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They say the 20th century explorers were astronauts. The 21st century explorers might be data scientists using unsupervised learning methods to explore big data. In this episode, we learn Alex and computers have a love-hate relationship with authority, Will struggles to introduce his space sound, and Malena tells us she has enough coffee tables.
Astrobites
astrobites.org/2017/09/21
astrobites.org/2020/09/12
Space Sound + Reference
merl.com/demos/deep-clustering
ieeexplore.ieee.org/document/7471631
Today we get to talk about everyone’s favorite problem: too much data and too little time! It’s not yet Halloween, but today’s spooky episode is full of GHOSTs and ASSASNs. Alex shares his recent work applying random forests to create a supernatural catalog and predictor of supernova types, and Will describes a tremendous classification effort to automatically sort variable stars.
Alex’s GHOST website + paper:
ghost.ncsa.illinois.edu
https://arxiv.org/abs/2008.09630
Astrobites:
astrobites.org/2020/01/30
This episode takes us into dark notions and oscillating questions! Malena spices rocks that orbit remote places and Will covers his dwarfs with tenderness and instability.
Okay, so none of this is true. But we used machine learning to generate this text! Episode 21 is the first in our three part series covering machine learning methods in astronomy. First up? Neural networks!
https://astrobites.org/2019/04/02/
https://astrobites.org/2020/01/02/
Space sound: https://openai.com/blog/jukebox/
Why are power laws so ubiquitous in nature? And how can they teach us about space? In today’s episode, we dive into some classic research results to understand the properties of objects at all scales and sizes. Malena has her head in the (molecular) clouds, Will gets a little peculiar, and Alex takes pulsars for a spin.
astrobites.org/2012/11/18
astrobites.org/2016/06/30
astrobites.org/2017/04/11
Space sound: youtube.com/watch?v=WJ9Go1PnAVA
Power laws derivation: http://www-personal.umich.edu/~mejn/courses/2006/cmplxsys899/powerlaws.pdf
Is there extraterrestrial life? Are they on giant glowing planets? Do they listen to Bach? We explore three papers in the field of astrobiology that take concrete, experimental steps toward an answer. "Everything not forbidden is compulsory,” so we speculate wildly about first contact.
astrobites.org/2020/03/12
astrobites.org/2019/08/27
astrobites.org/2020/04/06
Space sound: youtube.com/watch?v=qTpCD2Xvh_s
Cinder lake crater fields: youtube.com/watch?time_continue=2&v=FVkBaaOBejc&feature=emb_title
We venture far beyond the local universe, outside our subfields, and back in time to look at galaxies when they just formed for the first time. In doing so, we learn Malena’s beagle was a good boy, Alex has a soft spot for dropouts, and Will’s doppelganger is a more prolific publisher.
Astrobites:
astrobites.org/2020/05/16
astrobites.org/2020/05/02
astrobites.org/2020/02/05
Space Sound: Prof. Alicia Margarita Soderberg
scholar.harvard.edu/asoderberg/supernova-sonification
What does it mean to be a successful astronomer? In our second Beyond episode, we delve into the notion of personal and professional success in the field, and revisit the constant expectation to "publish or perish".
Astrobites:
astrobites.org/2017/10/27
astrobites.org/2016/12/16
astrobites.org/2018/08/17
astrobites.org/2020/06/19
Other links:
https://www.insidehighered.com/news/2020/04/21/early-journal-submission-data-suggest-covid-19-tanking-womens-research-productivity
https://www.nytimes.com/2020/05/06/upshot/pandemic-chores-homeschooling-gender.html
Space Sound:
https://youtu.be/yT50Q_Zbf3s
Water, Earth, Fire, Air. Long ago, we thought these substances were the building blocks for everything except Space. Today we know better. In this episode, we scour the furthest reaches of the Cosmos for the Elementals. Will goes with the flow, Malena keeps us grounded, and NASA Intern Ashley Walker and Alex take us over the (Titan) rainbow.
Ashley Walker: @That_Astro_Chic
https://astrobites.org/2018/07/18
https://astrobites.org/2017/06/01/
Space Sound: https://www.youtube.com/watch?v=F7PX51IeMbU
#BlackInAstro
Little rocks rock! We learn from Will and PhD student Tim Holt that home is where the collision is, from Alex that Pluto is cold-hearted, and from Malena that rocks that orbit together, stay together.
astrobites.org/2020/05/13
astrobites.org/2020/02/14
astrobites.org/2019/07/01
Euler Diagram: wikipedia.org/wiki/Minor_planet
Space Sound: ESA
We begin with a statement of solidarity with the Black community. We are working with Astrobites to better elevate Black voices in STEM. #blackinastro #blm
This Memorial Day weekend, we're dusting off the baby photos! We discuss how these snapshots of planets, galaxy clusters, and even the Universe itself can help us to understand where we came from and how the Universe evolved.
Astrobites:
astrobites.org/2019/07/26
astrobites.org/2018/10/30
astrobites.org/2016/11/28
Space Sound: youtube.com/watch?time_continue=160&v=IzeJq3CbiZM&feature=emb_title
CMB Sound: youtube.com/watch?v=2WuIWyxZ1D4
Music: Joel Ong
Logo: Joanna Ramasawmy
** After recording, we found another paper demonstrating that brown dwarf disks may, indeed, be common! https://arxiv.org/abs/1606.06448
From the publisher's feed