mining and recommending api usage patterns

... Web usage mining, Web text mining and user modeling mining; while today the most recognized categories of the Web data mining are Web content mining, Web structure mining, and Web usage mining ... Web usage mining with the Web content mining and Web structure mining Moreover, the clustering in the process of pattern discovery is a bridge to Web content and structure mining from usage mining ... section about usage mining, based on some up-to-date research works The Usage Mining on the Web Web usage mining is the application of data mining techniques to discover usage patterns from Web...

Ngày tải lên: 31/08/2012, 16:46

... used to understand better patterns driving specific outcomes, such as HIV/ AIDS prevalence rates In this study, both interpretation and prediction were used CART splits data and finds patterns (or ... controlling for per capita expenditures on health, both physician and nurse density make a contribution to HIV/ Discussion This paper describes how a data mining approach and standard statistical ... provide the medication and to teach patients about and monitor both side effects and effectiveness of the ARVs The WHO, in addition to focusing on basic public health and epidemiology, also focuses...

Ngày tải lên: 18/06/2014, 17:20

... specific random sample The pattern was similar for shuffled and random amino-acid usages, and for shuffled and random positional-base usages In all cases, the means for the shuffled and random distribu- ... codon usage is associated with one unique amino-acid usage and one positional-base usage reports Coefficient of determination (r2) and P-value for natural and representative randomized usages ... deviation for each set of codon usages The natural codon usages invariably have higher error values and lower standard deviations than any of the random or randomized codon usages: this pattern is consistent...

Ngày tải lên: 14/08/2014, 15:20

... modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in EEG and ECG data, and methods related to mining ... Information and Knowledge and communication technologies These new technologies are speeding an exchange and use of data, information and knowledge and are eliminating geographical and time barriers ... provides a theoretical and methodological background for the remaining parts of the book It defines and explains basic notions of data mining and knowledge management, and discusses some general...

Ngày tải lên: 16/08/2013, 16:24

... Ugly Fortunately for me as the grammar maven, English grammar and usage has many confusing issues And fortunately for you, only a handful of them come up with any frequency Let's take a look at ... the end of the meeting and promised their support For sale: An antique desk suitable for a lady with thick legs and large drawers For sale: Several very old dresses from grandmother in beautiful ... cemetery where famous Russian and Soviet composers, artists, and writers are buried As we begin, I must ask you to banish any information about the case from your mind A superb and inexpensive restaurant;...

Ngày tải lên: 01/11/2013, 16:20

... normal paper profile and send to the Customs The Customs system will create “the receiver number” and feed back to the enterprise Then enterprise brings the paper profile and “the receiver number” ... software program, fill in the enterprise information as required and then click on the button “Đồng ý” Review the information and click on “Đồng ý” The program screen for online software program ... (Import goods, Export goods) in standard list automatically according to the goods code you have input in Incase the goods code you input does not exist in the standard list, the program will leave...

Ngày tải lên: 13/12/2013, 00:15

... the mining and metals sector in 2012 and into 2013 The business risk report Mining and metals 2012–2013 Executive summary The business risk report Mining and metals 2012–2013 A more complex and ... risk report Mining and metals 2012–2013 27 Prospects and perils: facing up to political risks in mining and metals By Jean Devlin and Gemma O’Loghlen at Control Risks The mining and metals sector ... regulatory framework is, and will remain, a major and pervasive factor in the relationship between mining and land use to ensure that land usage decisions are made transparently and consistently Climate...

Ngày tải lên: 18/02/2014, 00:20

... Erosion and Sedimentation Mineral development disturbs soil and rock in the course of constructing and maintaining roads, open pits, and waste impoundments In the absence of adequate prevention and ... streams, rivers and lakes Excessive sediment can clog riverbeds and smother watershed vegetation, wildlife habitat and aquatic organisms Water Quantity Mining can deplete surface and groundwater ... Canada and around the world and is designed for a Health, Science and Social Studies collaboration Operation Water Pollution focuses on how water pollution occurs and how it is cleaned up and has...

Ngày tải lên: 18/02/2014, 04:20

... glucose and hemin chloride (13 lgÆmL)1), and further incubated at 30 °C for 24 h Then, the cells were collected and suspended in 25 mL of 40% potassium hydroxide and 25 mL of methanol and refluxed ... restricted to two, soyasapogenols A and B (Fig 2) Soyasapogenol A has four hydroxyl groups at C-3, C-21, C-22, and C-24, whereas soyasapogenol B has three at C-3, C-22, and C-24 [34] In addition to ... in the A thaliana genome sequence, EMBL and GenBank accession number AB010697; protein id BAB11147.1) and CYP93E1 (inducible by infection with P sojae and obtained together with CYP93C2 from...

Ngày tải lên: 19/02/2014, 07:20

... McCallum, and F Pereira 2001 Conditional random fields: Probabilistic models for segmenting and labeling sequence data In Proc ICML-2001 Tadashi Kumano, Hideki Kashioka, Hideki Tanaka and Takahiro ... L1, shown by arrows, and an alignment score In step 2, the square brackets move right by one word, we can obtain a new matching L2 and its corresponding alignment score, and so on When we have ... matching We find the optimal matching between CW1,n and EW1,n first Then we move the window right and find the optimal matching between CW1,n and EW2,n+1 The process will continue until the window...

Ngày tải lên: 08/03/2014, 00:20

... monitored and analyzed over the Net Information gathering and analysis over Internet have become so important for efficient and effective responses to social events S.E.R technology is an Internet mining ... is applied in industries and society The rest of this paper is organized as follows Preliminaries and related works are reviewed in Section The primary functionality and academic theory are mentioned ... both the direct and indirect links in the network This SNIA technique under the S.E.R technology provides a more accurate evaluation and prediction of who really influences thought and affects the...

Ngày tải lên: 23/03/2014, 14:20

... search engine like (1) and (5) and some ones from heuristic rules like (3) and (6) Through the establishment of feature set, the translation candidate can be optimized efficiently and the noisy information ... represents the length of candidate term, L is the largest length of candidate terms, fn is tfi, and foov is fq in Feature (1) v Df_Rank (D-Rank): It is similar to SRank and computed based on Rank(i)= ... translation candidate in all the snippets dfi represents the number of Web snippets that contains the candidate dft means the number of snippets that contains both OOV to be translated and the candidate...

Ngày tải lên: 31/03/2014, 00:20

Ngày tải lên: 01/04/2014, 18:20

... 80 100 120 33 EXAMPLE 3: ORANGE JUICE brand1=rep(1,121) brand2=rep(2,121) brand3=rep(3,121) brand=c(brand1,brand2,brand3) xyplot(logmove~week|factor(brand),type= "l",layout=c(1,3), + col="black") ... analysis, and brand image analysis are becoming more and more important Sports teams use data mining techniques to assemble winning teams; see the success stories of the Boston Red Sox and the Oakland ... correct labeling, and issues of stratification and aggregation Summary of the data involves the typical summary statistics such as mean, percentiles and median, standard deviation, and correlation,...

Ngày tải lên: 05/05/2014, 13:27

... analysis and query, and mining peta-scale data to classify and detect attacks and intrusions on a computer network (Denning, 1987; Lee and Stolfo, 1998; Axelsson, 2000; Chandola et  al., 2006; Homeland ... RIPPER (Lee and Stolfo, 2000), EMERALD (Porras and Neumann, 1997), 10  ◾  Data Mining and Machine Learning in Cybersecurity MADAM ID (Lee and Stolfo, 2000), LERAD (Mahoney and Chan, 2002), and MINDS ... data mining and machine learning, we will focus on these areas Data mining is the extraction, or mining, ” of knowledge from a large amount of data The strong patterns or rules detected by data-mining...

Ngày tải lên: 31/05/2014, 00:10

... metamorphosis, and the intrusion of the sea over the land, and abrupt changes like earthquakes and landslides Localized study expanded our knowledge of the origin and development of landforms, the ... alluviation, and other geological events and processes to affect both hinterlands and settlements, and to be reflected in literary and archaeological records In our set of cities, similar petrologies and ... clays, marls, conglomerates, and sands, as well as some sandstone and some volcanic stone such as basalt Carbonate stones commonly contain karst shafts and channels, and have proved to be ideal...

Ngày tải lên: 11/06/2014, 10:34

... Homo sapiens, GeneBank Locus: HSVDJSAT of length 1985 bp, is provided in this example This DNA sequence consists of simple and multiperiod tandem repeat patterns Periods of size 2, 9, 10, 19, and ... (window length = 110 and maximum period = 11) between positions 780 and 933 bp (GenBank annotation is between 860 and 900 bp) And the 11-mer repeats are located between 92 and 781 bp (unannotated ... efficient and flexible detection of tandem repeats in DNA,” Nucleic Acids Research, vol 31, no 13, pp 3672–3678, 2003 [8] G M Landau, J P Schmidt, and D Sokol, “An algorithm for approximate tandem...

Ngày tải lên: 22/06/2014, 19:20

... Homo sapiens, GeneBank Locus: HSVDJSAT of length 1985 bp, is provided in this example This DNA sequence consists of simple and multiperiod tandem repeat patterns Periods of size 2, 9, 10, 19, and ... (window length = 110 and maximum period = 11) between positions 780 and 933 bp (GenBank annotation is between 860 and 900 bp) And the 11-mer repeats are located between 92 and 781 bp (unannotated ... efficient and flexible detection of tandem repeats in DNA,” Nucleic Acids Research, vol 31, no 13, pp 3672–3678, 2003 [8] G M Landau, J P Schmidt, and D Sokol, “An algorithm for approximate tandem...

Ngày tải lên: 22/06/2014, 22:20

... months; Mining and environment 11 Mining and environment Almost all societies depend on the availability and use of mined products such as minerals and metals They are the basis of our wealth and ... for closure and post-closure is leaving a growing number of abandoned and/ or orphan mining sites around the world As a result, mining and environment are often seen as antithetical and many consider ... risks posed by sub-standard mining and mineral processing operations both active and abandoned in South Eastern Europe Related work has been assessed and a wide range of mining sites in the Western...

Ngày tải lên: 28/06/2014, 19:20