Dear All,
Statistics and Probability Letters has recently published a Special
Issue on
/The role of Statistics in the era of big data/
The issue gathers the contributions of leading scientists from
statistics, as well as from machine learning, computer science, applied
mathematics and engineering. It collects a total of 35 papers, carrying
a large spectrum of opinions and varied perspectives.
The issue is available open access at
https://www.sciencedirect.com/journal/statistics-and-probability-letters/vol/136/suppl/C
Below you may find the table of contents.
Kindest regards,
Laura Sangalli
Table of contents
- Statistics in the big data era: Failures of the machine
D.B. Dunson, p. 4
- On the role of statistics in the era of big data: A call for a debate
P. Secchi, p. 10
- Data learning from big data
J.L. Torrecilla and J. Romo, p. 15
- The role of Statistics in the era of big data: Crucial, critical and
under-valued
E.M. Scott, p. 20
- A practical guide to big data
E. Smirnova, A. Ivanescu, J. Bai and C.M. Crainiceanu, p. 25
- Big data and biostatistics: The death of the asymptotic Valhalla
E.C. Wit, p. 30
- Big questions, informative data, excellent science
A.W. Bowman, p. 34
- Statistics for big data: A perspective
P. Bühlmann and S. van de Geer, p. 37
- Statistical science in the world of big data
N. Reid, p. 42
- The future of statistics and data science
S.C. Olhede and P.J. Wolfe, p. 46
- Conducting highly principled data science: A statistician’s job and joy
X.-L. Meng, p. 51
- The role of statistics in data-centric engineering
F.D.-H. Lau, N.M. Adams, M.A. Girolami, L.J. Butler and M.Z.E.B.
Elshafie, p.58
- The role of statistics in the era of big data: A computational
scientist’ perspective
A. Quarteroni, p. 63
- On the role of statistics in the era of big data: A computer science
perspective
S. Ceri, p. 68
- Big data and a bewildered lay analyst
L. Wong, p. 73
- Statistical challenges of big brain network data
M.K. Chung, p. 78
- Statistical methods and challenges in connectome genetics
D. Pluta, Z. Yu, T. Shen, C. Chen, G. Xue and H. Ombao, p. 83
- Big data sampling and spatial analysis: “which of the two ladles, of
fig-wood or gold, is appropriate
to the soup and the pot?”
R. Bivand and K. Krivoruchko, p. 87
- Principles for statistical inference on big spatiotemporal data from
climate models
S. Castruccio and M.G. Genton, p. 92
- Statistical issues in radiosonde observation of atmospheric
temperature and humidity profiles
A. Fassò, F. Finazzi and F. Madonna, p. 97
- Quality of life, big data and the power of statistics
S. Gupta, J. Mateu, A. Degbelo and E. Pebesma, p. 101
- The role of statistics in the era of big data: Electronic health
records for healthcare research
L.D. Sharples, p. 105
- Big data: Some statistical issues
D.R. Cox, C. Kartsonaki and R.H. Keogh, p. 111
- Big data and public policies: Opportunities and challenges
G. Azzone, p. 116
- Journeys in big data statistics
I.L. Dryden and D.J. Hodge, p. 121
- Statistical modeling of spatial big data: An approach from a
functional data analysis perspective
R. Giraldo, S. Dabo-Niang and S. Martínez, p. 126
- How do statisticians analyse big data — Our story
J.Q. Shi, p. 130
- On dimension reduction models for functional data
P. Vieu, p. 134
- Wishing the Non-parametric Re-evolution
S. Vantini, p. 139
- When small data beats big data
J.J. Faraway and N.H. Augustin, p. 142
- Statisticians can do better in the big data era
J. Cao, p. 146
- Piecewise deterministic Markov processes for scalable Monte Carlo on
restricted domains
J. Bierkens, A. Bouchard-Côté, A. Doucet, A.B. Duncan, P. Fearnhead, T.
Lienart, G. Roberts and S.J. Vollmer, p. 148
- Statistics within business in the era of big data
G.M. James, p. 155
- Financial data science
P. Giudici, p. 160
- On the role of latent variable models in the era of big data
F. Bartolucci, S. Bacci and A. Mira, p. 165
--
Laura Maria Sangalli
MOX - Dipartimento di Matematica
Politecnico di Milano
Piazza Leonardo da Vinci 32
20133 Milano - Italy
tel: +39 02 2399 4554
fax: +39 02 2399 4568
email:[log in to unmask]
url:http://mox.polimi.it/~sangalli
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