See this document in CiteSeerX!

Embracing Statistical Challenges in the Information Technology Age  (Make Corrections)  
Bin Yu



  Home/Search   Context   Related

 
View or download:
berkeley.edu/%7Ebinyu/...challenges.pdf
Cached:  PS.gz  PS  PDF   Image  Update  Help

From:  berkeley.edu/%7Ebi...publications (more)
(Enter author homepages)

Rate this article: (best)
  Comment on this article  
(Enter summary)

Abstract: Information Technology is creating an exciting time for statistics. In this article, we review the diverse sources of IT data in three clusters: IT core, IT systems, and IT fringe. The new data forms, huge data volumes, and high data speeds of IT are contrasted against the constraints on storage, transmission and computation to point to the challenges and opportunities. In particular, we describe the impacts of IT on a typical statistical investigation of data collection, data... (Update)

Active bibliography (related documents):   More   All
0.7:   Traffic Matrix Estimation on a Large IP Backbone - A.. - Gunnar, Johansson.. (2004)   (Correct)
0.5:   On Model Selection Consistency of Lasso - Zhao, Yu (2006)   (Correct)
0.5:   Discriminative Training of Hidden Markov Models for Multiple.. - Bach, Jordan (2005)   (Correct)

Similar documents based on text:
0.0:   Unknown -   (Correct)

BibTeX entry:   (Update)

@misc{ yu-embracing,
  author = "Bin Yu",
  title = "Embracing Statistical Challenges in the Information Technology Age",
  url = "citeseer.ist.psu.edu/756530.html" }
Citations (may not include all citations):
660   An introduction to kolmogorov complexity and its application.. - Li, Vitanyi - 1997
641   The anatomy of a large-scale hypertextual web search engine - Brin, Page - 1998
509   A decision-theoretic generalization of on-line learning and .. - Freund, Schapire - 1997
94   The Elements of Statistical Learning: Data Mining (context) - Hastie, Tibshirani et al. - 2001
79   Network tomography: Estimating source-destination tra#c inte.. (context) - Vardi - 1996
40   Learning with kernels: support vector machines (context) - Scholkopf, Smola - 2002
35   A large-scale study of the evolution of web pages (context) - Fetterly, Manasse et al. - 2004
31   Time-varying network tomography: router link data - Cao, Davis et al. - 2000
20   Least angle regression - Efron, Hastie et al. - 2004
15   Sampling and bayes' inference in scientific modeling and rob.. (context) - Box - 1980
15   Challenges in web search engines - Henzinger, Motwani et al. - 2002
9   Boosting as a regularized path to a maximum margin classifie.. - Rosset, Zhu et al. - 2004
7   the lasso and its dual - Osborne, Presnell et al. - 2000
6   An information-theoretic approach to tra#c matrix estimation (context) - Zhang, Roughan et al. - 2003
6   A new approach to variable selection in least squares proble.. - Osborne, Presnell - 2000
5   Statistical modeling: two cultures (context) - Breiman - 2001
5   Structural analysis of network tra#c flows (context) - Lakhina, Papagiannaki et al. - 2004
5   Network tomography: recent developments (context) - Castro, Coates et al. - 2005
4   Algorithmic challenges in web search engines (context) - Henzinger - 2000
3   Signal Processing Magazine (context) - Coates, Hero et al. - 2002
3   Variable selection via nonconcave penalized likelihood and i.. (context) - Fan, Li - 2001
3   Visualization of large multi-dimensional datasets (context) - Welling, Dearthick - 2001
3   Scalable statistical bug isolation (context) - Biblit, Naik et al. - 2005
2   Maximum pseudo-likelihood estimation in network tomography - Liang, Yu - 2043
2   Statistics Department (context) - Zhao, Yu et al. - 2004
2   A taxonomy of ip tra#c matrices (context) - Medina, Fraleigh et al. - 2002
2   surrogate loss functions and decentralized detection (context) - Nguyen, Wainwright et al. - 2005
1   New York: Cambridge (context) - Boyd, Vandenberghe et al. - 2004
1   Computational methods for dynamic graphics (context) - Cortes, Pregibon et al. - 2003
1   Semi-streaming quantization for remote sensing data (context) - Braverman, Fetzer et al. - 2003
1   Workshop on statistical approaches for the evaluation of com.. - Berk, Bickel et al. - 2002
1   On model selection consistency of lasso - Zhao, Yu - 2006
1   New York: Springer (context) - Blum, Cucker et al. - 1998
1   edu schuetzeinformation retrieval book (context) - Raghavan, to et al. - 2007
1   Foundations of Statistical Natural Languate Processing (context) - Manning, Schutze - 1999
1   A fast lightweight approach to origin-destination ip tra#c e.. (context) - Liang, Taft et al. - 2006
1   On some techniques for streaming data: a case study of inter.. (context) - Wegman, Marchette - 2003
1   Cloud detection over ice and snow using misr data (context) - Shi, Yu et al. - 2004
1   Statistical challenges with massive datasets in partical phy.. (context) - Knuteson, Padley - 2003
1   Comparative experimental study of hash functions applied to .. (context) - Molina, Niccolini et al. - 2005
1   ce matrices: Balancing measurement (context) - Soule, Lakhina et al. - 2005
1   Arctic cloud detection using multi-angle satellite misr data (context) - Shi, Yu et al. - 2006
1   Speech recognition and Language Processing (context) - Jurafsky, Martin - 2000
1   Microarray image compression: Sloco and the e#ects of inform.. (context) - Jorsten, Wang et al. - 2003
1   Winds from a bayesian hierarchical model: computation for at.. (context) - Hoar, Milli et al. - 2003
1   Large-scale visualization of digital sky surveys (context) - Jacob, Husman - 2001
1   Automatic extraction of titles from general documents using .. (context) - Hu, Li et al. - 2005

Documents on the same site (http://www.stat.berkeley.edu/%7Ebinyu/publications.html):   More
Estimating L¹ Error of Kernel Estimator: Monitoring.. - Yu   (Correct)
A Statistical Analysis of Adaptive Scalar Quantization based on.. - Yu (1995)   (Correct)
An Adaptive Quasi Monte Carlo Alternative to Metropolis - Ostland, Yu (1996)   (Correct)

Online articles have much greater impact   More about CiteSeer.IST   Add search form to your site   Submit documents   Feedback  

CiteSeer.IST - Copyright Penn State and NEC