SlideShare a Scribd company logo
1 of 1
Download to read offline
Asymptotic Expansions for Heavy-Tailed Data
Abstract:
Heavy-tailed distributions are present in the characterization of different modern
systems such as high-resolution imaging, cloud computing, and cognitive radio
networks. Commonly, the cumulants of these distributions cannot be defined
from a certain order, and this restricts the applicability of traditional methods. To
fill this gap, the present letter extends the traditional Edgeworth and Cornish-
Fisher expansions, which are based on the cumulants, to analogous asymptotic
expansions based on the log-cumulants. The proposed expansions inherit the
capability of log-cumulants to characterize heavy-tailed distributions and parallel
traditional expansions. Thus, they are readily implemented. Interestingly, the
proposed expansions are applicable for light-tailed distributions as well.

More Related Content

Viewers also liked

Viewers also liked (9)

Rfhoc a random forest approach to auto-tuning hadoop's configuration
Rfhoc a random forest approach to auto-tuning hadoop's configurationRfhoc a random forest approach to auto-tuning hadoop's configuration
Rfhoc a random forest approach to auto-tuning hadoop's configuration
 
Burstiness aware resource reservation for server consolidation in computing c...
Burstiness aware resource reservation for server consolidation in computing c...Burstiness aware resource reservation for server consolidation in computing c...
Burstiness aware resource reservation for server consolidation in computing c...
 
A study on the lower tropospheric thermal inversion over the arabian sea usin...
A study on the lower tropospheric thermal inversion over the arabian sea usin...A study on the lower tropospheric thermal inversion over the arabian sea usin...
A study on the lower tropospheric thermal inversion over the arabian sea usin...
 
Power optimization with bler constraint for wireless fronthauls in c ran
Power optimization with bler constraint for wireless fronthauls in c ranPower optimization with bler constraint for wireless fronthauls in c ran
Power optimization with bler constraint for wireless fronthauls in c ran
 
Cloud centric multi-level authentication as a service for secure public safet...
Cloud centric multi-level authentication as a service for secure public safet...Cloud centric multi-level authentication as a service for secure public safet...
Cloud centric multi-level authentication as a service for secure public safet...
 
Performance limitations of a text search application running in cloud instances
Performance limitations of a text search application running in cloud instancesPerformance limitations of a text search application running in cloud instances
Performance limitations of a text search application running in cloud instances
 
Over flow multi site aware big data management for scientific workflows on cl...
Over flow multi site aware big data management for scientific workflows on cl...Over flow multi site aware big data management for scientific workflows on cl...
Over flow multi site aware big data management for scientific workflows on cl...
 
Fair network bandwidth allocation in iaa s datacenters via a cooperative game...
Fair network bandwidth allocation in iaa s datacenters via a cooperative game...Fair network bandwidth allocation in iaa s datacenters via a cooperative game...
Fair network bandwidth allocation in iaa s datacenters via a cooperative game...
 
Privacy preserving deep computation model on cloud for big data feature learning
Privacy preserving deep computation model on cloud for big data feature learningPrivacy preserving deep computation model on cloud for big data feature learning
Privacy preserving deep computation model on cloud for big data feature learning
 

Similar to Asymptotic expansions for heavy tailed data

Instructions you are to read the assigned paper and prep.docx
Instructions   you are to read the assigned paper and prep.docxInstructions   you are to read the assigned paper and prep.docx
Instructions you are to read the assigned paper and prep.docx
jaggernaoma
 
Routing techniques in wireless sensor networks a survey
Routing techniques in wireless sensor networks a surveyRouting techniques in wireless sensor networks a survey
Routing techniques in wireless sensor networks a survey
Amandeep Sohal
 
Iaetsd improving the location of nodes in wireless ad
Iaetsd improving the location of nodes in wireless adIaetsd improving the location of nodes in wireless ad
Iaetsd improving the location of nodes in wireless ad
Iaetsd Iaetsd
 

Similar to Asymptotic expansions for heavy tailed data (20)

Algorithmic Construction of Optimal and Load Balanced Clusters in Wireless Se...
Algorithmic Construction of Optimal and Load Balanced Clusters in Wireless Se...Algorithmic Construction of Optimal and Load Balanced Clusters in Wireless Se...
Algorithmic Construction of Optimal and Load Balanced Clusters in Wireless Se...
 
Jm2416491652
Jm2416491652Jm2416491652
Jm2416491652
 
Wireless sensor network lifetime constraints
Wireless sensor network lifetime constraintsWireless sensor network lifetime constraints
Wireless sensor network lifetime constraints
 
Es24906911
Es24906911Es24906911
Es24906911
 
Instructions you are to read the assigned paper and prep.docx
Instructions   you are to read the assigned paper and prep.docxInstructions   you are to read the assigned paper and prep.docx
Instructions you are to read the assigned paper and prep.docx
 
Cost aware s ecure routing (caser) protocol design for wireless sensor networks
Cost aware s ecure routing (caser) protocol design for wireless sensor networksCost aware s ecure routing (caser) protocol design for wireless sensor networks
Cost aware s ecure routing (caser) protocol design for wireless sensor networks
 
Fuzzy based clustering and energy efficient
Fuzzy based clustering and energy efficientFuzzy based clustering and energy efficient
Fuzzy based clustering and energy efficient
 
Single Mode Optical Fiber in Rof System Using DWDM
Single Mode Optical Fiber in Rof System Using DWDMSingle Mode Optical Fiber in Rof System Using DWDM
Single Mode Optical Fiber in Rof System Using DWDM
 
Routing techniques in wireless sensor networks a survey
Routing techniques in wireless sensor networks a surveyRouting techniques in wireless sensor networks a survey
Routing techniques in wireless sensor networks a survey
 
Propagation measurements and models for wireless channels
Propagation measurements and models for wireless channelsPropagation measurements and models for wireless channels
Propagation measurements and models for wireless channels
 
Ijetcas14 591
Ijetcas14 591Ijetcas14 591
Ijetcas14 591
 
Fs2410401044
Fs2410401044Fs2410401044
Fs2410401044
 
Random walks and green
Random walks and greenRandom walks and green
Random walks and green
 
Iaetsd improving the location of nodes in wireless ad
Iaetsd improving the location of nodes in wireless adIaetsd improving the location of nodes in wireless ad
Iaetsd improving the location of nodes in wireless ad
 
Support Recovery with Sparsely Sampled Free Random Matrices for Wideband Cogn...
Support Recovery with Sparsely Sampled Free Random Matrices for Wideband Cogn...Support Recovery with Sparsely Sampled Free Random Matrices for Wideband Cogn...
Support Recovery with Sparsely Sampled Free Random Matrices for Wideband Cogn...
 
G010633439
G010633439G010633439
G010633439
 
A Review of Atypical Hierarchical Routing Protocols for Wireless Sensor Networks
A Review of Atypical Hierarchical Routing Protocols for Wireless Sensor NetworksA Review of Atypical Hierarchical Routing Protocols for Wireless Sensor Networks
A Review of Atypical Hierarchical Routing Protocols for Wireless Sensor Networks
 
Grid Based Priority Routing Protocol for UWSNs
Grid Based Priority Routing Protocol for UWSNsGrid Based Priority Routing Protocol for UWSNs
Grid Based Priority Routing Protocol for UWSNs
 
GRID-BASED PRIORITY ROUTING PROTOCOL FOR UWSNS
GRID-BASED PRIORITY ROUTING PROTOCOL FOR UWSNSGRID-BASED PRIORITY ROUTING PROTOCOL FOR UWSNS
GRID-BASED PRIORITY ROUTING PROTOCOL FOR UWSNS
 
Addressing the Digital Divide: LR-PON Planning for Sparsely Populated Areas
Addressing the Digital Divide: LR-PON Planning for Sparsely Populated AreasAddressing the Digital Divide: LR-PON Planning for Sparsely Populated Areas
Addressing the Digital Divide: LR-PON Planning for Sparsely Populated Areas
 

More from ieeepondy

More from ieeepondy (20)

Demand aware network function placement
Demand aware network function placementDemand aware network function placement
Demand aware network function placement
 
Service description in the nfv revolution trends, challenges and a way forward
Service description in the nfv revolution trends, challenges and a way forwardService description in the nfv revolution trends, challenges and a way forward
Service description in the nfv revolution trends, challenges and a way forward
 
Secure optimization computation outsourcing in cloud computing a case study o...
Secure optimization computation outsourcing in cloud computing a case study o...Secure optimization computation outsourcing in cloud computing a case study o...
Secure optimization computation outsourcing in cloud computing a case study o...
 
Spatial related traffic sign inspection for inventory purposes using mobile l...
Spatial related traffic sign inspection for inventory purposes using mobile l...Spatial related traffic sign inspection for inventory purposes using mobile l...
Spatial related traffic sign inspection for inventory purposes using mobile l...
 
Standards for hybrid clouds
Standards for hybrid cloudsStandards for hybrid clouds
Standards for hybrid clouds
 
Resource and instance hour minimization for deadline constrained dag applicat...
Resource and instance hour minimization for deadline constrained dag applicat...Resource and instance hour minimization for deadline constrained dag applicat...
Resource and instance hour minimization for deadline constrained dag applicat...
 
Reliable and confidential cloud storage with efficient data forwarding functi...
Reliable and confidential cloud storage with efficient data forwarding functi...Reliable and confidential cloud storage with efficient data forwarding functi...
Reliable and confidential cloud storage with efficient data forwarding functi...
 
Rebuttal to “comments on ‘control cloud data access privilege and anonymity w...
Rebuttal to “comments on ‘control cloud data access privilege and anonymity w...Rebuttal to “comments on ‘control cloud data access privilege and anonymity w...
Rebuttal to “comments on ‘control cloud data access privilege and anonymity w...
 
Scalable cloud–sensor architecture for the internet of things
Scalable cloud–sensor architecture for the internet of thingsScalable cloud–sensor architecture for the internet of things
Scalable cloud–sensor architecture for the internet of things
 
Scalable algorithms for nearest neighbor joins on big trajectory data
Scalable algorithms for nearest neighbor joins on big trajectory dataScalable algorithms for nearest neighbor joins on big trajectory data
Scalable algorithms for nearest neighbor joins on big trajectory data
 
Robust workload and energy management for sustainable data centers
Robust workload and energy management for sustainable data centersRobust workload and energy management for sustainable data centers
Robust workload and energy management for sustainable data centers
 
Pricing the cloud ieee projects, ieee projects chennai, ieee projects 2016,ie...
Pricing the cloud ieee projects, ieee projects chennai, ieee projects 2016,ie...Pricing the cloud ieee projects, ieee projects chennai, ieee projects 2016,ie...
Pricing the cloud ieee projects, ieee projects chennai, ieee projects 2016,ie...
 
Protection of big data privacy
Protection of big data privacyProtection of big data privacy
Protection of big data privacy
 
Performance aware cloud resource allocation via fitness-enabled auction
Performance aware cloud resource allocation via fitness-enabled auctionPerformance aware cloud resource allocation via fitness-enabled auction
Performance aware cloud resource allocation via fitness-enabled auction
 
Performance analysis and optimal cooperative cluster size for randomly distri...
Performance analysis and optimal cooperative cluster size for randomly distri...Performance analysis and optimal cooperative cluster size for randomly distri...
Performance analysis and optimal cooperative cluster size for randomly distri...
 
Predictive control for energy aware consolidation in cloud datacenters
Predictive control for energy aware consolidation in cloud datacentersPredictive control for energy aware consolidation in cloud datacenters
Predictive control for energy aware consolidation in cloud datacenters
 
Optimizing purdue lin microphysics scheme for intel xeon phi coprocessor
Optimizing purdue lin microphysics scheme for intel xeon phi coprocessorOptimizing purdue lin microphysics scheme for intel xeon phi coprocessor
Optimizing purdue lin microphysics scheme for intel xeon phi coprocessor
 
Optimizing cloud based video crowdsensing
Optimizing cloud based video crowdsensingOptimizing cloud based video crowdsensing
Optimizing cloud based video crowdsensing
 
Multitenant transport networks with sdnnfv
Multitenant transport networks with sdnnfvMultitenant transport networks with sdnnfv
Multitenant transport networks with sdnnfv
 
Multi depth-map raytracing for efficient large-scene reconstruction
Multi depth-map raytracing for efficient large-scene reconstructionMulti depth-map raytracing for efficient large-scene reconstruction
Multi depth-map raytracing for efficient large-scene reconstruction
 

Recently uploaded

Final DBMS Manual (2).pdf final lab manual
Final DBMS Manual (2).pdf final lab manualFinal DBMS Manual (2).pdf final lab manual
Final DBMS Manual (2).pdf final lab manual
BalamuruganV28
 
Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..
MaherOthman7
 
Artificial intelligence presentation2-171219131633.pdf
Artificial intelligence presentation2-171219131633.pdfArtificial intelligence presentation2-171219131633.pdf
Artificial intelligence presentation2-171219131633.pdf
Kira Dess
 

Recently uploaded (20)

Instruct Nirmaana 24-Smart and Lean Construction Through Technology.pdf
Instruct Nirmaana 24-Smart and Lean Construction Through Technology.pdfInstruct Nirmaana 24-Smart and Lean Construction Through Technology.pdf
Instruct Nirmaana 24-Smart and Lean Construction Through Technology.pdf
 
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdflitvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
 
engineering chemistry power point presentation
engineering chemistry  power point presentationengineering chemistry  power point presentation
engineering chemistry power point presentation
 
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdfInvolute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
 
Dynamo Scripts for Task IDs and Space Naming.pptx
Dynamo Scripts for Task IDs and Space Naming.pptxDynamo Scripts for Task IDs and Space Naming.pptx
Dynamo Scripts for Task IDs and Space Naming.pptx
 
Final DBMS Manual (2).pdf final lab manual
Final DBMS Manual (2).pdf final lab manualFinal DBMS Manual (2).pdf final lab manual
Final DBMS Manual (2).pdf final lab manual
 
analog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptxanalog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptx
 
Autodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptxAutodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptx
 
handbook on reinforce concrete and detailing
handbook on reinforce concrete and detailinghandbook on reinforce concrete and detailing
handbook on reinforce concrete and detailing
 
CLOUD COMPUTING SERVICES - Cloud Reference Modal
CLOUD COMPUTING SERVICES - Cloud Reference ModalCLOUD COMPUTING SERVICES - Cloud Reference Modal
CLOUD COMPUTING SERVICES - Cloud Reference Modal
 
Basics of Relay for Engineering Students
Basics of Relay for Engineering StudentsBasics of Relay for Engineering Students
Basics of Relay for Engineering Students
 
Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..
 
Working Principle of Echo Sounder and Doppler Effect.pdf
Working Principle of Echo Sounder and Doppler Effect.pdfWorking Principle of Echo Sounder and Doppler Effect.pdf
Working Principle of Echo Sounder and Doppler Effect.pdf
 
Artificial Intelligence in due diligence
Artificial Intelligence in due diligenceArtificial Intelligence in due diligence
Artificial Intelligence in due diligence
 
Passive Air Cooling System and Solar Water Heater.ppt
Passive Air Cooling System and Solar Water Heater.pptPassive Air Cooling System and Solar Water Heater.ppt
Passive Air Cooling System and Solar Water Heater.ppt
 
Artificial intelligence presentation2-171219131633.pdf
Artificial intelligence presentation2-171219131633.pdfArtificial intelligence presentation2-171219131633.pdf
Artificial intelligence presentation2-171219131633.pdf
 
Independent Solar-Powered Electric Vehicle Charging Station
Independent Solar-Powered Electric Vehicle Charging StationIndependent Solar-Powered Electric Vehicle Charging Station
Independent Solar-Powered Electric Vehicle Charging Station
 
Diploma Engineering Drawing Qp-2024 Ece .pdf
Diploma Engineering Drawing Qp-2024 Ece .pdfDiploma Engineering Drawing Qp-2024 Ece .pdf
Diploma Engineering Drawing Qp-2024 Ece .pdf
 
Software Engineering Practical File Front Pages.pdf
Software Engineering Practical File Front Pages.pdfSoftware Engineering Practical File Front Pages.pdf
Software Engineering Practical File Front Pages.pdf
 
NEWLETTER FRANCE HELICES/ SDS SURFACE DRIVES - MAY 2024
NEWLETTER FRANCE HELICES/ SDS SURFACE DRIVES - MAY 2024NEWLETTER FRANCE HELICES/ SDS SURFACE DRIVES - MAY 2024
NEWLETTER FRANCE HELICES/ SDS SURFACE DRIVES - MAY 2024
 

Asymptotic expansions for heavy tailed data

  • 1. Asymptotic Expansions for Heavy-Tailed Data Abstract: Heavy-tailed distributions are present in the characterization of different modern systems such as high-resolution imaging, cloud computing, and cognitive radio networks. Commonly, the cumulants of these distributions cannot be defined from a certain order, and this restricts the applicability of traditional methods. To fill this gap, the present letter extends the traditional Edgeworth and Cornish- Fisher expansions, which are based on the cumulants, to analogous asymptotic expansions based on the log-cumulants. The proposed expansions inherit the capability of log-cumulants to characterize heavy-tailed distributions and parallel traditional expansions. Thus, they are readily implemented. Interestingly, the proposed expansions are applicable for light-tailed distributions as well.