Upgrade to PRO for Only $50/Year—Limited-Time Offer! 🔥

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
91
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
60

Other Decks in Research

See All in Research
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
100
VectorLLM: Human-like Extraction of Structured Building Contours via Multimodal LLMs
Avatar for SatAI.challenge satai
4
490
データサイエンティストをめぐる環境の違い2025年版〈一般ビジネスパーソン調査の国際比較〉
Avatar for The Japan DataScientist Society datascientistsociety
PRO
0
220
論文紹介：Safety Alignment Should be Made More Than Just a Few Tokens Deep
Avatar for Kazutoshi Shinoda kazutoshishinoda
0
140
生成AI による論文執筆サポート・ワークショップ ─ サーベイ／リサーチクエスチョン編 / Workshop on AI-Assisted Paper Writing Support: Survey/Research Question Edition
Avatar for Kenji Saito ks91
PRO
0
120
さまざまなAgent FrameworkとAIエージェントの評価
Avatar for Kento.Yamada ymd65536
1
350
Combining Deep Learning and Street View Imagery to Map Smallholder Crop Types
Avatar for SatAI.challenge satai
3
260
令和最新技術で伝統掲示板を再構築: HonoX で作る型安全なスレッドフロート型掲示板 / かろっく@calloc134 - Hono Conference 2025
Avatar for calloc134 calloc134
0
440
snlp2025_prevent_llm_spikes
Avatar for Sho Takase takase
0
420
[Devfest Incheon 2025] 모두를 위한 친절한 언어모델(LLM) 학습 가이드
Avatar for Beomi beomi
2
880
高畑鬼界ヶ島と重文・称名寺本薬師如来像の来歴を追って/kikaigashima
Avatar for Code for History kochizufan
0
100
SREのためのテレメトリー技術の探究 / Telemetry for SRE
Avatar for Yuuki Tsubouchi (yuuk1) yuukit
13
2.4k

Featured

See All Featured
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
121
20k
Optimizing for Happiness
Avatar for Tom Preston-Werner mojombo
379
70k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
Avatar for Tammy Everts tammyeverts
55
3.1k
JavaScript: Past, Present, and Future - NDC Porto 2020
Avatar for David Neal reverentgeek
52
5.7k
Save Time (by Creating Custom Rails Generators)
Avatar for Garrett Dimon garrettdimon
PRO
32
1.8k
Designing for humans not robots
Avatar for Tammie Lister tammielis
254
26k
BBQ
Avatar for Matthew Crist matthewcrist
89
9.9k
Leading Effective Engineering Teams in the AI Era
Avatar for Addy Osmani addyosmani
8
1.3k
Agile that works and the tools we love
Avatar for Rasmus Luckow-Nielsen rasmusluckow
331
21k
Imperfection Machines: The Place of Print at Facebook
Avatar for Scott Boms scottboms
269
13k
Balancing Empowerment & Direction
Avatar for Lara Hogan lara
5
790
ピンチをチャンスに：未来をつくるプロダクトロードマップ #pmconf2020
Avatar for Aki / @LoveIdahoBurger aki_iinuma
128
54k

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 ?