SlideShare una empresa de Scribd logo

Market Basket Analysis Algorithm with Map/Reduce of Cloud Computing

•
•
Jongwook Woo
Jongwook Woo

Market Basket Analysis Algorithm with Map/Reduce of Cloud Computing presented at PDPTA 2011 (http://www.world-academy-of-science.org/worldcomp11/ws/conferences/pdpta11)

Tecnología
1 de 23
Descargar para leer sin conexión
Market Basket Analysis Algorithm with Map/Reduce of Cloud Computing 2011 PDPTA Jongwook Woo, PhD [email_address] High-Performance Internet Computing Center (HiPIC) Computer Information Systems Department California State University, Los Angeles
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object]
What is Map/Reduce Cloud Computing Cloudera HortonWorks AWS Parallel Computing
Have you heard about Cloud Computing? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is MapReduce ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Map ,[object Object],[object Object],[object Object]
Reduce ,[object Object],[object Object],[object Object],[object Object],[object Object]
Example: Sort URLs in the largest hit order ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Market Basket Analysis (MBA) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Market Basket Analysis (MBA) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Map Algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Reduce Algorithm ,[object Object],[object Object]
Market Basket Analysis (Cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Market Basket Analysis (Cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Market Basket Analysis (Cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Market Basket Analysis (Cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Market Basket Analysis (Cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Map/Reduce for MBA … … Map 1 () Map 2 () Map m () Reduce 1 () Reduce l () Data Aggregation/Combine ((coke, pizza), <1, 1, …, 1>) ((ham, juice), <1, 1, …, 1>) ((coke, pizza), 3,421) ((ham, juice), 2,346) Input Trax Data Reduce 2 () ((coke, pizza), 1) ((bear, corn), 1) … ((ham, juice), 1) ((coke, pizza), 1) …
Experimental Result ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Experimental Result ,[object Object],5,671 2,911 2,868 20 5,898 2,917 2,792 15 8,845 5,998 2,910 10 15,963 8,717 5,442 5 NA NA 9,133 2 26M (1.6GB) 13M (800MB) 6.7M (400MB)
Experimental Result ,[object Object]
Conclusion ,[object Object],[object Object],[object Object],[object Object],[object Object]
 

Recomendados

Eye Movement based Human Computer Interaction Technique
Eye Movement based Human Computer Interaction TechniqueEye Movement based Human Computer Interaction Technique
Eye Movement based Human Computer Interaction TechniqueJobin George
 
Region based segmentation
Region based segmentationRegion based segmentation
Region based segmentationInamul Hossain Imran
 
Deaf and Dump Gesture Recognition System
Deaf and Dump Gesture Recognition SystemDeaf and Dump Gesture Recognition System
Deaf and Dump Gesture Recognition SystemPraveena T
 
Speech emotion recognition from audio converted
Speech emotion recognition from audio convertedSpeech emotion recognition from audio converted
Speech emotion recognition from audio converteddataalcott
 
Image segmentation ppt
Image segmentation pptImage segmentation ppt
Image segmentation pptGichelle Amon
 
Sign language translator ieee power point
Sign language translator ieee power pointSign language translator ieee power point
Sign language translator ieee power pointMadhuri Yellapu
 
Object detection.pptx
Object detection.pptxObject detection.pptx
Object detection.pptxshradhaketkale2
 
AI CAM
AI CAMAI CAM
AI CAMChristian Müller
 

Recomendados

Eye Movement based Human Computer Interaction Technique
Eye Movement based Human Computer Interaction TechniqueEye Movement based Human Computer Interaction Technique
Eye Movement based Human Computer Interaction TechniqueJobin George
 
Region based segmentation
Region based segmentationRegion based segmentation
Region based segmentationInamul Hossain Imran
 
Deaf and Dump Gesture Recognition System
Deaf and Dump Gesture Recognition SystemDeaf and Dump Gesture Recognition System
Deaf and Dump Gesture Recognition SystemPraveena T
 
Speech emotion recognition from audio converted
Speech emotion recognition from audio convertedSpeech emotion recognition from audio converted
Speech emotion recognition from audio converteddataalcott
 
Image segmentation ppt
Image segmentation pptImage segmentation ppt
Image segmentation pptGichelle Amon
 
Sign language translator ieee power point
Sign language translator ieee power pointSign language translator ieee power point
Sign language translator ieee power pointMadhuri Yellapu
 
Object detection.pptx
Object detection.pptxObject detection.pptx
Object detection.pptxshradhaketkale2
 
AI CAM
AI CAMAI CAM
AI CAMChristian Müller
 
Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)Herman Kurnadi
 
Face detection and recognition
Face detection and recognitionFace detection and recognition
Face detection and recognitionPankaj Thakur
 
Traffic sign recognition
Traffic sign recognitionTraffic sign recognition
Traffic sign recognitionAKR Education
 
Hand Gesture Recognition
Hand Gesture RecognitionHand Gesture Recognition
Hand Gesture RecognitionShounak Katyayan
 
Counterfeit Currency Detection using Image Processing
Counterfeit Currency Detection using Image ProcessingCounterfeit Currency Detection using Image Processing
Counterfeit Currency Detection using Image Processingkarthik0101
 
Facial Image Analysis for age and gender and
Facial Image Analysis for age and gender andFacial Image Analysis for age and gender and
Facial Image Analysis for age and gender andYuheng Wang
 
Homomorphic filtering
Homomorphic filteringHomomorphic filtering
Homomorphic filteringGautam Saxena
 
EYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGYEYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGYgeothomas18
 
Age and Gender Detection-converted.pdf
Age and Gender Detection-converted.pdfAge and Gender Detection-converted.pdf
Age and Gender Detection-converted.pdfMohammedMuzammil83
 
Hand gesture recognition
Hand gesture recognitionHand gesture recognition
Hand gesture recognitionMuhammed M. Mekki
 
Face recognition using neural network
Face recognition using neural networkFace recognition using neural network
Face recognition using neural networkIndira Nayak
 
Hand Gesture Recognition system for deaf and dump people
Hand Gesture Recognition system for deaf and dump peopleHand Gesture Recognition system for deaf and dump people
Hand Gesture Recognition system for deaf and dump peopleManu Devappa
 
Computer Graphics Notes (B.Tech, KUK, MDU)
Computer Graphics Notes (B.Tech, KUK, MDU)Computer Graphics Notes (B.Tech, KUK, MDU)
Computer Graphics Notes (B.Tech, KUK, MDU)Rajesh Kamboj
 
Face recognition technology
Face recognition technologyFace recognition technology
Face recognition technologyPushkar Dutt
 
EyeRing PowerPoint Presentation
EyeRing PowerPoint PresentationEyeRing PowerPoint Presentation
EyeRing PowerPoint PresentationPriyad S Naidu
 
3 d holographic projection technology
3 d holographic projection technology3 d holographic projection technology
3 d holographic projection technologyswathi b
 
Virtual mouse
Virtual mouseVirtual mouse
Virtual mouseNikhil Mane
 
Human age and gender Detection
Human age and gender DetectionHuman age and gender Detection
Human age and gender DetectionAbhiAchalla
 
Real time detecting driver’s drowsiness using computer vision
Real time detecting driver’s drowsiness using computer visionReal time detecting driver’s drowsiness using computer vision
Real time detecting driver’s drowsiness using computer visioneSAT Publishing House
 
Image recognition
Image recognitionImage recognition
Image recognitionNikhil Singh
 
Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop
Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop
Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop Jongwook Woo
 
Masket Basket Analysis
Masket Basket AnalysisMasket Basket Analysis
Masket Basket AnalysisMarc Berman
 

Más contenido relacionado

La actualidad más candente

Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)Herman Kurnadi
 
Face detection and recognition
Face detection and recognitionFace detection and recognition
Face detection and recognitionPankaj Thakur
 
Traffic sign recognition
Traffic sign recognitionTraffic sign recognition
Traffic sign recognitionAKR Education
 
Counterfeit Currency Detection using Image Processing
Counterfeit Currency Detection using Image ProcessingCounterfeit Currency Detection using Image Processing
Counterfeit Currency Detection using Image Processingkarthik0101
 
Facial Image Analysis for age and gender and
Facial Image Analysis for age and gender andFacial Image Analysis for age and gender and
Facial Image Analysis for age and gender andYuheng Wang
 
Homomorphic filtering
Homomorphic filteringHomomorphic filtering
Homomorphic filteringGautam Saxena
 
EYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGYEYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGYgeothomas18
 
Age and Gender Detection-converted.pdf
Age and Gender Detection-converted.pdfAge and Gender Detection-converted.pdf
Age and Gender Detection-converted.pdfMohammedMuzammil83
 
Face recognition using neural network
Face recognition using neural networkFace recognition using neural network
Face recognition using neural networkIndira Nayak
 
Hand Gesture Recognition system for deaf and dump people
Hand Gesture Recognition system for deaf and dump peopleHand Gesture Recognition system for deaf and dump people
Hand Gesture Recognition system for deaf and dump peopleManu Devappa
 
Computer Graphics Notes (B.Tech, KUK, MDU)
Computer Graphics Notes (B.Tech, KUK, MDU)Computer Graphics Notes (B.Tech, KUK, MDU)
Computer Graphics Notes (B.Tech, KUK, MDU)Rajesh Kamboj
 
Face recognition technology
Face recognition technologyFace recognition technology
Face recognition technologyPushkar Dutt
 
EyeRing PowerPoint Presentation
EyeRing PowerPoint PresentationEyeRing PowerPoint Presentation
EyeRing PowerPoint PresentationPriyad S Naidu
 
3 d holographic projection technology
3 d holographic projection technology3 d holographic projection technology
3 d holographic projection technologyswathi b
 
Human age and gender Detection
Human age and gender DetectionHuman age and gender Detection
Human age and gender DetectionAbhiAchalla
 
Real time detecting driver’s drowsiness using computer vision
Real time detecting driver’s drowsiness using computer visionReal time detecting driver’s drowsiness using computer vision
Real time detecting driver’s drowsiness using computer visioneSAT Publishing House
 

La actualidad más candente (20)

Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)Deep learning on face recognition (use case, development and risk)
Deep learning on face recognition (use case, development and risk)
 
Face detection and recognition
Face detection and recognitionFace detection and recognition
Face detection and recognition
 
Traffic sign recognition
Traffic sign recognitionTraffic sign recognition
Traffic sign recognition
 
Hand Gesture Recognition
Hand Gesture RecognitionHand Gesture Recognition
Hand Gesture Recognition
 
Counterfeit Currency Detection using Image Processing
Counterfeit Currency Detection using Image ProcessingCounterfeit Currency Detection using Image Processing
Counterfeit Currency Detection using Image Processing
 
Facial Image Analysis for age and gender and
Facial Image Analysis for age and gender andFacial Image Analysis for age and gender and
Facial Image Analysis for age and gender and
 
Homomorphic filtering
Homomorphic filteringHomomorphic filtering
Homomorphic filtering
 
EYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGYEYE TRACKING TECHNOLOGY
EYE TRACKING TECHNOLOGY
 
Age and Gender Detection-converted.pdf
Age and Gender Detection-converted.pdfAge and Gender Detection-converted.pdf
Age and Gender Detection-converted.pdf
 
Hand gesture recognition
Hand gesture recognitionHand gesture recognition
Hand gesture recognition
 
Face recognition using neural network
Face recognition using neural networkFace recognition using neural network
Face recognition using neural network
 
Hand Gesture Recognition system for deaf and dump people
Hand Gesture Recognition system for deaf and dump peopleHand Gesture Recognition system for deaf and dump people
Hand Gesture Recognition system for deaf and dump people
 
Computer Graphics Notes (B.Tech, KUK, MDU)
Computer Graphics Notes (B.Tech, KUK, MDU)Computer Graphics Notes (B.Tech, KUK, MDU)
Computer Graphics Notes (B.Tech, KUK, MDU)
 
Face recognition technology
Face recognition technologyFace recognition technology
Face recognition technology
 
EyeRing PowerPoint Presentation
EyeRing PowerPoint PresentationEyeRing PowerPoint Presentation
EyeRing PowerPoint Presentation
 
3 d holographic projection technology
3 d holographic projection technology3 d holographic projection technology
3 d holographic projection technology
 
Virtual mouse
Virtual mouseVirtual mouse
Virtual mouse
 
Human age and gender Detection
Human age and gender DetectionHuman age and gender Detection
Human age and gender Detection
 
Real time detecting driver’s drowsiness using computer vision
Real time detecting driver’s drowsiness using computer visionReal time detecting driver’s drowsiness using computer vision
Real time detecting driver’s drowsiness using computer vision
 
Image recognition
Image recognitionImage recognition
Image recognition
 

Destacado

Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop
Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop
Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop Jongwook Woo
 
Masket Basket Analysis
Masket Basket AnalysisMasket Basket Analysis
Masket Basket AnalysisMarc Berman
 
07 2
07 207 2
07 2a_b_g
 
Apache Hadoop India Summit 2011 talk "The Next Generation of Hadoop MapReduce...
Apache Hadoop India Summit 2011 talk "The Next Generation of Hadoop MapReduce...Apache Hadoop India Summit 2011 talk "The Next Generation of Hadoop MapReduce...
Apache Hadoop India Summit 2011 talk "The Next Generation of Hadoop MapReduce...Yahoo Developer Network
 
Super Barcode Training Camp - Motorola AirDefense Wireless Security Presentation
Super Barcode Training Camp - Motorola AirDefense Wireless Security PresentationSuper Barcode Training Camp - Motorola AirDefense Wireless Security Presentation
Super Barcode Training Camp - Motorola AirDefense Wireless Security PresentationSystem ID Warehouse
 
Hadoop World Vertica
Hadoop World VerticaHadoop World Vertica
Hadoop World VerticaOmer Trajman
 
DFA Minimization in Map-Reduce
DFA Minimization in Map-ReduceDFA Minimization in Map-Reduce
DFA Minimization in Map-ReduceIraj Hedayati
 
Introduction to Map-Reduce
Introduction to Map-ReduceIntroduction to Map-Reduce
Introduction to Map-ReduceBrendan Tierney
 
Big Data Analysis With RHadoop
Big Data Analysis With RHadoopBig Data Analysis With RHadoop
Big Data Analysis With RHadoopDavid Chiu
 
Wireless hacking and security
Wireless hacking and securityWireless hacking and security
Wireless hacking and securityAdel Zalok
 
Hadoop Summit 2010 Tuning Hadoop To Deliver Performance To Your Application
Hadoop Summit 2010 Tuning Hadoop To Deliver Performance To Your ApplicationHadoop Summit 2010 Tuning Hadoop To Deliver Performance To Your Application
Hadoop Summit 2010 Tuning Hadoop To Deliver Performance To Your ApplicationYahoo Developer Network
 
2nd year pre clinical RPD Terminology, Components and Classification of parti...
2nd year pre clinical RPD Terminology, Components and Classification of parti...2nd year pre clinical RPD Terminology, Components and Classification of parti...
2nd year pre clinical RPD Terminology, Components and Classification of parti...Sajjad Hussain
 
Wireless Security null seminar
Wireless Security null seminarWireless Security null seminar
Wireless Security null seminarNilesh Sapariya
 
Presentation on Wireless border security system
Presentation on Wireless border security systemPresentation on Wireless border security system
Presentation on Wireless border security systemStudent
 
Application of MapReduce in Cloud Computing
Application of MapReduce in Cloud ComputingApplication of MapReduce in Cloud Computing
Application of MapReduce in Cloud ComputingMohammad Mustaqeem
 
Dental surveying of Removal partial denture
Dental surveying of Removal partial dentureDental surveying of Removal partial denture
Dental surveying of Removal partial dentureAli Alarasy
 
Mouth preparation for removable partial denture/ dental education in india
Mouth preparation for removable partial denture/ dental education in indiaMouth preparation for removable partial denture/ dental education in india
Mouth preparation for removable partial denture/ dental education in indiaIndian dental academy
 
Diagnosis and treatment planning of Removable Partial Denture
Diagnosis and treatment planning of Removable Partial Denture Diagnosis and treatment planning of Removable Partial Denture
Diagnosis and treatment planning of Removable Partial Denture dwijk
 

Destacado (20)

Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop
Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop
Market Basket Analysis Algorithm with no-SQL DB HBase and Hadoop
 
Masket Basket Analysis
Masket Basket AnalysisMasket Basket Analysis
Masket Basket Analysis
 
07 2
07 207 2
07 2
 
Apache Hadoop India Summit 2011 talk "The Next Generation of Hadoop MapReduce...
Apache Hadoop India Summit 2011 talk "The Next Generation of Hadoop MapReduce...Apache Hadoop India Summit 2011 talk "The Next Generation of Hadoop MapReduce...
Apache Hadoop India Summit 2011 talk "The Next Generation of Hadoop MapReduce...
 
Map Reduce
Map ReduceMap Reduce
Map Reduce
 
Super Barcode Training Camp - Motorola AirDefense Wireless Security Presentation
Super Barcode Training Camp - Motorola AirDefense Wireless Security PresentationSuper Barcode Training Camp - Motorola AirDefense Wireless Security Presentation
Super Barcode Training Camp - Motorola AirDefense Wireless Security Presentation
 
Hadoop World Vertica
Hadoop World VerticaHadoop World Vertica
Hadoop World Vertica
 
DFA Minimization in Map-Reduce
DFA Minimization in Map-ReduceDFA Minimization in Map-Reduce
DFA Minimization in Map-Reduce
 
Introduction to Map-Reduce
Introduction to Map-ReduceIntroduction to Map-Reduce
Introduction to Map-Reduce
 
Big Data Analysis With RHadoop
Big Data Analysis With RHadoopBig Data Analysis With RHadoop
Big Data Analysis With RHadoop
 
Wireless hacking and security
Wireless hacking and securityWireless hacking and security
Wireless hacking and security
 
Hadoop Summit 2010 Tuning Hadoop To Deliver Performance To Your Application
Hadoop Summit 2010 Tuning Hadoop To Deliver Performance To Your ApplicationHadoop Summit 2010 Tuning Hadoop To Deliver Performance To Your Application
Hadoop Summit 2010 Tuning Hadoop To Deliver Performance To Your Application
 
2nd year pre clinical RPD Terminology, Components and Classification of parti...
2nd year pre clinical RPD Terminology, Components and Classification of parti...2nd year pre clinical RPD Terminology, Components and Classification of parti...
2nd year pre clinical RPD Terminology, Components and Classification of parti...
 
Wireless Security null seminar
Wireless Security null seminarWireless Security null seminar
Wireless Security null seminar
 
Presentation on Wireless border security system
Presentation on Wireless border security systemPresentation on Wireless border security system
Presentation on Wireless border security system
 
types of dental surveyor
types of dental surveyortypes of dental surveyor
types of dental surveyor
 
Application of MapReduce in Cloud Computing
Application of MapReduce in Cloud ComputingApplication of MapReduce in Cloud Computing
Application of MapReduce in Cloud Computing
 
Dental surveying of Removal partial denture
Dental surveying of Removal partial dentureDental surveying of Removal partial denture
Dental surveying of Removal partial denture
 
Mouth preparation for removable partial denture/ dental education in india
Mouth preparation for removable partial denture/ dental education in indiaMouth preparation for removable partial denture/ dental education in india
Mouth preparation for removable partial denture/ dental education in india
 
Diagnosis and treatment planning of Removable Partial Denture
Diagnosis and treatment planning of Removable Partial Denture Diagnosis and treatment planning of Removable Partial Denture
Diagnosis and treatment planning of Removable Partial Denture
 

Similar a Market Basket Analysis Algorithm with Map/Reduce of Cloud Computing

Everyday I'm Shuffling - Tips for Writing Better Spark Programs, Strata San J...
Everyday I'm Shuffling - Tips for Writing Better Spark Programs, Strata San J...Everyday I'm Shuffling - Tips for Writing Better Spark Programs, Strata San J...
Everyday I'm Shuffling - Tips for Writing Better Spark Programs, Strata San J...Databricks
 
Introduction to MapReduce
Introduction to MapReduceIntroduction to MapReduce
Introduction to MapReduceHassan A-j
 
introduction to data processing using Hadoop and Pig
introduction to data processing using Hadoop and Pigintroduction to data processing using Hadoop and Pig
introduction to data processing using Hadoop and PigRicardo Varela
 
Mapreduce Algorithms
Mapreduce AlgorithmsMapreduce Algorithms
Mapreduce AlgorithmsAmund Tveit
 
Is There Room For Another Elephant In Tucson
Is There Room For Another Elephant In TucsonIs There Room For Another Elephant In Tucson
Is There Room For Another Elephant In TucsonAndy Lenards
 
TheEdge10 : Big Data is Here - Hadoop to the Rescue
TheEdge10 : Big Data is Here - Hadoop to the RescueTheEdge10 : Big Data is Here - Hadoop to the Rescue
TheEdge10 : Big Data is Here - Hadoop to the RescueShay Sofer
 
Introduction To Map Reduce
Introduction To Map ReduceIntroduction To Map Reduce
Introduction To Map Reducerantav
 
Accelerating analytics on the Sensor and IoT Data.
Accelerating analytics on the Sensor and IoT Data. Accelerating analytics on the Sensor and IoT Data.
Accelerating analytics on the Sensor and IoT Data. Keshav Murthy
 
QConSF 2014 talk on Netflix Mantis, a stream processing system
QConSF 2014 talk on Netflix Mantis, a stream processing systemQConSF 2014 talk on Netflix Mantis, a stream processing system
QConSF 2014 talk on Netflix Mantis, a stream processing systemDanny Yuan
 
A Deep Dive into Structured Streaming in Apache Spark
A Deep Dive into Structured Streaming in Apache Spark A Deep Dive into Structured Streaming in Apache Spark
A Deep Dive into Structured Streaming in Apache Spark Anyscale
 
Apache Spark 2.0: A Deep Dive Into Structured Streaming - by Tathagata Das
Apache Spark 2.0: A Deep Dive Into Structured Streaming - by Tathagata Das Apache Spark 2.0: A Deep Dive Into Structured Streaming - by Tathagata Das
Apache Spark 2.0: A Deep Dive Into Structured Streaming - by Tathagata Das Databricks
 
Spark what's new what's coming
Spark what's new what's comingSpark what's new what's coming
Spark what's new what's comingDatabricks
 
Next Generation Indexes For Big Data Engineering (ODSC East 2018)
Next Generation Indexes For Big Data Engineering (ODSC East 2018)Next Generation Indexes For Big Data Engineering (ODSC East 2018)
Next Generation Indexes For Big Data Engineering (ODSC East 2018)Daniel Lemire
 
Designing ETL Pipelines with Structured Streaming and Delta Lake—How to Archi...
Designing ETL Pipelines with Structured Streaming and Delta Lake—How to Archi...Designing ETL Pipelines with Structured Streaming and Delta Lake—How to Archi...
Designing ETL Pipelines with Structured Streaming and Delta Lake—How to Archi...Databricks
 
Intermachine Parallelism
Intermachine ParallelismIntermachine Parallelism
Intermachine ParallelismSri Prasanna
 
Scalable Realtime Analytics with declarative SQL like Complex Event Processin...
Scalable Realtime Analytics with declarative SQL like Complex Event Processin...Scalable Realtime Analytics with declarative SQL like Complex Event Processin...
Scalable Realtime Analytics with declarative SQL like Complex Event Processin...Srinath Perera
 
strata_spark_streaming.ppt
strata_spark_streaming.pptstrata_spark_streaming.ppt
strata_spark_streaming.pptrveiga100
 
Memory Optimization
Memory OptimizationMemory Optimization
Memory OptimizationWei Lin
 

Similar a Market Basket Analysis Algorithm with Map/Reduce of Cloud Computing (20)

Everyday I'm Shuffling - Tips for Writing Better Spark Programs, Strata San J...
Everyday I'm Shuffling - Tips for Writing Better Spark Programs, Strata San J...Everyday I'm Shuffling - Tips for Writing Better Spark Programs, Strata San J...
Everyday I'm Shuffling - Tips for Writing Better Spark Programs, Strata San J...
 
Introduction to MapReduce
Introduction to MapReduceIntroduction to MapReduce
Introduction to MapReduce
 
introduction to data processing using Hadoop and Pig
introduction to data processing using Hadoop and Pigintroduction to data processing using Hadoop and Pig
introduction to data processing using Hadoop and Pig
 
Mapreduce Algorithms
Mapreduce AlgorithmsMapreduce Algorithms
Mapreduce Algorithms
 
Is There Room For Another Elephant In Tucson
Is There Room For Another Elephant In TucsonIs There Room For Another Elephant In Tucson
Is There Room For Another Elephant In Tucson
 
TheEdge10 : Big Data is Here - Hadoop to the Rescue
TheEdge10 : Big Data is Here - Hadoop to the RescueTheEdge10 : Big Data is Here - Hadoop to the Rescue
TheEdge10 : Big Data is Here - Hadoop to the Rescue
 
Introduction To Map Reduce
Introduction To Map ReduceIntroduction To Map Reduce
Introduction To Map Reduce
 
Accelerating analytics on the Sensor and IoT Data.
Accelerating analytics on the Sensor and IoT Data. Accelerating analytics on the Sensor and IoT Data.
Accelerating analytics on the Sensor and IoT Data.
 
Malstone KDD 2010
Malstone KDD 2010Malstone KDD 2010
Malstone KDD 2010
 
QConSF 2014 talk on Netflix Mantis, a stream processing system
QConSF 2014 talk on Netflix Mantis, a stream processing systemQConSF 2014 talk on Netflix Mantis, a stream processing system
QConSF 2014 talk on Netflix Mantis, a stream processing system
 
A Deep Dive into Structured Streaming in Apache Spark
A Deep Dive into Structured Streaming in Apache Spark A Deep Dive into Structured Streaming in Apache Spark
A Deep Dive into Structured Streaming in Apache Spark
 
Spark streaming
Spark streamingSpark streaming
Spark streaming
 
Apache Spark 2.0: A Deep Dive Into Structured Streaming - by Tathagata Das
Apache Spark 2.0: A Deep Dive Into Structured Streaming - by Tathagata Das Apache Spark 2.0: A Deep Dive Into Structured Streaming - by Tathagata Das
Apache Spark 2.0: A Deep Dive Into Structured Streaming - by Tathagata Das
 
Spark what's new what's coming
Spark what's new what's comingSpark what's new what's coming
Spark what's new what's coming
 
Next Generation Indexes For Big Data Engineering (ODSC East 2018)
Next Generation Indexes For Big Data Engineering (ODSC East 2018)Next Generation Indexes For Big Data Engineering (ODSC East 2018)
Next Generation Indexes For Big Data Engineering (ODSC East 2018)
 
Designing ETL Pipelines with Structured Streaming and Delta Lake—How to Archi...
Designing ETL Pipelines with Structured Streaming and Delta Lake—How to Archi...Designing ETL Pipelines with Structured Streaming and Delta Lake—How to Archi...
Designing ETL Pipelines with Structured Streaming and Delta Lake—How to Archi...
 
Intermachine Parallelism
Intermachine ParallelismIntermachine Parallelism
Intermachine Parallelism
 
Scalable Realtime Analytics with declarative SQL like Complex Event Processin...
Scalable Realtime Analytics with declarative SQL like Complex Event Processin...Scalable Realtime Analytics with declarative SQL like Complex Event Processin...
Scalable Realtime Analytics with declarative SQL like Complex Event Processin...
 
strata_spark_streaming.ppt
strata_spark_streaming.pptstrata_spark_streaming.ppt
strata_spark_streaming.ppt
 
Memory Optimization
Memory OptimizationMemory Optimization
Memory Optimization
 

Más de Jongwook Woo

Machine Learning in Quantum Computing
Machine Learning in Quantum ComputingMachine Learning in Quantum Computing
Machine Learning in Quantum ComputingJongwook Woo
 
Comparing Scalable Predictive Analysis using Spark XGBoost Platforms
Comparing Scalable Predictive Analysis using Spark XGBoost PlatformsComparing Scalable Predictive Analysis using Spark XGBoost Platforms
Comparing Scalable Predictive Analysis using Spark XGBoost PlatformsJongwook Woo
 
Scalable Predictive Analysis and The Trend with Big Data & AI
Scalable Predictive Analysis and The Trend with Big Data & AIScalable Predictive Analysis and The Trend with Big Data & AI
Scalable Predictive Analysis and The Trend with Big Data & AIJongwook Woo
 
Introduction to Big Data and AI for Business Analytics and Prediction
Introduction to Big Data and AI for Business Analytics and PredictionIntroduction to Big Data and AI for Business Analytics and Prediction
Introduction to Big Data and AI for Business Analytics and PredictionJongwook Woo
 
Introduction to Big Data and its Trends
Introduction to Big Data and its TrendsIntroduction to Big Data and its Trends
Introduction to Big Data and its TrendsJongwook Woo
 
Rating Prediction using Deep Learning and Spark
Rating Prediction using Deep Learning and SparkRating Prediction using Deep Learning and Spark
Rating Prediction using Deep Learning and SparkJongwook Woo
 
History and Trend of Big Data and Deep Learning
History and Trend of Big Data and Deep LearningHistory and Trend of Big Data and Deep Learning
History and Trend of Big Data and Deep LearningJongwook Woo
 
The Importance of Open Innovation in AI era
The Importance of Open Innovation in AI eraThe Importance of Open Innovation in AI era
The Importance of Open Innovation in AI eraJongwook Woo
 
Traffic Data Analysis and Prediction using Big Data
Traffic Data Analysis and Prediction using Big DataTraffic Data Analysis and Prediction using Big Data
Traffic Data Analysis and Prediction using Big DataJongwook Woo
 
Big Data and Predictive Analysis
Big Data and Predictive AnalysisBig Data and Predictive Analysis
Big Data and Predictive AnalysisJongwook Woo
 
Predictive Analysis of Financial Fraud Detection using Azure and Spark ML
Predictive Analysis of Financial Fraud Detection using Azure and Spark MLPredictive Analysis of Financial Fraud Detection using Azure and Spark ML
Predictive Analysis of Financial Fraud Detection using Azure and Spark MLJongwook Woo
 
Introduction to Big Data: Smart Factory
Introduction to Big Data: Smart FactoryIntroduction to Big Data: Smart Factory
Introduction to Big Data: Smart FactoryJongwook Woo
 
Whose tombs are so called Nakrang tombs in Pyungyang? By Moon Sungjae
Whose tombs are so called Nakrang tombs in Pyungyang? By Moon SungjaeWhose tombs are so called Nakrang tombs in Pyungyang? By Moon Sungjae
Whose tombs are so called Nakrang tombs in Pyungyang? By Moon SungjaeJongwook Woo
 
President Election of Korea in 2017
President Election of Korea in 2017President Election of Korea in 2017
President Election of Korea in 2017Jongwook Woo
 
Big Data Trend with Open Platform
Big Data Trend with Open PlatformBig Data Trend with Open Platform
Big Data Trend with Open PlatformJongwook Woo
 
Big Data Trend and Open Data
Big Data Trend and Open DataBig Data Trend and Open Data
Big Data Trend and Open DataJongwook Woo
 
Big Data Platform adopting Spark and Use Cases with Open Data
Big Data Platform adopting Spark and Use Cases with Open DataBig Data Platform adopting Spark and Use Cases with Open Data
Big Data Platform adopting Spark and Use Cases with Open DataJongwook Woo
 
Big Data Analysis in Hydrogen Station using Spark and Azure ML
Big Data Analysis in Hydrogen Station using Spark and Azure MLBig Data Analysis in Hydrogen Station using Spark and Azure ML
Big Data Analysis in Hydrogen Station using Spark and Azure MLJongwook Woo
 
Alphago vs Lee Se-Dol : Tweeter Analysis using Hadoop and Spark
Alphago vs Lee Se-Dol : Tweeter Analysis using Hadoop and SparkAlphago vs Lee Se-Dol : Tweeter Analysis using Hadoop and Spark
Alphago vs Lee Se-Dol : Tweeter Analysis using Hadoop and SparkJongwook Woo
 

Más de Jongwook Woo (20)

Machine Learning in Quantum Computing
Machine Learning in Quantum ComputingMachine Learning in Quantum Computing
Machine Learning in Quantum Computing
 
Comparing Scalable Predictive Analysis using Spark XGBoost Platforms
Comparing Scalable Predictive Analysis using Spark XGBoost PlatformsComparing Scalable Predictive Analysis using Spark XGBoost Platforms
Comparing Scalable Predictive Analysis using Spark XGBoost Platforms
 
Scalable Predictive Analysis and The Trend with Big Data & AI
Scalable Predictive Analysis and The Trend with Big Data & AIScalable Predictive Analysis and The Trend with Big Data & AI
Scalable Predictive Analysis and The Trend with Big Data & AI
 
Introduction to Big Data and AI for Business Analytics and Prediction
Introduction to Big Data and AI for Business Analytics and PredictionIntroduction to Big Data and AI for Business Analytics and Prediction
Introduction to Big Data and AI for Business Analytics and Prediction
 
Introduction to Big Data and its Trends
Introduction to Big Data and its TrendsIntroduction to Big Data and its Trends
Introduction to Big Data and its Trends
 
Rating Prediction using Deep Learning and Spark
Rating Prediction using Deep Learning and SparkRating Prediction using Deep Learning and Spark
Rating Prediction using Deep Learning and Spark
 
History and Trend of Big Data and Deep Learning
History and Trend of Big Data and Deep LearningHistory and Trend of Big Data and Deep Learning
History and Trend of Big Data and Deep Learning
 
The Importance of Open Innovation in AI era
The Importance of Open Innovation in AI eraThe Importance of Open Innovation in AI era
The Importance of Open Innovation in AI era
 
Traffic Data Analysis and Prediction using Big Data
Traffic Data Analysis and Prediction using Big DataTraffic Data Analysis and Prediction using Big Data
Traffic Data Analysis and Prediction using Big Data
 
Big Data and Predictive Analysis
Big Data and Predictive AnalysisBig Data and Predictive Analysis
Big Data and Predictive Analysis
 
Predictive Analysis of Financial Fraud Detection using Azure and Spark ML
Predictive Analysis of Financial Fraud Detection using Azure and Spark MLPredictive Analysis of Financial Fraud Detection using Azure and Spark ML
Predictive Analysis of Financial Fraud Detection using Azure and Spark ML
 
Introduction to Big Data: Smart Factory
Introduction to Big Data: Smart FactoryIntroduction to Big Data: Smart Factory
Introduction to Big Data: Smart Factory
 
AI on Big Data
AI on Big DataAI on Big Data
AI on Big Data
 
Whose tombs are so called Nakrang tombs in Pyungyang? By Moon Sungjae
Whose tombs are so called Nakrang tombs in Pyungyang? By Moon SungjaeWhose tombs are so called Nakrang tombs in Pyungyang? By Moon Sungjae
Whose tombs are so called Nakrang tombs in Pyungyang? By Moon Sungjae
 
President Election of Korea in 2017
President Election of Korea in 2017President Election of Korea in 2017
President Election of Korea in 2017
 
Big Data Trend with Open Platform
Big Data Trend with Open PlatformBig Data Trend with Open Platform
Big Data Trend with Open Platform
 
Big Data Trend and Open Data
Big Data Trend and Open DataBig Data Trend and Open Data
Big Data Trend and Open Data
 
Big Data Platform adopting Spark and Use Cases with Open Data
Big Data Platform adopting Spark and Use Cases with Open DataBig Data Platform adopting Spark and Use Cases with Open Data
Big Data Platform adopting Spark and Use Cases with Open Data
 
Big Data Analysis in Hydrogen Station using Spark and Azure ML
Big Data Analysis in Hydrogen Station using Spark and Azure MLBig Data Analysis in Hydrogen Station using Spark and Azure ML
Big Data Analysis in Hydrogen Station using Spark and Azure ML
 
Alphago vs Lee Se-Dol : Tweeter Analysis using Hadoop and Spark
Alphago vs Lee Se-Dol : Tweeter Analysis using Hadoop and SparkAlphago vs Lee Se-Dol : Tweeter Analysis using Hadoop and Spark
Alphago vs Lee Se-Dol : Tweeter Analysis using Hadoop and Spark
 

Último

Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...Nikki Chapple
 
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...itnewsafrica
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI AgeCprime
 
React JS; all concepts. Contains React Features, JSX, functional & Class comp...
React JS; all concepts. Contains React Features, JSX, functional & Class comp...React JS; all concepts. Contains React Features, JSX, functional & Class comp...
React JS; all concepts. Contains React Features, JSX, functional & Class comp...Karmanjay Verma
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPathCommunity
 
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24Mark Goldstein
 
Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#Karmanjay Verma
 
React Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App FrameworkReact Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App FrameworkPixlogix Infotech
 
Accelerating Enterprise Software Engineering with Platformless
Accelerating Enterprise Software Engineering with PlatformlessAccelerating Enterprise Software Engineering with Platformless
Accelerating Enterprise Software Engineering with PlatformlessWSO2
 
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...amber724300
 
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesMuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesManik S Magar
 
Design pattern talk by Kaya Weers - 2024 (v2)
Design pattern talk by Kaya Weers - 2024 (v2)Design pattern talk by Kaya Weers - 2024 (v2)
Design pattern talk by Kaya Weers - 2024 (v2)Kaya Weers
 
Glenn Lazarus- Why Your Observability Strategy Needs Security Observability
Glenn Lazarus- Why Your Observability Strategy Needs Security ObservabilityGlenn Lazarus- Why Your Observability Strategy Needs Security Observability
Glenn Lazarus- Why Your Observability Strategy Needs Security Observabilityitnewsafrica
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...panagenda
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfIngrid Airi González
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesBernd Ruecker
 
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Alkin Tezuysal
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsNathaniel Shimoni
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfNeo4j
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Nikki Chapple
 

Último (20)

Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
Microsoft 365 Copilot: How to boost your productivity with AI – Part two: Dat...
 
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
Irene Moetsana-Moeng: Stakeholders in Cybersecurity: Collaborative Defence fo...
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI Age
 
React JS; all concepts. Contains React Features, JSX, functional & Class comp...
React JS; all concepts. Contains React Features, JSX, functional & Class comp...React JS; all concepts. Contains React Features, JSX, functional & Class comp...
React JS; all concepts. Contains React Features, JSX, functional & Class comp...
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to Hero
 
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
 
Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#
 
React Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App FrameworkReact Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App Framework
 
Accelerating Enterprise Software Engineering with Platformless
Accelerating Enterprise Software Engineering with PlatformlessAccelerating Enterprise Software Engineering with Platformless
Accelerating Enterprise Software Engineering with Platformless
 
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
 
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesMuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
 
Design pattern talk by Kaya Weers - 2024 (v2)
Design pattern talk by Kaya Weers - 2024 (v2)Design pattern talk by Kaya Weers - 2024 (v2)
Design pattern talk by Kaya Weers - 2024 (v2)
 
Glenn Lazarus- Why Your Observability Strategy Needs Security Observability
Glenn Lazarus- Why Your Observability Strategy Needs Security ObservabilityGlenn Lazarus- Why Your Observability Strategy Needs Security Observability
Glenn Lazarus- Why Your Observability Strategy Needs Security Observability
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdf
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architectures
 
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directions
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdf
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
 

Market Basket Analysis Algorithm with Map/Reduce of Cloud Computing

  • 1. Market Basket Analysis Algorithm with Map/Reduce of Cloud Computing 2011 PDPTA Jongwook Woo, PhD [email_address] High-Performance Internet Computing Center (HiPIC) Computer Information Systems Department California State University, Los Angeles
  • 2.
  • 3. What is Map/Reduce Cloud Computing Cloudera HortonWorks AWS Parallel Computing
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18. Map/Reduce for MBA … … Map 1 () Map 2 () Map m () Reduce 1 () Reduce l () Data Aggregation/Combine ((coke, pizza), <1, 1, …, 1>) ((ham, juice), <1, 1, …, 1>) ((coke, pizza), 3,421) ((ham, juice), 2,346) Input Trax Data Reduce 2 () ((coke, pizza), 1) ((bear, corn), 1) … ((ham, juice), 1) ((coke, pizza), 1) …
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.