special considerations in big data analysis

... practice guideline for Bipolar Disorder (2002) Important factors influencing obesity in bipolar patients include nutrient intake and physical activity In assessing the nutrient intake of persons ... guidelines are being formulated to aid clinicians in identifying patients at risk Screening for diabetes should include questioning patients about symptoms such as excessive thirst and urination, ... studied primarily in patients with seizure disorders Carbamazepine-induced increase in total cholesterol is primarily due to an increase in HDL [34] This occurs during the initial weeks of therapy,...

Ngày tải lên: 25/10/2012, 10:51

... Stoeckert, “Using nonparametric methods in the context of multiple testing to determine differentially expressed genes,” in Methods of Microarray Data Analysis: Papers from CAMDA ’00, S M Lin and K ... derived only in some special cases Relevant asymptotic results are of limited utility in microarray analysis, because the accuracy of approximation in the tail region of the limiting distribution ... each test, the computing time increases as a power of the sample size However, the difference in the corresponding exponents leads to a significant difference in the computing time Because of the...

Ngày tải lên: 22/06/2014, 22:20

... as those obtained from last iteration Information of β containing in the variance will be avoided because the second term in (3.1) involving dijk (σij2 , β) vanishes Such an estimating method is ... We have investigated several procedures for the estimation of the regression and intraclass parameters in correlated binary data including joint estimation by the Chapter 3: Gaussian Working Likelihood ... obtained by solving (3.2) in the decoupled Gaussian approach, but are obtained by the moment equation (2.14) in the GEE approach Finally, using the decoupled Gaussian approach may avoid the infeasibility...

Ngày tải lên: 27/11/2015, 12:39

... centralized data mining and approaches for distributed data mining Distributed data mining can be further categorized into data mining over horizontally partitioned data and data mining over vertically ... inverse data mining such as inverse frequent set mining to generate data that cannot expose sensitive information By inverse data mining, we can ‘‘customize’’ the data to get the desired mining ... mining result without revealing his data to others 1) PRIVACY-PRESERVING ASSOCIATION RULE MINING Association rule mining is one of the most important data mining tasks, which aims at finding interesting...

Ngày tải lên: 17/12/2015, 17:48

... line in badLinesRDD.take(10): print line Example 3-16 Scala error count using actions println("Input had " + badLinesRDD.count() + " concerning lines") println("Here are 10 examples:") badLinesRDD.take(10).foreach(println) ... hasPython(line): return "Python" in line pythonLines = lines.filter(hasPython) Passing functions to Spark is also possible in Java, but in this case they are defined as classes, implementing an interface ... Load our input data JavaRDD input = sc.textFile(inputFile); // Split up into words JavaRDD words = input.flatMap( new FlatMapFunction() { public Iterable call(String...

Ngày tải lên: 17/04/2017, 15:44

... ACOSH(1.5) ϭ0.962424 The inverse sine, arcsin, in radians: ASIN(0.5) ϭ0.523599 The inverse hyperbolic sine, arsinh, in radians: ASINH(0.5) ϭ0.481212 The inverse tangent, arctan, in radians: ATAN(0.5) ... ASIN(x) ASINH(x) ATAN(x) ATAN2(x,y) ATANH(x) COS(x) COSH(x) SIN(x) SINH(x) TAN(x) TANH(x) The inverse cosine, arccos, in radians: ACOS(0.5) ϭ1.047198 The inverse hyperbolic cosine, arcosh, in ... Preface however, is on numerical analysis, and it covers such aspects as finding roots and fitting curves, integrating, differentiating, smoothing, and interpolating data Numerical solution of differential...

Ngày tải lên: 17/03/2014, 02:20

... never-ending language learning In Proceedings of the Conference on Artificial Intelligence, pages 1306–1313 J Finkel, T Grenager, and C Manning 2005 Incorporating non-local information into information ... Wisconsin-Madison, USA V.S Sheng, F Provost, and P.G Ipeirotis 2008 Get another label? Improving data quality and data mining using multiple, noisy labelers In Proceeding of the 14th ACM SIGKDD international ... able to obtain a structured, but incomplete, database D that instantiates relations of interest and a text corpus C that contains mentions of the entities in our database For¯ mally, a database...

Ngày tải lên: 30/03/2014, 17:20

... Text Mining and NLP Databases and Resources for Biomedical Text Mining Text Mining and Protein–Protein Interactions Other Text-Mining Applications in Genomics The Future of NLP in Biomedicine Acknowledgements ... their data in a manner that can be read and manipulated by the main coordinating database: Integr8, for instance, has 11 institutes contributing to the database To permit such an integration of data ... Haiying Wang 3.1 3.2 3.3 3.4 Integrative Data Analysis and Visualization: Motivation and Approaches Integrating Informational Views and Complexity for Understanding Function Integrating Data Analysis...

Ngày tải lên: 08/04/2014, 12:45

... may find this book exactly what you have been looking for Acknowledgement added in the second printing Perhaps nothing is more gratifying than preparing one’s first book for the second printing, ... available, one using the Windows Installer and other using the conventional installation method The former is preferred You are strongly advised to follow the “Using Windows Installer” link to install ... it installs the Windows Installer setup.ini: the file that tells setup.exe the name of your msi file to install Either InstMsiA.exe (for Windows 95/98) or InstMsiW.exe (for Windows NT) After installation,...

Ngày tải lên: 08/04/2014, 12:50

... bullying dataset as it appears in SPSS Save As window Opening SPSS in Windows XP SPSS 15.0 for Windows window in SPSS Open Data window Options window in SPSS Value labels icon in SPSS Viewing summaries ... View in SPSS Value Labels window in SPSS Frequencies window in SPSS SPSS Output window Defining variables in SPSS Variable Type window in SPSS Value Labels window in SPSS Missing Values window in ... window in SPSS Adding a title to a chart in the Chart Editor window in SPSS Adding a footnote to a chart in the Chart Editor window in SPSS Changing the color of bars using the Properties window...

Ngày tải lên: 03/05/2014, 19:16

... densities contributed to increasing vaccination rates in Turkey, and what implications findings hold for raising future vaccination coverage? The analysis takes advantage of a panel dataset to extend ... substantial need for HRH and health infrastructure – including vaccines – in this province due to the earthquake emergency, this finding is perhaps not surprising) In terms of the random effects models, ... packages in low- and middle-income countries finance vaccinations against measles and DPT [4] In Turkey, where levels of childhood mortality and morbidity remain above those in many of its neighbouring...

Ngày tải lên: 18/06/2014, 17:20

... results from inspecting the IR data The article by L Raskin et al., titled “Using gaussian process annealing particle filter for 3D human tracking,” tracks humans in 3D scenes using particle filters ... on Advances in Signal Processing infrared cameras They exploit the strengths of both modalities by utilizing the more accurate localization made possible by the stereo cameras in combination with ... article by M Hossain et al., titled “Edge segment-based automatic video surveillance,” describes a paper using image edge information for automatic video surveillance A Enis Cetin Eric Pauwels...

Ngày tải lên: 22/06/2014, 19:20

... done by searching for the local maximum point around each data point Assume there is a data set of N data points to be clustered The local maximum of a data point i is the data point whose magnitude ... all the data points within a certain distance from the data point i A peak has the maximum magnitude in its local area, therefore, its local maximum is itself By identifying all data points whose ... magnitude neighbor points Assume r3 < r1 < r4 data points can be clustered into these four peaks according to their local maximum points For example, for data point a, if data point b is the one...

Ngày tải lên: 23/06/2014, 01:20

... Antihistamines Antihistamines are a mainstay in treatment of allergic rhinitis The first-generation or "older" antihistamines (e.g., chlorpheniramine, diphenhydramine) are effective in reducing sneezing, ... useful in reducing sneezing, itching, congestion, and rhinorrhea and are extremely safe in the elderly They can be divided into nonsteroidal agents (cromolyn, azelastine and olopatadine) and corticosteroids ... also been shown to result in rhinitis Types of Rhinitis in the Elderly • Allergic Nonallergic rhinitis with eosinophilia (NARES) NARES is characterized by eosinophil infiltration of nasal tissue...

Ngày tải lên: 08/08/2014, 21:20

... corresponding elements of the covariance structure for each model are shown in Tables III and IV Random coefficient models such as {5} are especially demanding in terms of computing efforts Models involving ... mixtes / r´gression al´atoire / donn´es e e e e longitudinales INTRODUCTION There has been a great deal of interest in longitudinal data analysis among biometricians over the last decade: see ... measures within individuals generated by several models for the analysis of facial growth in 11 girls and 16 boys 138 J.-L Foulley et al 139 EM-REML for longitudinal data POW) However, since the...

Ngày tải lên: 09/08/2014, 18:21

... biological information from the huge and fast-growing gene expression data Essentially, data mining methods can be divided into two big categories: supervised and unsupervised Supervised data mining ... include class association rule mining and classification while unsupervised data mining methods mainly refer to the various clustering methods Class association rule mining is one well-known data ... about mining interesting rules with various interestingness measures Some of them perform post-processing to remove uninteresting rules, such as [58] Such methods cannot work on gene expression data...

Ngày tải lên: 15/09/2015, 17:09

... alphabetically in ascending order = Cold Climate Specialist, = Cryptic Species, = Dominant Dolichoderinae, = Generalized Myrmicinae, = Hot Climate Specialist, = Opportunist, = Subdominant Camponotini, = Specialized ... Ping Ting and Benjamin Lee for approving the research permit, supplying the GIS data and guidance when I was lost in the jungle To Faith, my precious daughter, for giving me the impetus to finish ... be instituted For the second method, I conducted an ant sampling study in a secondary rain forest in Singapore The first objective of this study was to see whether the results of my data analysis...

Ngày tải lên: 29/09/2015, 13:01

... retrain a support vector machine after adding a small number of new training vectors to the existing training set Another way of solving incremental training of SVM is to update the margin vector ... association rule mining problem describes a basic type of association between objects: co-occurrence The association rule mining can only find association existing in the training data set In this thesis, ... association is investigated in this work In the association rule mining field, techniques for maintaining discovered association rules in an updated database have been proposed in [64, 65] An...

Ngày tải lên: 30/09/2015, 05:56

...  Data analysis is modeling data with a process of inspecting, cleaning, transforming, and the goal of discovering useful information, suggesting conclusions, and supporting decision-making Data ... technique on modeling  Data miningdiscovery for predictive rather than purely that focusespurposes and knowledge descriptive intelligence on  Businesson business covers dataIn analysis that relies ... focusing information statistical applications, some divide data analysis into descriptive statistics, exploratory data analysis (EDA), and confirmatory data analysis (CDA) EDA focuses on discovering...

Ngày tải lên: 18/11/2020, 14:00