Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Rewinder
Search
Adrian Price-Whelan
October 30, 2014
Science
0
91
Rewinder
Presented at the Gaia Challenge 2 at the MPIA in Heidelberg.
Adrian Price-Whelan
October 30, 2014
Tweet
Share
More Decks by Adrian Price-Whelan
See All by Adrian Price-Whelan
the Astropy project - Flatware
adrn
1
240
the dynamic Milky Way in the Gaia era
adrn
1
210
The Astropy Project
adrn
1
120
Git and version control
adrn
1
120
Chaos and stellar streams
adrn
1
180
Software testing
adrn
0
210
Local Group Astrostatistics
adrn
1
99
100% Outer Space
adrn
1
160
SMHASH telecon 03/2015
adrn
0
100
Other Decks in Science
See All in Science
ド文系だった私が、 KaggleのNCAAコンペでソロ金取れるまで
wakamatsu_takumu
2
1.8k
データから見る勝敗の法則 / The principle of victory discovered by science (open lecture in NSSU)
konakalab
1
260
Accelerating operator Sinkhorn iteration with overrelaxation
tasusu
0
140
データベース12: 正規化(2/2) - データ従属性に基づく正規化
trycycle
PRO
0
1.1k
白金鉱業Vol.21【初学者向け発表枠】身近な例から学ぶ数理最適化の基礎 / Learning the Basics of Mathematical Optimization Through Everyday Examples
brainpadpr
1
500
(メタ)科学コミュニケーターからみたAI for Scienceの同床異夢
rmaruy
0
150
蔵本モデルが解き明かす同期と相転移の秘密 〜拍手のリズムはなぜ揃うのか?〜
syotasasaki593876
1
170
Distributional Regression
tackyas
0
250
データベース03: 関係データモデル
trycycle
PRO
1
320
Text-to-SQLの既存の評価指標を問い直す
gotalab555
1
150
検索と推論タスクに関する論文の紹介
ynakano
1
110
先端因果推論特別研究チームの研究構想と 人間とAIが協働する自律因果探索の展望
sshimizu2006
3
650
Featured
See All Featured
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
25
1.7k
Navigating the moral maze — ethical principles for Al-driven product design
skipperchong
1
210
Navigating the Design Leadership Dip - Product Design Week Design Leaders+ Conference 2024
apolaine
0
130
Digital Ethics as a Driver of Design Innovation
axbom
PRO
0
130
技術選定の審美眼(2025年版) / Understanding the Spiral of Technologies 2025 edition
twada
PRO
115
97k
Principles of Awesome APIs and How to Build Them.
keavy
127
17k
Reality Check: Gamification 10 Years Later
codingconduct
0
2k
Let's Do A Bunch of Simple Stuff to Make Websites Faster
chriscoyier
508
140k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
46
2.6k
Done Done
chrislema
186
16k
VelocityConf: Rendering Performance Case Studies
addyosmani
333
24k
Design in an AI World
tapps
0
100
Transcript
REWINDER Adrian Price-Whelan (Columbia University) Kathryn Johnston, David Hogg, Sarah
Pearson, Andreas Küpper, Allyson Sheffield
Internal dynamics / disruption Underlying potential Streams encode info. about:
How to “fit” stream data? Need a generative model!
GRAVITY Progenitor Lagrange points
Stars Progenitor
Present Past Rewinder
None
Stripped star Progenitor
(Star orbit) - (Progenitor orbit)
x1 = ri · ˆ r prog ( t )
L prog (t), r prog (t), x3 = ri · ˆ L prog ( t ) x2 = ri · ˆ x2
Instantaneous orbital plane
Normalized by tidal radius
None
Incorrect potential
✓ The disruption is simple?
✓ At the (unknown) unbinding time for each star…
“The Pal 5 Challenge” with 4 stars: 3 leading arm
1 trailing arm
None
Previously… Price-Whelan et al. (2014) Nparams / 6Nstars Bug: Computationally
can only use a few stars Feature: We can infer the potential with a few stars!
Price-Whelan et al. (2014)
Now Use importance sampling to marginalize over “true” phase-space positions
of the stars Only params. of marginal likelihood are potential params., progenitor position, nuisance params. Price-Whelan et al. (in prep.)
Price-Whelan et al. (in prep.)
SMHASH Spitzer Merger History And Shape of the Halo RR
Lyrae stars: intrinsic 2% scatter in P-L relation in IR Johnston, Madore, Majewski, Besla, Bono, Clementini, Cioni, Cohen, Freedman, Grillmair, Kallivayalil, Kollmeier, Law, Marengo, Mondon, Nidever, Pietrzynski, Persson, Price-Whelan, Rich, Scowcroft, Seibert, Smith, Sesar, Soszynski, Thompson, Udalski, van der Marel (Madore & Freedman 2012) (+ Spitzer Cycle 9 work)
SMHASH Debris targets: ~30 stars in Orphan stream ~100 stars
in Sagittarius (Sgr) stream 2 Sgr globular clusters 20 Sgr core fields
None