VEGAS: Visual influEnce GrAph Summarization on Citation Networks
Product Description
VEGAS: Visual influEnce GrAph Summarization
on Citation Networks
Abstract— VEGAS: Visual influEnce GrAph Summarization on Citation Networks. Visually analyzing citation networks poses challenges to many fields of the data mining research. How can we summarize a large citation graph according to the user’s interest? In particular, how can we illustrate the impact of a highly influential paper through the summarization? Can we maintain the sensory node-link graph structure while revealing the flow-based influence patterns and preserving a fine readability? The state-of-the-art influence maximization algorithms can detect the most influential node in a citation network, but fail to summarize a graph structure to account for its influence. On the other hand, existing graph summarization methods fold large graphs into clustered views, but cannot reveal the hidden influence patterns underneath the citation network. We first formally define the Influence Graph Summarization problem on citation networks. Second, we propose a matrix decomposition based algorithm pipeline to solve the IGS problem. Our method can not only highlight the flow-based influence patterns, but also easily extend to support the rich attribute information. A prototype system called VEGAS implementing this pipeline is also developed. Third, we present a theoretical analysis on our main algorithm, which is equivalent to the kernel k-mean clustering. It can be proved that the matrix decomposition based algorithm can approximate the objective of the proposed < Final Year Projects 2016 > problem. Last, we conduct comprehensive experiments with real-world citation networks to compare the proposed algorithm with classical graph summarization methods. Evaluation results demonstrate that our method significantly outperforms the previous ones in optimizing both the quantitative IGS objective and the quality of the visual summarizations.
Video
View Demo
Including Packages
Our Specialization
Support Service
Statistical Report
satisfied customers
3,589
Freelance projects
983
sales on Site
11,021
developers
175+
Additional Information
| Domains | |
|---|---|
| Programming Language | Dotnet |
Thomasbar –
google viagra dosage recommendations https://medrxfast.com/# buy prescription drugs online without
DavidEcork –
natural ed treatments [url=https://medrxfast.com/#]best canadian online pharmacy[/url] prescription drugs online without doctor
LarryGek –
male dysfunction treatment ed meds online canada prescription drugs without doctor approval https://medrxfast.com/# prescription drugs online without doctor [url=https://medrxfast.com/#]buy prescription drugs without doctor[/url] buy prescription drugs online without
DavidEcork –
how to help ed [url=https://medrxfast.com/#]canadian pharmacy[/url] best non prescription ed pills
Thomasbar –
comparison of ed drugs https://medrxfast.com/# best canadian online pharmacy
DustinWet –
over the counter ed medication https://medrxfast.com/# prescription drugs online without doctor
LarryGek –
ed meds online pharmacy the canadian drugstore ed prescription drugs https://medrxfast.com/# pain meds without written prescription [url=https://medrxfast.com/#]canadian drugs[/url] prescription drugs
DavidEcork –
ed medication [url=https://medrxfast.com/#]ed meds online canada[/url] amoxicillin without a doctor's prescription
DustinWet –
erectile dysfunction medicines https://medrxfast.com/# canadian drug
DavidEcork –
drugs for ed [url=https://medrxfast.com/#]prescription drugs without doctor approval[/url] buy prescription drugs online
LarryGek –
help with ed mexican pharmacy without prescription prescription drugs https://medrxfast.com/# cheap pet meds without vet prescription [url=https://medrxfast.com/#]buy prescription drugs online[/url] ed meds online without doctor prescription
DustinWet –
best way to treat ed https://medrxfast.com/# cheap pet meds without vet prescription
DarrellAltex –
best natural cure for ed buy prescription drugs from canada cheap canadian online drugs https://medrxfast.com/# online canadian pharmacy
Thomasbar –
natural ed drugs https://medrxfast.com/# how to get prescription drugs without doctor
DavidEcork –
meds online without doctor prescription [url=https://medrxfast.com/#]buy prescription drugs without doctor[/url] carprofen without vet prescription
LarryGek –
male erection buy prescription drugs without doctor carprofen without vet prescription https://medrxfast.com/# ed meds online without prescription or membership [url=https://medrxfast.com/#]tadalafil without a doctor's prescription[/url] ed meds online canada
DustinWet –
ed pills for sale https://medrxfast.com/# non prescription erection pills
Michaelshout –
prescription drugs without doctor approval buy prescription drugs online buy prescription drugs
DustinWet –
erectile dysfunction natural remedies https://medrxfast.com/# ed meds online without doctor prescription
LarryGek –
natural drugs for ed dog antibiotics without vet prescription pain medications without a prescription https://medrxfast.com/# canadian drug prices [url=https://medrxfast.com/#]anti fungal pills without prescription[/url] canadian medications
DavidEcork –
ed men [url=https://medrxfast.com/#]comfortis for dogs without vet prescription[/url] prescription meds without the prescriptions
DustinWet –
top ed pills https://medrxfast.com/# canadian drug prices
Thomasbar –
canadian drug prices https://medrxfast.com/# canadian pharmacy online
LarryGek –
ed for men canadian drug buy prescription drugs online https://medrxfast.com/# buy prescription drugs from canada cheap [url=https://medrxfast.com/#]pet meds without vet prescription[/url] prescription drugs canada buy online
DavidEcork –
top ed pills [url=https://medrxfast.com/#]prescription drugs without prior prescription[/url] tadalafil without a doctor's prescription
DarrellAltex –
pain medications without a prescription non prescription ed pills buy prescription drugs from india https://medrxfast.com/# the canadian drugstore
DustinWet –
medications for ed https://medrxfast.com/# comfortis for dogs without vet prescription
Jameshaugh –
real viagra without a doctor prescription usa [url=https://drugsbestprice.com/#]erectial dysfunction[/url] natural cures for ed
Gerardkathy –
best price for generic viagra on the internet https://drugsbestprice.com/# treatment of ed
DonnieNex –
ed meds online natural ed pills ed pills online pharmacy https://drugsbestprice.com/# ed treatment pills [url=https://drugsbestprice.com/#]prescription meds without the prescriptions[/url] buy ed pills online
Michaelencut –
online canadian drugstore tadalafil without a doctor's prescription vitality ed pills
Williamhaf –
natural ed remedies https://drugsbestprice.com/# ed medicine
Jameshaugh –
how can i order prescription drugs without a doctor [url=https://drugsbestprice.com/#]ed pills cheap[/url] best drugs for erectile dysfunction
Gerardkathy –
online prescription for ed meds https://drugsbestprice.com/# generic ed pills
JeffreyDiarm –
ivermectin cream canada cost https://stromectolbestprice.com/# ivermectin warnings
OscarVob –
how long after taking ivermectin can i drink alcohol buy stromectol uk ivermectin 500ml http://stromectolbestprice.com/# ivermectin tablets price [url=http://stromectolbestprice.com/#]ivermectin for scaly leg mites[/url] ivermectin for gapeworm
CareyCer –
stromectol for dogs [url=http://stromectolbestprice.com/#]ivermectin dog dose[/url] ivermectin head lice
Brentcouct –
ivermectin price uk who ivermectin stromectol tablets uk http://stromectolbestprice.com/# ivermectin pediatric dosing
JeffreyDiarm –
ivermectin paste for horses http://stromectolbestprice.com/# ivermectin for covid-19
GeraldTrast –
online canadian drugstore [url=https://canadiandrugs.best/#]mexican pharmacy without prescription[/url] prescription drugs online without doctor
Georgeboymn –
how to overcome ed naturally https://onlinepharmacy.men/# canadian drugs pharmacy
ThomasGunda –
ed drugs list https://allpharm.store/# 24 hour pharmacy
GeraldTrast –
best natural ed treatment [url=https://allpharm.store/#]discount pharmacy[/url] Dulcolax
Georgeboymn –
best ed drug https://erectionpills.shop/# best ed pills online
ThomasGunda –
homeopathic remedies for ed https://allpharm.store/# pharmacies
EarnestCrity –
buy online drugs medication costs Colospa
GeraldTrast –
ed tablets [url=https://canadiandrugs.best/#]amoxicillin without a doctor's prescription[/url] carprofen without vet prescription
MatthewElons –
over the counter erectile dysfunction pills https://erectionpills.shop/# ed medications online
ThomasGunda –
ed supplements https://erectionpills.shop/# ed drugs list
GeraldTrast –
ed drugs list [url=https://erectionpills.shop/#]ed pills[/url] erectile dysfunction pills
Keithmed –
injections for ed [url=https://onlinepharmacy.men/#]online pharmacy worldwide shipping[/url] maple leaf pharmacy in canada
GeraldTrast –
pharmacy medications [url=https://onlinepharmacy.men/#]canadian king pharmacy[/url] online pharmacy in germany
ThomasGunda –
best ed drugs https://canadiandrugs.best/# prescription drugs without prior prescription
EarnestCrity –
medicines for ed best ed treatment pills new ed pills
GeraldTrast –
erectyle disfunction [url=https://erectionpills.shop/#]ed pills cheap[/url] medications for ed
RichardAwame –
viagra without a doctor prescription prescription drugs without prior prescription ed medications
LarryHak –
medications list https://pharmacyizi.com/# injectable ed drugs
ArthurDer –
best canadian online pharmacy https://pharmacyizi.com/# buy ed drugs online
Stevelax –
ed medicines [url=https://pharmacyizi.com/#]natural ed remedies[/url] cheap pills online
LarryHak –
best ed pill https://pharmacyizi.com/# ed meds online without doctor prescription
Stevelax –
discount prescription drugs [url=https://pharmacyizi.com/#]over the counter ed[/url] ed in men
ArthurDer –
mens erection pills https://pharmacyizi.com/# natural ed drugs
JamesvOp –
how to cure ed naturally best medicine for ed online ed pills
DouglasEnuts –
drugs online https://pharmacyizi.com/# top ed drugs
LarryHak –
ed pills for sale https://pharmacyizi.com/# natural ed pills
Stevelax –
ed pills [url=https://pharmacyizi.com/#]best ed treatment pills[/url] pills for ed
ArthurDer –
help with ed https://pharmacyizi.com/# drug prices
RichardAwame –
ed natural treatment canadian drugs treatments for ed
LarryHak –
buy online pharmacy https://pharmacyizi.com/# best online pharmacy
RobertReove –
ivermectin for humans https://stromectoltrust.com/# ivermectin 1 cream
Philliptaiff –
ivermectin lotion for lice ivermectin (stromectol). stromectol
Allancoaph –
dosage for ivermectin in dogs https://stromectoltrust.com/# stromectol 3mg tablets
Jamesdot –
ivermectin injection for rabbits https://stromectoltrust.com/# how much is ivermectin for humans
Williamric –
ivermectin tablets usp order stromectol over the counter stromectol 12 mg tablets
ThomasThilm –
doxycycline 250 mg ed pharmacy best ed pills online https://clomidonline.icu/# clomid for sale [url=https://clomidonline.icu/#]clomid coupon[/url] buy clomid
DanielRor –
buy clomid 50mg online uk [url=https://clomidonline.icu/#]cheap clomid[/url] clomid coupon
DavidSpaph –
best ed drugs https://edpills.best/# top rated ed pills
DarrellHaf –
cheapest ed pills stromectol ivermectin 3 mg stromectol 12 mg tablets
ThomasThilm –
doxycycline 40 mg generic cost ed drugs compared ed drugs list https://doxycyclineonline.store/# purchase doxycycline [url=https://clomidonline.icu/#]where to buy cheap clomid online[/url] clomid for sale
DarrellHaf –
otc ed pills erection pills that work ed meds pills drugs
ThomasThilm –
doxycycline coupon doxycycline cheap doxycycline https://doxycyclineonline.store/# doxycycline [url=https://drugsonline.store/#]what is the best ed pill[/url] causes for ed
DanielRor –
cheap clomid uk [url=https://doxycyclineonline.store/#]doxycycline without prescription[/url] purchase doxycycline
DanielVog –
stromectol ivermectin buy [url=https://edpills.best/#]ed pills comparison[/url] what are ed drugs
ThomasThilm –
doxycycline 40 mg generic new treatments for ed drug prices https://edpills.best/# male ed drugs [url=https://stromectol.life/#]stromectol for sale[/url] order stromectol over the counter
DavidSpaph –
best medication for ed https://edpills.best/# over the counter erectile dysfunction pills
Isiahnoday –
anti fungal pills without prescription how can i order prescription drugs without a doctor canadian drugs online
ThomasThilm –
diflucan 150 tab diflucan 150 tablet diflucan 150 mg tablets https://withoutprescription.store/# amoxicillin without a doctor's prescription [url=https://cipro.best/#]antibiotics cipro[/url] cipro online no prescription in the usa
Georgeamipt –
pet antibiotics without vet prescription https://withoutprescription.store/# pet meds without vet prescription canada
AndrewAdata –
neurontin 100mg tablets where to buy diflucan over the counter diflucan capsules 100mg https://withoutprescription.store/# canadian medications [url=https://diflucan.icu/#]best diflucan price[/url] ordering diflucan generic
ThomasThilm –
diflucan capsule price neurontin cap 300mg price neurontin 300 mg price https://gabapentin.icu/# neurontin oral [url=https://diflucan.icu/#]order diflucan[/url] buy diflucan canada
Michealrok –
price of diflucan in south africa [url=https://cipro.best/#]ciprofloxacin over the counter[/url] cipro 500mg best prices
Isiahnoday –
best canadian online pharmacy pet antibiotics without vet prescription prescription drugs without doctor approval
ThomasThilm –
diflucan australia otc prescription drugs prescription without a doctor's prescription https://withoutprescription.store/# non prescription ed drugs [url=https://gabapentin.icu/#]neurontin prescription coupon[/url] neurontin 300 mg price
Georgeamipt –
online prescription for ed meds https://gabapentin.icu/# neurontin 214
Isiahnoday –
non prescription ed pills diflucan medicine diflucan 200
ThomasThilm –
buy diflucan online uk buy cipro cipro online no prescription in the usa https://erectionpills.best/# top erection pills [url=https://withoutprescription.store/#]how to get prescription drugs without doctor[/url] non prescription ed pills
Michealrok –
diflucan generic cost [url=https://withoutprescription.store/#]how to get prescription drugs without doctor[/url] comfortis for dogs without vet prescription
AndrewAdata –
buy neurontin purchase cipro buy ciprofloxacin over the counter https://gabapentin.icu/# neurontin 800 mg tablets [url=https://withoutprescription.store/#]canadian drugs online[/url] prescription drugs
ThomasThilm –
diflucan over the counter singapore cipro 500mg best prices buy cipro cheap https://gabapentin.icu/# neurontin 300 mg mexico [url=https://cipro.best/#]antibiotics cipro[/url] buy cipro cheap
Georgeamipt –
pet meds without vet prescription https://gabapentin.icu/# neurontin 600 mg pill
WilliamDof –
п»їdcis tamoxifen how to order metformin online metformin 500mg canada
EdwardNom –
metformin buy australia price of lipitor 40 mg price of lipitor in india
HomerBoiff –
can i buy metformin over the counter in uk [url=https://buylipitor.store/#]lipitor 80 mg[/url] lipitor 4 mg
RaymondNok –
tamoxifen generic https://buylipitor.store/# generic lipitor price
HomerBoiff –
price of metformin 500mg tablets [url=https://buynolvadex.store/#]tamoxifen hot flashes[/url] is nolvadex legal
Shelbyabofs –
over the counter amoxicillin [url=https://amoxilforsale.best/#]buy amoxicillin 500mg uk[/url] amoxicillin 500 mg without prescription
RaymondNok –
zithromax tablets where to buy amoxicillin over the counter where to get amoxicillin over the counter
HomerBoiff –
amoxicillin online purchase cheap clomid clomid canada pharmacy https://clomidforsale.life/# where to buy clomid online in canada [url=https://clomidforsale.life/#]clomid cost nz[/url] clomid in australia
Michaelvonia –
viagra without a doctor prescription [url=https://sildenafilmg.com/#]viagra over the counter walmart[/url] order viagra online
Jamisoncaump –
online doctor prescription for viagra best place to buy viagra online viagra coupons 75% off https://sildenafilmg.com/ viagra online usa [url=https://sildenafilmg.shop/#]viagra shop[/url] viagra 100mg price
Michaelvonia –
mexican viagra [url=https://sildenafilmg.online/#]viagra online usa[/url] viagra from india
Jamisoncaump –
viagra 100mg price best place to buy generic viagra online viagra pills https://sildenafilmg.online/# viagra 100mg price [url=https://sildenafilmg.online/#]price of viagra[/url] buy generic 100mg viagra online
Michaelvonia –
viagra over the counter walmart [url=https://sildenafilmg.shop/#]viagra shop[/url] where can i buy viagra over the counter
Jamisoncaump –
cheap viagra online 100mg viagra viagra over the counter https://sildenafilmg.online/# cost of viagra [url=https://sildenafilmg.com/#]viagra coupons 75% off[/url] order viagra online
ThomasSon –
prescription without a doctor's prescription [url=https://drwithoutdoctorprescription.site/#]meds online without doctor prescription[/url] carprofen without vet prescription
StromCib –
ivermectin eye drops [url=https://stromectolgf.com/#]ivermectin for sale[/url] ivermectin for humans
ChesterVeigo –
ivermectin brand name https://stromectolgf.com/# ivermectin over the counter canada