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The task of morphological classification is complex for simple parameterization, but important for research in the galaxy evolution field. Future galaxy surveys (e.g. EUCLID) will collect data about more than a $10^9$ galaxies. To obtain…

计算机视觉与模式识别 · 计算机科学 2021-05-10 Andrey Soroka , Alex Meshcheryakov , Sergey Gerasimov

Complex systems show the capacity to aggregate information and to display coordinated activity. In the case of social systems the interaction of different individuals leads to the emergence of norms, trends in political positions, opinions,…

物理与社会 · 物理学 2016-04-25 Toni Pérez , Jordi Zamora , Víctor M. Eguíluz

1. Citizen and community-science (CS) datasets have great potential for estimating interannual patterns of population change given the large volumes of data collected globally every year. Yet, the flexible protocols that enable many CS…

World population growing in conjunction with the preference to live in the cities; make the city management a challenging issue. Traditional Cities with their common features will not be able to handle the human needs. As a result, smart…

计算机与社会 · 计算机科学 2018-12-05 Hamid Fekri Azgomi , Mo Jamshidi

This paper demonstrates a novel and efficient unsupervised clustering method with the combination of a Self-Organising Map (SOM) and a convolutional autoencoder. The rapidly increasing volume of radio-astronomical data has increased demand…

Data collection is an integral part of any citizen science project. Given the wide variety of projects, some level of expertise or, alternatively, some guidance for novice participants can greatly improve the quality of the collected data.…

计算机与社会 · 计算机科学 2022-12-13 Fahim Hasan Khan , Akila de Silva , Gregory Dusek , James Davis , Alex Pang

Cooperation is one of the behavioral traits that define human beings, however we are still trying to understand why humans cooperate. Behavioral experiments have been largely conducted to shed light into the mechanisms behind cooperation…

计算机与社会 · 计算机科学 2018-12-13 Julián Vicens , Josep Perelló , Jordi Duch

Motivation: Bioinformatics is faced with a variety of problems that require human involvement. Tasks like genome annotation, image analysis, knowledge-base construction and protein structure determination all benefit from human input. In…

定量方法 · 定量生物学 2013-07-01 Benjamin M. Good , Andrew I. Su

Visual observation of Cumulus Oocyte Complexes provides only limited information about its functional competence, whereas the molecular evaluations methods are cumbersome or costly. Image analysis of mammalian oocytes can provide attractive…

计算机视觉与模式识别 · 计算机科学 2019-01-11 Viswanath P Sudarshan , Tobias Weiser , Phalgun Chintala , Subhamoy Mandal , Rahul Dutta

Evolutionary multi-objective clustering (EMOC), a modern clustering technique, has been widely applied to extract patterns, allowing us to analyze different aspects of complex data by considering multiple criteria. In this article, we…

机器学习 · 计算机科学 2022-04-04 Cristina Y. Morimoto , Aurora Pozo , Marcílio C. P. de Souto

We present an overview of the complex systems field using ChatGPT as a representation of the community's understanding. ChatGPT has learned language patterns and styles from a large dataset of internet texts, allowing it to provide answers…

物理与社会 · 物理学 2023-04-12 Nuno Crokidakis , Marcio Argollo de Menezes , Daniel O. Cajueiro

We review the relatively new, internet-enabled, and rapidly-evolving field of citizen science, focusing on research projects in stellar, extragalactic and solar system astronomy that have benefited from the participation of members of the…

天体物理仪器与方法 · 物理学 2015-09-23 Philip J. Marshall , Chris J. Lintott , Leigh N. Fletcher

Many Natural Language Processing (NLP) systems use annotated corpora for training and evaluation. However, labeled data is often costly to obtain and scaling annotation projects is difficult, which is why annotation tasks are often…

Searching for concepts in science and technology is often a difficult task. To facilitate concept search, different types of human-generated metadata have been created to define the content of scientific and technical disclosures.…

信息检索 · 计算机科学 2014-07-01 Richard Absalom , Marcus Luczak-Rosch , Dap Hartmann , Aske Plaat

It has recently been demonstrated that one can accurately derive galaxy morphology from particular primary and secondary isophotal shape estimates in the Sloan Digital Sky Survey imaging catalog. This was accomplished by applying Machine…

宇宙学与河外天体物理 · 物理学 2015-05-27 M. J. Way

Under the name of Citizen Science, many innovative practices in which volunteers partner with scientist to pose and answer real-world questions are quickly growing worldwide. Citizen Science can furnish ready made solutions with the active…

计算机与社会 · 计算机科学 2015-09-23 Oleguer Sagarra , Mario Gutiérrez-Roig , Isabelle Bonhoure , Josep Perelló

Structural properties posses valuable information about the formation and evolution of galaxies, and are important for understanding the past, present, and future universe. Here we use unsupervised machine learning methodology to analyze a…

天体物理仪器与方法 · 物理学 2015-05-26 Andrew Schutter , Lior Shamir

In many applications, Neural Nets (NNs) have classification performance on par or even exceeding human capacity. Moreover, it is likely that NNs leverage underlying features that might differ from those humans perceive to classify. Can we…

计算机视觉与模式识别 · 计算机科学 2023-12-01 Haowen Guan , Xuan Zhao , Zishi Wang , Zhiyang Li , Julia Kempe

To comprehend the multipartite organization of large-scale biological and social systems, we introduce a new information theoretic approach that reveals community structure in weighted and directed networks. The method decomposes a network…

物理与社会 · 物理学 2008-02-13 M. Rosvall , C. T. Bergstrom