brain trafficbrain
0
760
EcoWikiRS: Learning Ecological Representation of Satellite Images from Weak Supervision with Species Observation and Wikipedia
Avatar for SatAI.challenge satai
3
120
SSII2025 [TS2] リモートセンシング画像処理の最前線
Avatar for 画像センシングシンポジウム ssii
PRO
7
3.1k

Featured

See All Featured
Easily Structure & Communicate Ideas using Wireframe
Avatar for Afnizar Nur Ghifari afnizarnur
194
16k
For a Future-Friendly Web
Avatar for Brad Frost brad_frost
180
9.9k
Code Reviewing Like a Champion
Avatar for maltzj maltzj
525
40k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
Avatar for Michelle Schulp Hunt marktimemedia
31
2.5k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
Avatar for Eileen M. Uchitelle eileencodes
139
34k
The MySQL Ecosystem @ GitHub 2015
Avatar for Sam Lambert samlambert
251
13k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
Avatar for Vitaly Friedman smashingmag
252
21k
Into the Great Unknown - MozCon
Avatar for Noah Learner thekraken
40
2k
StorybookのUI Testing Handbookを読んだ
Avatar for Shingo Yamazaki zakiyama
31
6.1k
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
Avatar for panda_program panda_program
111
20k
Building Applications with DynamoDB
Avatar for Matt Wood mza
96
6.6k
Done Done
Avatar for chrislema chrislema
185
16k

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 ?