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801. The AstroStat Slog curse of dimensionality
... Posts tagged ?curse of dimensionality? ... Classifying or clustering (or semi supervised learning) spectra is a very challenging problem from collecting statistical-analysis-ready data to reducing the dimensionality without sacrificing complex information in each spectrum. ... Tags: BIC , Classification , clustering , cross-validation , curse of dimensionality , discriminant analysis , graphical model , mclust , model based , semi-supervised learning , statistical learning , variable selection . ...
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[ Сохраненная копия ] Ссылки http://hea-www.harvard.edu/astrostat/slog/groundtruth.info/AstroStat/slog/tag/curse-of-dimensionality/index.html -- 20.8 Кб -- 01.03.2014
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802. The AstroStat Slog Blog Archive [MADS] plug-in estimator
... Archives . ... I asked a couple of astronomers if they heard the term plug-in estimator and none of them gave me a positive answer. ... Whilst clarifying the form of sampling distribution, or on verifying the formulas or estimators of sample mean and sample variance truly match with true mean and true variance, I can drop plug-in part because I know asymptotically such interval (estimator) will cover 68%. ... Category: Bad AstroStat , Cross-Cultural , Data Processing , Jargon , Uncertainty | ...
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803. The AstroStat Slog Blog Archive Feynman and Statistics
... I was in the process of writing on ?model uncertainty? to understand why the same term is used differently in astronomy and in statistics and planned to include some papers to show how statisticians handle uncertainty. ... Draper used the O-ring data set, one of the most frequently cited data sets in statistics textbooks. ... One of my favorite statisticians is John Tukey , of Fast Fourier Transform, higher criticisms, and exploratory data analysis which are all well known to astronomers. ...
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804. The AstroStat Slog Blog Archive astronomy bibliography
Weaving together Astronomy+Statistics+Computer Science+Engineering+Intrumentation, far beyond the growing borders . ... Archives . ... Because of blogging and projects I worked on, I happened to collect quite many publications in Astronomy. ... So, I felt my astronomical bibliography can be useful to slog audience. ... ApJ, 310, 334-342 (1986), Schmitt, Maccacaro, estimating alpha of pareto, poisson noise . ... Japan), 59, S113-132 (2007), Ishisaki et al (mentions ARF uncertainty, sec. ...
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805. The AstroStat Slog Blog Archive [ArXiv] Particle Physics
... Archives . ... Open Statistical Issues in Particle Physics by Louis Lyons . ... I was delighted to see his introductory article about particle physics and its statistical challenges from an [arxiv:stat] email subscription. ... Algorithms arXiv Astro Bad AstroStat Bayesian CHASC Cross-Cultural Data Processing Fitting Frequentist Galaxies gamma-ray High-Energy Imaging Jargon Job Languages MC MCMC Meta Methods Misc News Nuggets Objects Optical Physics Quotes Spectral Stars Stat Timing Uncertainty X-ray...
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806. The AstroStat Slog Blog Archive [ArXiv] Cross Validation
... Seeing an recent review paper on cross validation from [arXiv] which describes basic notions in theoretical statistics, I couldn?t resist mentioning it here. Cross validation has been used in various statistical fields such as classification, density estimation, model selection, regression, to name a few. [arXiv:math.ST:0907.4728] . A survey of cross validation procedures for model selection by Sylvain Arlot . ... Tags: ADS , cross-validation , machine learning , Model Selection , n-fold . ...
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807. The AstroStat Slog Blog Archive Beyond simple models-New methods for complex
Weaving together Astronomy+Statistics+Computer Science+Engineering+Intrumentation, far beyond the growing borders . ... Archives . ... Many are coming to fruition just now, in this age of large data-sets, complex instruments, and subtleties of distilling accurate science from indirect measurements. ... Tags: 2010 , 215 , AAS , AAS 215 , astroinformatics , astrostatistics , complex data , January , Methods , special session , Washington . ... Chandra Blog . ... SAMSI AstroStat Prog. ...
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808. The AstroStat Slog Blog Archive loess and lowess and locfit, oh my
... Archives . ... Diab Jerius follows up on LOESS techniques б?with a very nice summary update and finds LOCFIT to be very useful, but there are still questions about how it deals with measurement errors and combining observations from different experiments: . ... LOESS has been succeeded by LOWESS and, finally LOCFIT, which is the 800lb gorilla of local regression fitting. The LOCFIT algorithm uses local regression (i.e. fits over samples of the data) to generate smooth curves. ... Chandra Blog . ...
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809. The AstroStat Slog Blog Archive Is 8-sigma significant enough for you?
... Archives . ... They find yearly modulation in their detected scintillation rate that matches what you would expect if the Earth were rushing through Galactic Dark Matter as it goes around the Sun. ... Significant! ... Certainly, at 8-sigma, it is easy to accept that there is modulation. ... Astronomers in general are extremely suspicious of any yearly modulations, as we have learnt from hard experience that it is an extremely common source of systematic error. ... Chandra Blog . ...
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810. The AstroStat Slog Blog Archive [ArXiv]4th week, Mar. 2008
... Archives . ... Mar 30th, 2008| 07:51 pm | ... heliosphere connection (I wish arxiv provides keywords. ... Category: arXiv , Jargon | Comment ( RSS ) | ... Algorithms arXiv Astro Bad AstroStat Bayesian CHASC Cross-Cultural Data Processing Fitting Frequentist Galaxies gamma-ray High-Energy Imaging Jargon Job Languages MC MCMC Meta Methods Misc News Nuggets Objects Optical Physics Quotes Spectral Stars Stat Timing Uncertainty X-ray . ... Chandra Blog . ... Entries (RSS) and Comments (RSS) . ...
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811. The AstroStat Slog Blog Archive The power of wavdetect
... Archives . ... compressed sensing and a blog . ... wavdetect is a wavelet-based source detection algorithm that is in wide use in X-ray data analysis, in particular to find sources in Chandra images. ... Because wavdetect is an extremely complex algorithm, it is not possible to determine its power easily, and large numbers of simulations must be done. ... Tags: AXAF , ChaMP , Chandra , ciao , Power , source detection , Type II error , wavdetect , wavelet . ... Comment ( RSS ) | ... Comments RSS . ...
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812. The AstroStat Slog Blog Archive The last [ArXiv] of 2007
... Archives . ... Dec 31st, 2007| 02:06 pm | ... This will be the last [ArXiv] of this year (for some of you, the previous year). [astro-ph:0712.3797] Variable stars across the observational HR diagram L. Eyer & N. Mowlavi . astro-ph:0712.3800] Merger history trees of dark matter haloes J. Moreno & R. K. Sheth . ... Category: arXiv | Comment ( RSS ) | ... Entries RSS . Comments RSS . ... General comments . ... Chandra Blog . ... SAMSI AstroStat Prog. ... Entries (RSS) and Comments (RSS) . ...
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813. The AstroStat Slog Blog Archive Recent Astrostatistics
... Archives . ... AstroStatistics Summer School at PSU . ... In Spring 2006, SAMSI (Statistical and Applied Mathematical Sciences Institute) program on Astrostatistics began with tutorials, followed by workshops and regular meetings of working groups ( Exoplanets, Surveys and Population Studies, Gravitational Lensing, Source Detection and Feature Detection, Particle Physics). ... Comment ( RSS ) | ... vlk on [MADS] Parallel Coordinates . ... Chandra Blog . ... Entries (RSS) and Comments (RSS) . ...
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814. The AstroStat Slog Blog Archive Polish AstroStatistics
... Archives . ... I am visiting Copernicus Astronomical Center in Warsaw this week and this is the reason for Polish connection! ... Periods of oscillation are frequently found using one of two methods: least-squares (LSQ) fit or power spectrum. ... One-way analysis of variance (AoV) is recommended as a method for detection of sharp periodic signals. ... Comparison of the AoV test with other tests in use demonstrate that for large samples it is at least as powerful as any of them. ... Comment ( RSS ) |...
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815. The AstroStat Slog Blog Archive How to subscribe to the arXiv email list...
... Archives . ... ArXiv] 2nd week, Sept. ... Keeping the track of them and writing summaries based on daily arXiv updates for the slog over the past few months has become a quite overwhelming task for a single person. ... How to subscribe and how to cancel subscription is given at the following website: . ... Simply on your email tool, if you want to subscribe astro-ph (preprints in astronomy, astrophysics, and related fields), . ... Available arXiv is listed in http://arxiv.org/help/archive_list . ...
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816. The AstroStat Slog Blog Archive [ArXiv] Matching Sources, July 11, 2007
... Archives . ... Quote of the Week, July 12, 2007 . ArXiv] Complete Catalog of GRBs from BeppoSAX, July 13, 2007 . Jul 13th, 2007| 07:24 pm | ... From arxiv/astro-ph: 0707.1611 Probabilistic Cross-Identification of Astronomical Sources by Budavari and Szalay . As multi-wave length studies become more popular, various source matching methodologies have been discussed. ... Are there any power related studies on source matching statistics? ... Chandra Blog . ... Stat S/W Resources . ...
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817. The AstroStat Slog Blog Archive An alternative to MCMC?
... Archives . ... It is conceptually simple to grasp as a way to explore the posterior probability distribution of the parameters of interest by sampling only where it is worth sampling from. ... Feroz & Hobson (2007, arXiv:0704.3704 ) describe a technique called Nested Sampling (Skilling 2004), one that could give MCMC a run for its money. ... Tags: arXiv , likelihood , MCMC , Nested Sampling , posterior , probability , Skilling . ... and you can use the resulting thetas as posterior samples. ...
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818. The AstroStat Slog Blog Archive coin toss with a twist
... Archives . ... announce] SCMA V . ... Here?s a cool illustration of how to use Bayesian analysis in the limit of very little data, when inferences are necessarily dominated by the prior. The question , via Tom Moertel, is: suppose I tell you that a coin always comes up heads, and you proceed to toss it and it does come up heads ? ... Tags: Bayesian , coin toss , priors . ... Comment ( RSS ) | ... Entries RSS . ... coin toss with a twist . ... Chandra Blog . ... Entries (RSS) and Comments (RSS) . ...
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819. The AstroStat Slog support vector machine
... Posts tagged ?support vector machine? ... From arxiv/astro-ph:0708.4274v1 . Comparison of decision tree methods for finding active objects by Y. Zhao and Y. Zhang . The authors (astronomers) introduced and summarized various decision three methods (REPTree, Random Tree, Decision Stump, Random Forest, J48, NBTree, and AdTree) to the astronomical community. ... ArXiv] Decision Tree, Aug. ... Tags: Classification , decision tree , neural network , support vector machine , WEKA . ... 1 Comment . ...
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820. The AstroStat Slog Line Response Function
... People . Posts tagged ?Line Response Function? ... A correct accounting of the spread of photons of course requires a full-fledged response matrix (RMF), but as it turns out, the line profiles can be fairly well approximated with Beta profiles, which are simply Lorentzians modified by taking them to the power ? ... Tags: beta profile , Chandra , EotW , Equation , Equation of the Week , Line Response Function , Lorentzian , LRF , point spread function , PSF , response matrix , RMF , XMM . ...
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