IBM SPSS modeler cookbook / / Keith McCormick [and four others] |
Autore | McCormick Keith |
Edizione | [1st edition] |
Pubbl/distr/stampa | Birmingham : , : Packt Publishing, , [2013] |
Descrizione fisica | 1 online resource (382 p.) |
Disciplina | 005.478 |
Soggetto topico |
Data mining
Database management |
Soggetto genere / forma | Electronic books. |
ISBN | 1-84968-547-9 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
""Cover""; ""Copyright""; ""Credits""; ""Foreword""; ""About the Authors""; ""About the Reviewers""; ""www.PacktPub.com""; ""Table of Contents""; ""Preface""; ""Chapter 1: Data Understanding""; ""Introduction""; ""Using an empty aggregate to evaluate sample size ""; ""Evaluating the need to sample from the initial data""; ""Using CHAID stumps when interviewing an SME""; ""Using a single cluster K-means as an alternative to anomaly detection""; ""Using an @NULL multiple Derive to explore missing data""; ""Creating an outlier report to give to SMEs""
""Detecting potential model instability early using the Partition node and Feature Selection""""Chapter 2: Data Preparation � Select""; ""Introduction""; ""Using the Feature Selection node creatively to remove, or decapitate, perfect predictors""; ""Running a Statistics node on anti-join to evaluate potential missing data""; ""Evaluating the use of sampling for speed""; ""Removing redundant variables using correlation matrices""; ""Selecting variable using the CHAID modeling node""; ""Selecting variables using the Means node"" ""Selecting variables using single-antecedent association rules""""Chapter 3: Data Preparation � Clean""; ""Introduction""; ""Binning scale variables to address missing data""; ""Using a full data model/partial data model approach to address missing data""; ""Imputing in-stream mean or median""; ""Imputing missing values randomly from uniform or normal distributions""; ""Using random imputation to match a variable's distribution""; ""Searching for similar records using a neural network for inexact matching""; ""Using neuro-fuzzy searching to find similar names"" ""Producing longer Soundex codes""""Chapter 4: Data Preparation � Construct""; ""Introduction""; ""Building transformations with multiple Derive nodes""; ""Calculating and comparing conversion rates""; ""Grouping categorical values""; ""Transforming high skew and kurtosis variables with a multiple Derive node""; ""Creating flag variables for aggregation""; ""Using Association Rules for interaction detection/feature creation""; ""Creating time-aligned cohorts""; ""Chapter 5: Data Preparation � Integrate and Format""; ""Introduction"" ""Speeding up merge with caching and optimization settings""""Merging a look-up table""; ""Shuffle-down (nonstandard aggregation)""; ""Cartesian product merge using key-less merge by key""; ""Multiplying out using Cartesian product merge, user source, and derive dummy""; ""Changing large numbers of variable names without scripting""; ""Parsing nonstandard dates""; ""Parsing and performing a conversion on a complex stream""; ""Sequence processing""; ""Chapter 6: Selecting and Building a Model""; ""Introduction""; ""Evaluating balancing with the Auto Classifier"" ""Building models with and without outliers"" |
Record Nr. | UNINA-9910453495903321 |
McCormick Keith | ||
Birmingham : , : Packt Publishing, , [2013] | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
IBM SPSS modeler cookbook / / Keith McCormick [and four others] |
Autore | McCormick Keith |
Edizione | [1st edition] |
Pubbl/distr/stampa | Birmingham : , : Packt Publishing, , [2013] |
Descrizione fisica | 1 online resource (382 p.) |
Disciplina | 005.478 |
Soggetto topico |
Data mining
Database management |
ISBN | 1-84968-547-9 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
""Cover""; ""Copyright""; ""Credits""; ""Foreword""; ""About the Authors""; ""About the Reviewers""; ""www.PacktPub.com""; ""Table of Contents""; ""Preface""; ""Chapter 1: Data Understanding""; ""Introduction""; ""Using an empty aggregate to evaluate sample size ""; ""Evaluating the need to sample from the initial data""; ""Using CHAID stumps when interviewing an SME""; ""Using a single cluster K-means as an alternative to anomaly detection""; ""Using an @NULL multiple Derive to explore missing data""; ""Creating an outlier report to give to SMEs""
""Detecting potential model instability early using the Partition node and Feature Selection""""Chapter 2: Data Preparation � Select""; ""Introduction""; ""Using the Feature Selection node creatively to remove, or decapitate, perfect predictors""; ""Running a Statistics node on anti-join to evaluate potential missing data""; ""Evaluating the use of sampling for speed""; ""Removing redundant variables using correlation matrices""; ""Selecting variable using the CHAID modeling node""; ""Selecting variables using the Means node"" ""Selecting variables using single-antecedent association rules""""Chapter 3: Data Preparation � Clean""; ""Introduction""; ""Binning scale variables to address missing data""; ""Using a full data model/partial data model approach to address missing data""; ""Imputing in-stream mean or median""; ""Imputing missing values randomly from uniform or normal distributions""; ""Using random imputation to match a variable's distribution""; ""Searching for similar records using a neural network for inexact matching""; ""Using neuro-fuzzy searching to find similar names"" ""Producing longer Soundex codes""""Chapter 4: Data Preparation � Construct""; ""Introduction""; ""Building transformations with multiple Derive nodes""; ""Calculating and comparing conversion rates""; ""Grouping categorical values""; ""Transforming high skew and kurtosis variables with a multiple Derive node""; ""Creating flag variables for aggregation""; ""Using Association Rules for interaction detection/feature creation""; ""Creating time-aligned cohorts""; ""Chapter 5: Data Preparation � Integrate and Format""; ""Introduction"" ""Speeding up merge with caching and optimization settings""""Merging a look-up table""; ""Shuffle-down (nonstandard aggregation)""; ""Cartesian product merge using key-less merge by key""; ""Multiplying out using Cartesian product merge, user source, and derive dummy""; ""Changing large numbers of variable names without scripting""; ""Parsing nonstandard dates""; ""Parsing and performing a conversion on a complex stream""; ""Sequence processing""; ""Chapter 6: Selecting and Building a Model""; ""Introduction""; ""Evaluating balancing with the Auto Classifier"" ""Building models with and without outliers"" |
Record Nr. | UNINA-9910790502403321 |
McCormick Keith | ||
Birmingham : , : Packt Publishing, , [2013] | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
IBM SPSS modeler cookbook / / Keith McCormick [and four others] |
Autore | McCormick Keith |
Edizione | [1st edition] |
Pubbl/distr/stampa | Birmingham : , : Packt Publishing, , [2013] |
Descrizione fisica | 1 online resource (382 p.) |
Disciplina | 005.478 |
Soggetto topico |
Data mining
Database management |
ISBN |
9781849685474
1849685479 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
""Cover""; ""Copyright""; ""Credits""; ""Foreword""; ""About the Authors""; ""About the Reviewers""; ""www.PacktPub.com""; ""Table of Contents""; ""Preface""; ""Chapter 1: Data Understanding""; ""Introduction""; ""Using an empty aggregate to evaluate sample size ""; ""Evaluating the need to sample from the initial data""; ""Using CHAID stumps when interviewing an SME""; ""Using a single cluster K-means as an alternative to anomaly detection""; ""Using an @NULL multiple Derive to explore missing data""; ""Creating an outlier report to give to SMEs""
""Detecting potential model instability early using the Partition node and Feature Selection""""Chapter 2: Data Preparation � Select""; ""Introduction""; ""Using the Feature Selection node creatively to remove, or decapitate, perfect predictors""; ""Running a Statistics node on anti-join to evaluate potential missing data""; ""Evaluating the use of sampling for speed""; ""Removing redundant variables using correlation matrices""; ""Selecting variable using the CHAID modeling node""; ""Selecting variables using the Means node"" ""Selecting variables using single-antecedent association rules""""Chapter 3: Data Preparation � Clean""; ""Introduction""; ""Binning scale variables to address missing data""; ""Using a full data model/partial data model approach to address missing data""; ""Imputing in-stream mean or median""; ""Imputing missing values randomly from uniform or normal distributions""; ""Using random imputation to match a variable's distribution""; ""Searching for similar records using a neural network for inexact matching""; ""Using neuro-fuzzy searching to find similar names"" ""Producing longer Soundex codes""""Chapter 4: Data Preparation � Construct""; ""Introduction""; ""Building transformations with multiple Derive nodes""; ""Calculating and comparing conversion rates""; ""Grouping categorical values""; ""Transforming high skew and kurtosis variables with a multiple Derive node""; ""Creating flag variables for aggregation""; ""Using Association Rules for interaction detection/feature creation""; ""Creating time-aligned cohorts""; ""Chapter 5: Data Preparation � Integrate and Format""; ""Introduction"" ""Speeding up merge with caching and optimization settings""""Merging a look-up table""; ""Shuffle-down (nonstandard aggregation)""; ""Cartesian product merge using key-less merge by key""; ""Multiplying out using Cartesian product merge, user source, and derive dummy""; ""Changing large numbers of variable names without scripting""; ""Parsing nonstandard dates""; ""Parsing and performing a conversion on a complex stream""; ""Sequence processing""; ""Chapter 6: Selecting and Building a Model""; ""Introduction""; ""Evaluating balancing with the Auto Classifier"" ""Building models with and without outliers"" |
Altri titoli varianti | SPSS Modeler cookbook |
Record Nr. | UNINA-9910818786803321 |
McCormick Keith | ||
Birmingham : , : Packt Publishing, , [2013] | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Information security : 4th International conference, ISC 2001 : Malaga, Spain, Otober 1-3,2001 : proceedings / George I. Davida ... <et al.> (eds.) |
Autore | International conference ISC <4. ; 2001 ; Malaga, Spagna> |
Pubbl/distr/stampa | Berlin [etc.] : Springer Verlag, copyr. 2001 |
Descrizione fisica | XIII, 554 p. : ill. ; 20 cm |
Disciplina | 005.478 |
Collana | Lecture notes in computer science |
Soggetto non controllato |
Sicurezza dei datiCongressi2001
CongressiMalaga (Spagna)2001 |
ISBN | 3-540-42662-0 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNISA-990000762920203316 |
International conference ISC <4. ; 2001 ; Malaga, Spagna> | ||
Berlin [etc.] : Springer Verlag, copyr. 2001 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. di Salerno | ||
|
Information security : 5th international conference, ISC 2002 : Sao Paulo, Brazil, September 30-October 2, 2002 : proceedings / Agnes Hui Chan...[et al.] (eds.) |
Autore | International conference, ISC <5.; 2002 ; San Paulo, Brazil > |
Pubbl/distr/stampa | Berlin : Springer-Verlag, copyr. 2002 |
Descrizione fisica | X, 502 p. : ill. ; 20 cm. |
Disciplina | 005.478 |
Collana | Lecture notes in computer science |
Soggetto non controllato | Sicurezza dei dati - Congressi - 2002 |
ISBN | 3-540-44270-7 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNISA-990001112650203316 |
International conference, ISC <5.; 2002 ; San Paulo, Brazil > | ||
Berlin : Springer-Verlag, copyr. 2002 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. di Salerno | ||
|
Information security : 6. International conference, ISC 2003 : Bristol, UK, October 2003 : proceedings / Colin Boyd, Wenbo Mao (Eds.) |
Autore | International conference, ISC <6.; 2003 ; Bristol> |
Pubbl/distr/stampa | Berlin [etc.] : Springer, copyr. 2003 |
Descrizione fisica | XI, 441 p. : ill. ; 24 cm. |
Disciplina | 005.478 |
Collana | Lecture notes in computer science |
Soggetto non controllato | Sicurezza dei dati - Congressi - 2003 |
ISBN | 3-540-20176-9 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNISA-990001849110203316 |
International conference, ISC <6.; 2003 ; Bristol> | ||
Berlin [etc.] : Springer, copyr. 2003 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. di Salerno | ||
|
Information security : third international workshop, ISW 2000 : Wollongong, Australia, December 20-21, 2000 / Josef Pieprzyk...[et al.] (eds.) |
Autore | International workshop, ISW <Third; 2000; Wollongong, Australia> |
Pubbl/distr/stampa | Berlino : Springer-Verlag, copyr. 2000 |
Descrizione fisica | X, 322 p. : ill. ; 20 cm. |
Disciplina | 005.478 |
Collana | Lecture notes in computer science |
Soggetto non controllato |
Sicurezza dei dati - Congressi - 2000
Congressi - Wollongong - 2000 |
ISBN | 3-540-41416-9 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNISA-990000372390203316 |
International workshop, ISW <Third; 2000; Wollongong, Australia> | ||
Berlino : Springer-Verlag, copyr. 2000 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. di Salerno | ||
|