EPJ Special Topics (EPJ ST)

Open Access

Editorial

Measure or infer? Role of modeling and machine learning in modern astronomy p. 2173

Snehanshu Saha and Nithin Nagaraj

Published online: 07 September 2021

DOI: 10.1140/epjs/s11734-021-00275-x

Regular Article

Membership of stars in open clusters using random forest with gaia data p. 2177

Md Mahmudunnobe, Priya Hasan, Mudasir Raja and S. N. Hasan

Published online: 08 July 2021

DOI: 10.1140/epjs/s11734-021-00205-x

Regular Article

Approximate analytical description of the high latitude extinction p. 2193

Alexei Nekrasov, Kirill Grishin, Dana Kovaleva and Oleg Malkov

Published online: 07 July 2021

DOI: 10.1140/epjs/s11734-021-00210-0

Regular Article

Quantifying the classification of exoplanets: in search for the right habitability metric p. 2207

Margarita Safonova, Archana Mathur, Suryoday Basak, Kakoli Bora and Surbhi Agrawal

Published online: 08 July 2021

DOI: 10.1140/epjs/s11734-021-00211-z

Regular Article

Habitability classification of exoplanets: a machine learning insight p. 2221

Suryoday Basak, Archana Mathur, Abhijit Jeremiel Theophilus, Gouri Deshpande and Jayant Murthy

Published online: 21 July 2021

DOI: 10.1140/epjs/s11734-021-00203-z

Regular Article

Statistical Analysis of Complex Computer Models in Astronomy p. 2253

Joshua Lukemire, Qian Xiao, Abhyuday Mandal and Weng Kee Wong

Published online: 09 August 2021

DOI: 10.1140/epjs/s11734-021-00204-y

Regular Article

Expert habitat: a colonization conjecture for exoplanetary habitability via penalized multi-objective optimization-based candidate validation p. 2265

Luckyson Khaidem, Snehanshu Saha, Saibal Kar, Archana Mathur and Sriparna Saha

Published online: 09 July 2021

DOI: 10.1140/epjs/s11734-021-00208-8

Review

Deep learning in astronomy: a tutorial perspective p. 2285

Saroj K. Meher and Ganapati Panda

Published online: 13 July 2021

DOI: 10.1140/epjs/s11734-021-00207-9

Review

Multi-objective optimization techniques: a survey of the state-of-the-art and applications - Multi-objective optimization techniques p. 2319

Naveen Saini and Sriparna Saha

Published online: 01 September 2021

DOI: 10.1140/epjs/s11734-021-00206-w

Review

A tutorial on applications of power watershed optimization to image processing p. 2337

Sravan Danda, Aditya Challa, B. S. Daya Sagar and Laurent Najman

Published online: 02 September 2021

DOI: 10.1140/epjs/s11734-021-00264-0

Review

Beginning with machine learning: a comprehensive primer p. 2363

Rahul Yedida and Snehanshu Saha

Published online: 21 July 2021

DOI: 10.1140/epjs/s11734-021-00209-7

EPJ

The European Physical Journal Special Topics

Volume 230 / No 10 (September 2021)

Modeling, Machine Learning and Astronomy

Modeling, Machine Learning and Astronomy

Measure or infer? Role of modeling and machine learning in modern astronomy p. 2173

Membership of stars in open clusters using random forest with gaia data p. 2177

Approximate analytical description of the high latitude extinction p. 2193

Quantifying the classification of exoplanets: in search for the right habitability metric p. 2207

Habitability classification of exoplanets: a machine learning insight p. 2221

Statistical Analysis of Complex Computer Models in Astronomy p. 2253

Expert habitat: a colonization conjecture for exoplanetary habitability via penalized multi-objective optimization-based candidate validation p. 2265

Deep learning in astronomy: a tutorial perspective p. 2285

Multi-objective optimization techniques: a survey of the state-of-the-art and applications - Multi-objective optimization techniques p. 2319

A tutorial on applications of power watershed optimization to image processing p. 2337

Beginning with machine learning: a comprehensive primer p. 2363

Conference announcements

EPJ

The European Physical Journal Special Topics

Volume 230 / No 10 (September 2021)

Modeling, Machine Learning and Astronomy

Modeling, Machine Learning and Astronomy

Measure or infer? Role of modeling and machine learning in modern astronomy p. 2173

Membership of stars in open clusters using random forest with gaia data p. 2177

Approximate analytical description of the high latitude extinction p. 2193

Quantifying the classification of exoplanets: in search for the right habitability metric p. 2207

Habitability classification of exoplanets: a machine learning insight p. 2221

Statistical Analysis of Complex Computer Models in Astronomy p. 2253

Expert habitat: a colonization conjecture for exoplanetary habitability via penalized multi-objective optimization-based candidate validation p. 2265

Deep learning in astronomy: a tutorial perspective p. 2285

Multi-objective optimization techniques: a survey of the state-of-the-art and applications - Multi-objective optimization techniques p. 2319

A tutorial on applications of power watershed optimization to image processing p. 2337

Beginning with machine learning: a comprehensive primer p. 2363

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Conference announcements