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
はじまりの クエスチョンブック —余暇と豊かさにあふれた社会とは？
Avatar for 立ち止まれる社会 culturaltransition
PRO
0
420
svc-hook: hooking system calls on ARM64 by binary rewriting
Avatar for Akira Moroo retrage
2
250
「AIとWhyを深堀る」をAIと深堀る
Avatar for なつ iflection
0
380
AIを叩き台として、 「検証」から「共創」へと進化するリサーチ
Avatar for めーら/Miki mela_dayo
0
260
FUSE-RSVLM: Feature Fusion Vision-Language Model for Remote Sensing
Avatar for SatAI.challenge satai
3
710
Sequences of Logits Reveal the Low Rank Structure of Language Models
Avatar for SansanTech sansantech
PRO
1
240
[チュートリアル] 電波マップ構築入門 ：研究動向と課題設定の勘所
Avatar for Koya SATO k_sato
0
420
typst の使い方：言語学を研究する学生のために
Avatar for Tomoya gitomochang
0
410
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
280
英語教育 “研究” のあり方：学術知とアウトリーチの緊張関係
Avatar for TerasawaT terasawat
1
950
量子コンピュータの紹介
Avatar for OQTOPUS oqtopus
0
300
老舗ものづくり企業でリサーチが変革を起こすまで - 三菱重工DXの実践
Avatar for kazu skydats
0
150

Featured

See All Featured
Navigating Weather and Climate Data
Avatar for Ryan Abernathey rabernat
0
190
Balancing Empowerment & Direction
Avatar for Lara Hogan lara
6
1.1k
Writing Fast Ruby
Avatar for Erik Berlin sferik
630
63k
How to optimise 3,500 product descriptions for ecommerce in one day using ChatGPT
Avatar for Katarina Dahlin katarinadahlin
PRO
1
3.6k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
Avatar for Tammy Everts tammyeverts
55
3.3k
Let's Do A Bunch of Simple Stuff to Make Websites Faster
Avatar for Chris Coyier chriscoyier
508
140k
WCS-LA-2024
Avatar for Leonardo Collado-Torres lcolladotor
0
590
Max Prin - Stacking Signals: How International SEO Comes Together (And Falls Apart)
Avatar for Tech SEO Connect techseoconnect
PRO
0
160
Bootstrapping a Software Product
Avatar for Garrett Dimon garrettdimon
PRO
307
120k
Deep Space Network (abreviated)
Avatar for Tony Rice tonyrice
0
140
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
122
21k
The Director’s Chair: Orchestrating AI for Truly Effective Learning
Avatar for Mike Taylor tmiket
1
170

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 ?