Exploring data with RapidMiner : explore, understand, and prepare real data using rapidminer's practical tips and tricks /

A step-by-step tutorial style using examples so that users of different levels will benefit from the facilities offered by RapidMiner. If you are a computer scientist or an engineer who has real data from which you want to extract value, this book is ideal for you. You will need to have at least a b...

Descripción completa

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Chisholm, Andrew, 1959- (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Birmingham, UK : Packt Publishing, 2013.
Colección:Community experience distilled.
Temas:
RapidMiner (Electronic resource)
Data mining.
Exploration de données (Informatique)
COMPUTERS > General.
Acceso en línea:Texto completo

MARC

LEADER 00000cam a2200000 i 4500
001 EBSCO_ocn873807804
003 OCoLC
005 20231017213018.0
006 m o d
007 cr cnu---unuuu
008 140318s2013 enka o 001 0 eng d
040 |a N$T  |b eng  |e rda  |e pn  |c N$T  |d YDXCP  |d MEAUC  |d OCLCQ  |d AGLDB  |d OCLCQ  |d ZCU  |d MERUC  |d OCLCF  |d OCLCQ  |d VTS  |d ICG  |d UKMGB  |d OCLCQ  |d STF  |d DKC  |d YDX  |d AU@  |d OCLCQ  |d M8D  |d OCLCQ  |d OCLCO  |d OCLCQ  |d OCLCO  |d OCLCQ  |d OCL 
016 7 |a 018005479  |2 Uk 
019 |a 865157857 
020 |a 9781782169345  |q (electronic bk.) 
020 |a 1782169342  |q (electronic bk.) 
020 |z 9781782169338 
020 |z 1782169334 
029 1 |a CHNEW  |b 000899043 
029 1 |a CHVBK  |b 40338902X 
029 1 |a DEBBG  |b BV043780304 
029 1 |a DEBBG  |b BV044064047 
029 1 |a DEBSZ  |b 472814230 
029 1 |a UKMGB  |b 018005479 
035 |a (OCoLC)873807804  |z (OCoLC)865157857 
037 |a 9781782169345  |b Packt Publishing Pvt. Ltd 
050 4 |a QA76.9 .D343  |b C45 2013eb 
072 7 |a COM  |x 000000  |2 bisacsh 
082 0 4 |a 006.3  |2 22 
049 |a UAMI 
100 1 |a Chisholm, Andrew,  |d 1959-  |e author. 
245 1 0 |a Exploring data with RapidMiner :  |b explore, understand, and prepare real data using rapidminer's practical tips and tricks /  |c Andrew Chisholm. 
264 1 |a Birmingham, UK :  |b Packt Publishing,  |c 2013. 
300 |a 1 online resource (iv, 148 pages) :  |b illustrations 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
490 1 |a Community experience distilled 
500 |a Includes index. 
520 |a A step-by-step tutorial style using examples so that users of different levels will benefit from the facilities offered by RapidMiner. If you are a computer scientist or an engineer who has real data from which you want to extract value, this book is ideal for you. You will need to have at least a basic awareness of data mining techniques and some exposure to RapidMiner. 
588 0 |a Print version record. 
505 0 |a Cover; Copyright; Credits; About the Author; About the Reviewer; www.PacktPub.com; Table of Contents; Preface; Chapter 1: Setting the Scene; A process framework; Data volume and velocity; Datavariety, formats, and meanings; Missing data; Cleaning data; Visualizing data; Resource constraints; Terminology; Accompanying material; Summary; Chapter 2: Loading Data; Reading files; Alternative delimiters; Reading complete lines; Reading large numbers of attributes; Splitting files into smaller pieces; Databases; The Read Database operator; Large datasets; Using macros; Summary. 
505 8 |a Chapter 3: Visualizing DataGetting started; Statistical summaries; Relationships between attributes; Scatter plots; Scatter 3D color; Parallel and deviation; Quartile color; Time series data; Plotting series; Using the survey plotter; Relations between examples; Using histograms; Using block plots; Summary; Chapter 4: Parsing and Converting Attributes; Generating attributes; Date functions; Regular expression functions; Generating extracts; Regular expressions; XPath; Renaming attributes; Searching and replacing attribute values; Using the Map operator; Using the Replace operator. 
505 8 |a Using Replace (Dictionary)Summary; Chapter 5: Outliers; Manual inspection; Increasing the data volume; Rules for handling outliers; Automated detection of example outliers; Detect Outlier (Distances); Detect Outlier (Densities); Detect Outlier (LOF); Detect Outliers (COF); Summary; Chapter 6: Missing Values; Missing or empty?; Types of missing data; Missing completely at random; Missing at random; Not missing at random; Categorizing missing data; Finding MCAR data; Finding MAR data; Finding NMAR data; A cautionary note; Effect of missing data; Options for handling missing data. 
505 8 |a Returning to the root causeIgnore it; Manual editing; Deletion of examples; Deletion of attributes; Imputation with single values; Modeling; Summary; Chapter 7: Transforming Data; Creating new attributes; Aggregation; Using pivoting; Using de-pivoting; Summary; Chapter 8: Reducing Data Size; Removing examples using sampling; Removing attributes; Removing useless attributes; Weighting attributes; Selecting attributes using models; Summary; Chapter 9: Resource Constraints; Measuring and estimating performance; Measuring performance; Adding memory; Parallel processing; Restructuring processes. 
590 |a eBooks on EBSCOhost  |b EBSCO eBook Subscription Academic Collection - Worldwide 
630 0 0 |a RapidMiner (Electronic resource) 
630 0 7 |a RapidMiner (Electronic resource)  |2 fast  |0 (OCoLC)fst02056833 
650 0 |a Data mining. 
650 6 |a Exploration de données (Informatique) 
650 7 |a COMPUTERS  |x General.  |2 bisacsh 
650 7 |a Data mining.  |2 fast  |0 (OCoLC)fst00887946 
776 0 8 |i Print version:  |a Chisholm, Andrew, 1959-  |t Exploring data with RapidMiner  |z 9781782169338  |w (OCoLC)868306800 
830 0 |a Community experience distilled. 
856 4 0 |u https://ebsco.uam.elogim.com/login.aspx?direct=true&scope=site&db=nlebk&AN=672997  |z Texto completo 
938 |a EBSCOhost  |b EBSC  |n 672997 
938 |a YBP Library Services  |b YANK  |n 11412784 
994 |a 92  |b IZTAP 

Ejemplares similares