SlideShare a Scribd company logo
1 of 44
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical
Machine Learning and Data Mining: 08 Clustering: Hierarchical

More Related Content

Viewers also liked

Machine Learning and Data Mining: 09 Clustering: Density-based, Grid-based, M...
Machine Learning and Data Mining: 09 Clustering: Density-based, Grid-based, M...Machine Learning and Data Mining: 09 Clustering: Density-based, Grid-based, M...
Machine Learning and Data Mining: 09 Clustering: Density-based, Grid-based, M...Pier Luca Lanzi
 
Cure, Clustering Algorithm
Cure, Clustering AlgorithmCure, Clustering Algorithm
Cure, Clustering AlgorithmLino Possamai
 
Big data Clustering Algorithms And Strategies
Big data Clustering Algorithms And StrategiesBig data Clustering Algorithms And Strategies
Big data Clustering Algorithms And StrategiesFarzad Nozarian
 
Machine Learning and Data Mining: 04 Association Rule Mining
Machine Learning and Data Mining: 04 Association Rule MiningMachine Learning and Data Mining: 04 Association Rule Mining
Machine Learning and Data Mining: 04 Association Rule MiningPier Luca Lanzi
 
Evolving Rules to Solve Problems: The Learning Classifier Systems Way
Evolving Rules to Solve Problems: The Learning Classifier Systems WayEvolving Rules to Solve Problems: The Learning Classifier Systems Way
Evolving Rules to Solve Problems: The Learning Classifier Systems WayPier Luca Lanzi
 
3.2 partitioning methods
3.2 partitioning methods3.2 partitioning methods
3.2 partitioning methodsKrish_ver2
 
Data Mining: clustering and analysis
Data Mining: clustering and analysisData Mining: clustering and analysis
Data Mining: clustering and analysisDataminingTools Inc
 

Viewers also liked (11)

Machine Learning and Data Mining: 09 Clustering: Density-based, Grid-based, M...
Machine Learning and Data Mining: 09 Clustering: Density-based, Grid-based, M...Machine Learning and Data Mining: 09 Clustering: Density-based, Grid-based, M...
Machine Learning and Data Mining: 09 Clustering: Density-based, Grid-based, M...
 
Cure, Clustering Algorithm
Cure, Clustering AlgorithmCure, Clustering Algorithm
Cure, Clustering Algorithm
 
Big data Clustering Algorithms And Strategies
Big data Clustering Algorithms And StrategiesBig data Clustering Algorithms And Strategies
Big data Clustering Algorithms And Strategies
 
Machine Learning and Data Mining: 04 Association Rule Mining
Machine Learning and Data Mining: 04 Association Rule MiningMachine Learning and Data Mining: 04 Association Rule Mining
Machine Learning and Data Mining: 04 Association Rule Mining
 
Evolving Rules to Solve Problems: The Learning Classifier Systems Way
Evolving Rules to Solve Problems: The Learning Classifier Systems WayEvolving Rules to Solve Problems: The Learning Classifier Systems Way
Evolving Rules to Solve Problems: The Learning Classifier Systems Way
 
08 clustering
08 clustering08 clustering
08 clustering
 
3.2 partitioning methods
3.2 partitioning methods3.2 partitioning methods
3.2 partitioning methods
 
Cluster analysis
Cluster analysisCluster analysis
Cluster analysis
 
Dataa miining
Dataa miiningDataa miining
Dataa miining
 
Clustering in Data Mining
Clustering in Data MiningClustering in Data Mining
Clustering in Data Mining
 
Data Mining: clustering and analysis
Data Mining: clustering and analysisData Mining: clustering and analysis
Data Mining: clustering and analysis
 

More from Pier Luca Lanzi

11 Settembre 2021 - Giocare con i Videogiochi
11 Settembre 2021 - Giocare con i Videogiochi11 Settembre 2021 - Giocare con i Videogiochi
11 Settembre 2021 - Giocare con i VideogiochiPier Luca Lanzi
 
Breve Viaggio al Centro dei Videogiochi
Breve Viaggio al Centro dei VideogiochiBreve Viaggio al Centro dei Videogiochi
Breve Viaggio al Centro dei VideogiochiPier Luca Lanzi
 
Global Game Jam 19 @ POLIMI - Morning Welcome
Global Game Jam 19 @ POLIMI - Morning WelcomeGlobal Game Jam 19 @ POLIMI - Morning Welcome
Global Game Jam 19 @ POLIMI - Morning WelcomePier Luca Lanzi
 
Data Driven Game Design @ Campus Party 2018
Data Driven Game Design @ Campus Party 2018Data Driven Game Design @ Campus Party 2018
Data Driven Game Design @ Campus Party 2018Pier Luca Lanzi
 
GGJ18 al Politecnico di Milano - Presentazione che precede la presentazione d...
GGJ18 al Politecnico di Milano - Presentazione che precede la presentazione d...GGJ18 al Politecnico di Milano - Presentazione che precede la presentazione d...
GGJ18 al Politecnico di Milano - Presentazione che precede la presentazione d...Pier Luca Lanzi
 
GGJ18 al Politecnico di Milano - Presentazione di apertura
GGJ18 al Politecnico di Milano - Presentazione di aperturaGGJ18 al Politecnico di Milano - Presentazione di apertura
GGJ18 al Politecnico di Milano - Presentazione di aperturaPier Luca Lanzi
 
Presentation for UNITECH event - January 8, 2018
Presentation for UNITECH event - January 8, 2018Presentation for UNITECH event - January 8, 2018
Presentation for UNITECH event - January 8, 2018Pier Luca Lanzi
 
DMTM Lecture 20 Data preparation
DMTM Lecture 20 Data preparationDMTM Lecture 20 Data preparation
DMTM Lecture 20 Data preparationPier Luca Lanzi
 
DMTM Lecture 19 Data exploration
DMTM Lecture 19 Data explorationDMTM Lecture 19 Data exploration
DMTM Lecture 19 Data explorationPier Luca Lanzi
 
DMTM Lecture 18 Graph mining
DMTM Lecture 18 Graph miningDMTM Lecture 18 Graph mining
DMTM Lecture 18 Graph miningPier Luca Lanzi
 
DMTM Lecture 17 Text mining
DMTM Lecture 17 Text miningDMTM Lecture 17 Text mining
DMTM Lecture 17 Text miningPier Luca Lanzi
 
DMTM Lecture 16 Association rules
DMTM Lecture 16 Association rulesDMTM Lecture 16 Association rules
DMTM Lecture 16 Association rulesPier Luca Lanzi
 
DMTM Lecture 15 Clustering evaluation
DMTM Lecture 15 Clustering evaluationDMTM Lecture 15 Clustering evaluation
DMTM Lecture 15 Clustering evaluationPier Luca Lanzi
 
DMTM Lecture 14 Density based clustering
DMTM Lecture 14 Density based clusteringDMTM Lecture 14 Density based clustering
DMTM Lecture 14 Density based clusteringPier Luca Lanzi
 
DMTM Lecture 13 Representative based clustering
DMTM Lecture 13 Representative based clusteringDMTM Lecture 13 Representative based clustering
DMTM Lecture 13 Representative based clusteringPier Luca Lanzi
 
DMTM Lecture 12 Hierarchical clustering
DMTM Lecture 12 Hierarchical clusteringDMTM Lecture 12 Hierarchical clustering
DMTM Lecture 12 Hierarchical clusteringPier Luca Lanzi
 
DMTM Lecture 11 Clustering
DMTM Lecture 11 ClusteringDMTM Lecture 11 Clustering
DMTM Lecture 11 ClusteringPier Luca Lanzi
 
DMTM Lecture 10 Classification ensembles
DMTM Lecture 10 Classification ensemblesDMTM Lecture 10 Classification ensembles
DMTM Lecture 10 Classification ensemblesPier Luca Lanzi
 
DMTM Lecture 09 Other classificationmethods
DMTM Lecture 09 Other classificationmethodsDMTM Lecture 09 Other classificationmethods
DMTM Lecture 09 Other classificationmethodsPier Luca Lanzi
 
DMTM Lecture 08 Classification rules
DMTM Lecture 08 Classification rulesDMTM Lecture 08 Classification rules
DMTM Lecture 08 Classification rulesPier Luca Lanzi
 

More from Pier Luca Lanzi (20)

11 Settembre 2021 - Giocare con i Videogiochi
11 Settembre 2021 - Giocare con i Videogiochi11 Settembre 2021 - Giocare con i Videogiochi
11 Settembre 2021 - Giocare con i Videogiochi
 
Breve Viaggio al Centro dei Videogiochi
Breve Viaggio al Centro dei VideogiochiBreve Viaggio al Centro dei Videogiochi
Breve Viaggio al Centro dei Videogiochi
 
Global Game Jam 19 @ POLIMI - Morning Welcome
Global Game Jam 19 @ POLIMI - Morning WelcomeGlobal Game Jam 19 @ POLIMI - Morning Welcome
Global Game Jam 19 @ POLIMI - Morning Welcome
 
Data Driven Game Design @ Campus Party 2018
Data Driven Game Design @ Campus Party 2018Data Driven Game Design @ Campus Party 2018
Data Driven Game Design @ Campus Party 2018
 
GGJ18 al Politecnico di Milano - Presentazione che precede la presentazione d...
GGJ18 al Politecnico di Milano - Presentazione che precede la presentazione d...GGJ18 al Politecnico di Milano - Presentazione che precede la presentazione d...
GGJ18 al Politecnico di Milano - Presentazione che precede la presentazione d...
 
GGJ18 al Politecnico di Milano - Presentazione di apertura
GGJ18 al Politecnico di Milano - Presentazione di aperturaGGJ18 al Politecnico di Milano - Presentazione di apertura
GGJ18 al Politecnico di Milano - Presentazione di apertura
 
Presentation for UNITECH event - January 8, 2018
Presentation for UNITECH event - January 8, 2018Presentation for UNITECH event - January 8, 2018
Presentation for UNITECH event - January 8, 2018
 
DMTM Lecture 20 Data preparation
DMTM Lecture 20 Data preparationDMTM Lecture 20 Data preparation
DMTM Lecture 20 Data preparation
 
DMTM Lecture 19 Data exploration
DMTM Lecture 19 Data explorationDMTM Lecture 19 Data exploration
DMTM Lecture 19 Data exploration
 
DMTM Lecture 18 Graph mining
DMTM Lecture 18 Graph miningDMTM Lecture 18 Graph mining
DMTM Lecture 18 Graph mining
 
DMTM Lecture 17 Text mining
DMTM Lecture 17 Text miningDMTM Lecture 17 Text mining
DMTM Lecture 17 Text mining
 
DMTM Lecture 16 Association rules
DMTM Lecture 16 Association rulesDMTM Lecture 16 Association rules
DMTM Lecture 16 Association rules
 
DMTM Lecture 15 Clustering evaluation
DMTM Lecture 15 Clustering evaluationDMTM Lecture 15 Clustering evaluation
DMTM Lecture 15 Clustering evaluation
 
DMTM Lecture 14 Density based clustering
DMTM Lecture 14 Density based clusteringDMTM Lecture 14 Density based clustering
DMTM Lecture 14 Density based clustering
 
DMTM Lecture 13 Representative based clustering
DMTM Lecture 13 Representative based clusteringDMTM Lecture 13 Representative based clustering
DMTM Lecture 13 Representative based clustering
 
DMTM Lecture 12 Hierarchical clustering
DMTM Lecture 12 Hierarchical clusteringDMTM Lecture 12 Hierarchical clustering
DMTM Lecture 12 Hierarchical clustering
 
DMTM Lecture 11 Clustering
DMTM Lecture 11 ClusteringDMTM Lecture 11 Clustering
DMTM Lecture 11 Clustering
 
DMTM Lecture 10 Classification ensembles
DMTM Lecture 10 Classification ensemblesDMTM Lecture 10 Classification ensembles
DMTM Lecture 10 Classification ensembles
 
DMTM Lecture 09 Other classificationmethods
DMTM Lecture 09 Other classificationmethodsDMTM Lecture 09 Other classificationmethods
DMTM Lecture 09 Other classificationmethods
 
DMTM Lecture 08 Classification rules
DMTM Lecture 08 Classification rulesDMTM Lecture 08 Classification rules
DMTM Lecture 08 Classification rules
 

Recently uploaded

Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DaySri Ambati
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfRankYa
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clashcharlottematthew16
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxhariprasad279825
 

Recently uploaded (20)

Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdf
 
Powerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time ClashPowerpoint exploring the locations used in television show Time Clash
Powerpoint exploring the locations used in television show Time Clash
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptx