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Co-citation and Co-authorship Networks of Statisticians

Pengarang : -
Nama Majalah/Jurnal : Journal of Business and Economic Statistics
Volume / Edisi : 40 (No. 2)
Halaman : 469-485
Abstrak : We collected and cleaned a large dataset on publications in statistics. The dataset consists of the co-author relationships and citation relationships of 83, 331 articles published in 36 representative journals in statistics, probability, and machine learning, spanning 41 years. The dataset allows us to construct many different networks, and motivates a number of research problems about the research patterns and trends, research impacts, and network topology of the statistics community. In this article we focus on (i) using the citation relationships to estimate the research interests of authors, and (ii) using the co-author relationships to study the network topology. Using co-citation networks we constructed, we discover a “statistics triangle,” reminiscent of the statistical philosophy triangle (Efron Citation1998). We propose new approaches to constructing the “research map” of statisticians, as well as the “research trajectory” for a given author to visualize his/her research interest evolvement. Using co-authorship networks we constructed, we discover a multi-layer community tree and produce a Sankey diagram to visualize the author migrations in different sub-areas. We also propose several new metrics for research diversity of individual authors. We find that “Bayes,” “Biostatistics,” and “Nonparametric” are three primary areas in statistics. We also identify 15 sub-areas, each of which can be viewed as a weighted average of the primary areas, and identify several underlying reasons for the formation of co-authorship communities. We also find that the research interests of statisticians have evolved significantly in the 41-year time window we studied: some areas (e.g., biostatistics, high-dimensional data analysis, etc.) have become increasingly more popular. The research diversity of statisticians may be lower than we might have expected. For example, for the personalized networks of most authors, the p-values of the proposed significance tests are relatively large.

RENUNGAN SATU TAHUN KTT ASEAN BALI

Pengarang : -
Nama Majalah/Jurnal : Analisa
Volume / Edisi : VI-2, PEBRUARI (No. 2)
Halaman : 53-60
Abstrak : -

SEKITAR KEPULAUAN PARACEL DAN SPRATLY

Pengarang : -
Nama Majalah/Jurnal : Analisa
Volume / Edisi : VI-2, PEBRUARI (No. 2)
Halaman : 43-52
Abstrak : -

Multiple Epistemological Coherences in an Eighth-Grade Discussion og the Rock Cycle

Pengarang : -
Nama Majalah/Jurnal : The Journal of The Learning Sciences
Volume / Edisi : 15-2 (No. 2)
Halaman : 261-292
Abstrak : -

Mastery and Appropriation as Means to Understand the Interplay of History Learning and Identity Trajectories

Pengarang : -
Nama Majalah/Jurnal : The Journal of The Learning Sciences
Volume / Edisi : 15-2 (No. 2)
Halaman : 221-260
Abstrak : -

ASIA TENGGARA DAN PROSPEKNYA: SUATU TINJAUAN UMUM

Pengarang : -
Nama Majalah/Jurnal : Analisa
Volume / Edisi : VI-2, PEBRUARI (No. 2)
Halaman : 15-42
Abstrak : -

On Some Necessary Conditions of Learning

Pengarang : -
Nama Majalah/Jurnal : The Journal of The Learning Sciences
Volume / Edisi : 15-2 (No. 2)
Halaman : 193-220
Abstrak : -

Supporting Student Construction of Scientific Explanations by Fading Scaffolds in Instructional Materials

Pengarang : -
Nama Majalah/Jurnal : The Journal of The Learning Sciences
Volume / Edisi : 15-2 (No. 2)
Halaman : 153-192
Abstrak : -

PERKEMBANGAN DI ASIA TENGGARA DALAM BIDANG POLITIK, EKONOMI DAN STRATEGI DENGAN TITIK BERAT KHUSUS PADA HARI DEPAN ASEAN

Pengarang : -
Nama Majalah/Jurnal : Analisa
Volume / Edisi : VI-2, PEBRUARI (No. 2)
Halaman : 1-14
Abstrak : -

PERKEMBANGAN DANA PINJAMAN INTERNASIONAL DAN PENGARUHNYA PADA PEREKONOMIAN INDONESIA

Pengarang : -
Nama Majalah/Jurnal : Analisa
Volume / Edisi : VI-1, JANUARI (No. 1)
Halaman : 71-106
Abstrak : -
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