EPJ Special Topics (EPJ ST)

Open Access

Editorial

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

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

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

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

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

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

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

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

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

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

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

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

Modeling, Machine Learning and Astronomy

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

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

Approximate analytical description of the high latitude extinction

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

Habitability classification of exoplanets: a machine learning insight

Statistical Analysis of Complex Computer Models in Astronomy

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

Deep learning in astronomy: a tutorial perspective

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

A tutorial on applications of power watershed optimization to image processing

Beginning with machine learning: a comprehensive primer

Conference announcements